From 6d4c0fd8a70fc06e97d1cc2fd8ade42924e0ba12 Mon Sep 17 00:00:00 2001 From: gaganso Date: Sun, 24 Aug 2025 00:14:14 +0000 Subject: [PATCH 01/89] update terraform version --- scripts/terraform/providers.tf | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/scripts/terraform/providers.tf b/scripts/terraform/providers.tf index ca5acba6..32b8389f 100644 --- a/scripts/terraform/providers.tf +++ b/scripts/terraform/providers.tf @@ -1,5 +1,5 @@ terraform { - required_version = ">=0.12" + required_version = ">=1.6" required_providers { azapi = { @@ -19,5 +19,4 @@ terraform { provider "azurerm" { features {} - skip_provider_registration = true } \ No newline at end of file From 054cc9d60efd47df5ea985662eb9e53d852a1e7b Mon Sep 17 00:00:00 2001 From: gaganso Date: Sun, 24 Aug 2025 00:15:29 +0000 Subject: [PATCH 02/89] update azurerm provider and remove unnecessary providers --- scripts/terraform/providers.tf | 8 -------- 1 file changed, 8 deletions(-) diff --git a/scripts/terraform/providers.tf b/scripts/terraform/providers.tf index 32b8389f..9e087319 100644 --- a/scripts/terraform/providers.tf +++ b/scripts/terraform/providers.tf @@ -2,16 +2,8 @@ terraform { required_version = ">=1.6" required_providers { - azapi = { - source = "azure/azapi" - version = "~>1.5" - } azurerm = { source = "hashicorp/azurerm" - version = "~>2.0" - } - random = { - source = "hashicorp/random" version = "~>3.0" } } From 0c16657fa18c3bc4901ad520bb99256ada1dc67f Mon Sep 17 00:00:00 2001 From: gaganso Date: Sun, 24 Aug 2025 00:17:08 +0000 Subject: [PATCH 03/89] updating to pessimistic constraint operator to better manage versions --- scripts/terraform/providers.tf | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/terraform/providers.tf b/scripts/terraform/providers.tf index 9e087319..dd08eaa1 100644 --- a/scripts/terraform/providers.tf +++ b/scripts/terraform/providers.tf @@ -1,5 +1,5 @@ terraform { - required_version = ">=1.6" + required_version = "~>1.6" required_providers { azurerm = { From fd3c3d1e4ce658f6cade1f9f06925f04ce01de06 Mon Sep 17 00:00:00 2001 From: Gagan Somashekar Date: Sat, 23 Aug 2025 18:24:18 -0600 Subject: [PATCH 04/89] Update privileges required for resource creation --- scripts/terraform/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/terraform/README.md b/scripts/terraform/README.md index ba6f45a0..f248f223 100644 --- a/scripts/terraform/README.md +++ b/scripts/terraform/README.md @@ -9,7 +9,7 @@ This guide outlines the steps for establishing a secure connection to your Azure - **Azure VPN Connection:** Set up a secure connection to your Azure environment using a VPN client. - **Working directory:** AIOpsLab/scripts/terraform/ -- **Privileges:** The user should have the privileges to create resources (SSH keys, VM, network interface, network interface security group (if required), public IP, subnet, virtual network) in the selected resource group. +- **Privileges:** The user should have the privileges to create resources (resource group, SSH keys, VM, network interface, network interface security group (if required), public IP, subnet, virtual network) in the selected resource group. - **Azure CLI:** Follow the official [Microsoft documentation](https://learn.microsoft.com/en-us/cli/azure/install-azure-cli) for installing the Azure CLI for your operating system: - **Install and initialize Terraform:** From 21a165fcf9bcf855e238bc239fd5842e8575efc8 Mon Sep 17 00:00:00 2001 From: gaganso Date: Sun, 21 Sep 2025 17:33:31 +0000 Subject: [PATCH 05/89] updated gitignore --- scripts/terraform/.gitignore | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/scripts/terraform/.gitignore b/scripts/terraform/.gitignore index 3983ce08..60a23063 100644 --- a/scripts/terraform/.gitignore +++ b/scripts/terraform/.gitignore @@ -30,4 +30,9 @@ terraform.tfstate.lock.hcl # keys -*.pem \ No newline at end of file +*.pem +*.keys + +# Configuration files with sensitive data +config.yml +outputs.json \ No newline at end of file From 5fc2b3befec5456fc799940f26f90ee94cff37a3 Mon Sep 17 00:00:00 2001 From: gaganso Date: Sun, 21 Sep 2025 17:35:21 +0000 Subject: [PATCH 06/89] support dynamic cluster size and update the terraform scripts --- scripts/terraform/data.tf | 3 - scripts/terraform/main.tf | 246 ++++++++++++++------------------- scripts/terraform/outputs.tf | 20 +-- scripts/terraform/ssh.tf | 35 ----- scripts/terraform/variables.tf | 61 +++++--- 5 files changed, 152 insertions(+), 213 deletions(-) delete mode 100644 scripts/terraform/data.tf delete mode 100644 scripts/terraform/ssh.tf diff --git a/scripts/terraform/data.tf b/scripts/terraform/data.tf deleted file mode 100644 index 641213c6..00000000 --- a/scripts/terraform/data.tf +++ /dev/null @@ -1,3 +0,0 @@ -data "azurerm_resource_group" "rg" { - name = var.resource_group_name -} \ No newline at end of file diff --git a/scripts/terraform/main.tf b/scripts/terraform/main.tf index 77db20cd..7acdb007 100644 --- a/scripts/terraform/main.tf +++ b/scripts/terraform/main.tf @@ -1,57 +1,33 @@ -# Create virtual network -resource "azurerm_virtual_network" "aiopslab_network" { - name = "${var.resource_name_prefix}_aiopslabVnet" - address_space = ["10.0.0.0/16"] - location = var.resource_location - resource_group_name = var.resource_group_name -} - -# Create subnet -resource "azurerm_subnet" "aiopslab_subnet" { - name = "${var.resource_name_prefix}_aiopslabSubnet" - resource_group_name = var.resource_group_name - virtual_network_name = azurerm_virtual_network.aiopslab_network.name - address_prefixes = ["10.0.1.0/24"] +resource "azurerm_resource_group" "rg" { + name = "${var.prefix}-rg" + location = var.location } -# Create public IPs -resource "azurerm_public_ip" "aiopslab_public_ip_1" { - name = "${var.resource_name_prefix}_aiopslabPublicIP_1" - location = var.resource_location - resource_group_name = var.resource_group_name - allocation_method = "Dynamic" +resource "azurerm_virtual_network" "vnet" { + name = "${var.prefix}-vnet" + address_space = ["10.0.0.0/16"] + location = var.location + resource_group_name = azurerm_resource_group.rg.name } -resource "azurerm_public_ip" "aiopslab_public_ip_2" { - name = "${var.resource_name_prefix}_aiopslabPublicIP_2" - location = var.resource_location - resource_group_name = var.resource_group_name - allocation_method = "Dynamic" +resource "azurerm_subnet" "subnet" { + name = "${var.prefix}-subnet" + resource_group_name = azurerm_resource_group.rg.name + virtual_network_name = azurerm_virtual_network.vnet.name + address_prefixes = ["10.0.1.0/24"] } -# Create Network Security Group and rule with only CorpNet access -resource "azurerm_network_security_group" "aiopslab_nsg_1" { - name = "${var.resource_name_prefix}_aiopslabNSG_1" - location = var.resource_location - resource_group_name = var.resource_group_name - - security_rule { - name = "SSH" - priority = 1001 - direction = "Inbound" - access = "Allow" - protocol = "Tcp" - source_port_range = "*" - destination_port_range = "22" - source_address_prefix = "*" - destination_address_prefix = "*" - } +resource "azurerm_public_ip_prefix" "ip_prefix" { + name = "${var.prefix}-pip-prefix" + location = var.location + resource_group_name = azurerm_resource_group.rg.name + prefix_length = 28 } -resource "azurerm_network_security_group" "aiopslab_nsg_2" { - name = "${var.resource_name_prefix}_aiopslabNSG_2" - location = var.resource_location - resource_group_name = var.resource_group_name +resource "azurerm_network_security_group" "nsg" { + name = "${var.prefix}-nsg" + location = var.location + resource_group_name = azurerm_resource_group.rg.name security_rule { name = "SSH" @@ -66,132 +42,118 @@ resource "azurerm_network_security_group" "aiopslab_nsg_2" { } } -# Create network interfaces -resource "azurerm_network_interface" "aiopslab_nic_1" { - name = "${var.resource_name_prefix}_aiopslabNIC_1" - location = var.resource_location - resource_group_name = var.resource_group_name +resource "azurerm_network_interface" "controller" { + name = "${var.prefix}-controller-nic" + location = var.location + resource_group_name = azurerm_resource_group.rg.name ip_configuration { - name = "${var.resource_name_prefix}_aioplabNICConfiguration_1" - subnet_id = azurerm_subnet.aiopslab_subnet.id + name = "internal" private_ip_address_allocation = "Dynamic" - public_ip_address_id = azurerm_public_ip.aiopslab_public_ip_1.id + subnet_id = azurerm_subnet.subnet.id + public_ip_address_id = azurerm_public_ip.controller.id } } -resource "azurerm_network_interface" "aiopslab_nic_2" { - name = "${var.resource_name_prefix}_aiopslabNIC_2" - location = var.resource_location - resource_group_name = var.resource_group_name - - ip_configuration { - name = "${var.resource_name_prefix}_aioplabNICConfiguration_2" - subnet_id = azurerm_subnet.aiopslab_subnet.id - private_ip_address_allocation = "Dynamic" - public_ip_address_id = azurerm_public_ip.aiopslab_public_ip_2.id - } -} - -# Connect the security groups to the network interfaces -resource "azurerm_network_interface_security_group_association" "aiopslab_nsg_association_1" { - network_interface_id = azurerm_network_interface.aiopslab_nic_1.id - network_security_group_id = azurerm_network_security_group.aiopslab_nsg_1.id -} - -resource "azurerm_network_interface_security_group_association" "aiopslab_nsg_association_2" { - network_interface_id = azurerm_network_interface.aiopslab_nic_2.id - network_security_group_id = azurerm_network_security_group.aiopslab_nsg_2.id +resource "azurerm_public_ip" "controller" { + name = "${var.prefix}-controller-pip" + resource_group_name = azurerm_resource_group.rg.name + location = var.location + allocation_method = "Static" + ip_version = "IPv4" } -resource "random_id" "random_id" { - byte_length = 8 +resource "azurerm_network_interface_security_group_association" "controller" { + network_interface_id = azurerm_network_interface.controller.id + network_security_group_id = azurerm_network_security_group.nsg.id } +resource "azurerm_linux_virtual_machine" "controller" { + name = "${var.prefix}-controller" + resource_group_name = azurerm_resource_group.rg.name + location = var.location + size = var.vm_size + admin_username = var.admin_username + network_interface_ids = [ + azurerm_network_interface.controller.id, + ] + disable_password_authentication = true -# Create storage accounts for boot diagnostics -resource "azurerm_storage_account" "aiopslab_storage_account_1" { - # storage account names can only consist of lowercase letters and numbers - name = "diag${random_id.random_id.hex}1" - location = var.resource_location - resource_group_name = var.resource_group_name - account_tier = "Standard" - account_replication_type = "LRS" -} - -resource "azurerm_storage_account" "aiopslab_storage_account_2" { - name = "diag${random_id.random_id.hex}2" - location = var.resource_location - resource_group_name = var.resource_group_name - account_tier = "Standard" - account_replication_type = "LRS" -} - - - -# Create virtual machines -resource "azurerm_linux_virtual_machine" "aiopslab_vm_1" { - name = "${var.resource_name_prefix}_aiopslabVM_1" - location = var.resource_location - resource_group_name = var.resource_group_name - network_interface_ids = [azurerm_network_interface.aiopslab_nic_1.id] - size = "Standard_D4s_v3" + admin_ssh_key { + username = var.admin_username + public_key = file(var.ssh_public_key_path) + } os_disk { - name = "${var.resource_name_prefix}_OsDisk_1" caching = "ReadWrite" - storage_account_type = "Premium_LRS" + storage_account_type = var.os_disk_type + disk_size_gb = 64 } source_image_reference { - publisher = "Canonical" - offer = "0001-com-ubuntu-server-jammy" - sku = "22_04-lts-gen2" + publisher = var.os_publisher + offer = var.os_offer + sku = var.os_sku version = "latest" } +} - computer_name = "kubeController" - admin_username = var.username +resource "azurerm_network_interface" "workers" { + for_each = toset([for i in range(var.worker_vm_count) : "worker-${i+1}"]) + name = "${var.prefix}-${each.key}-nic" + location = var.location + resource_group_name = azurerm_resource_group.rg.name - admin_ssh_key { - username = var.username - public_key = azapi_resource_action.aiopslab_ssh_public_key_gen_1.output.publicKey + ip_configuration { + name = "internal" + private_ip_address_allocation = "Dynamic" + subnet_id = azurerm_subnet.subnet.id + public_ip_address_id = azurerm_public_ip.workers[each.key].id } +} - boot_diagnostics { - storage_account_uri = azurerm_storage_account.aiopslab_storage_account_1.primary_blob_endpoint - } +resource "azurerm_public_ip" "workers" { + for_each = toset([for i in range(var.worker_vm_count) : "worker-${i+1}"]) + name = "${var.prefix}-${each.key}-pip" + resource_group_name = azurerm_resource_group.rg.name + location = var.location + allocation_method = "Static" + ip_version = "IPv4" +} + +resource "azurerm_network_interface_security_group_association" "workers" { + for_each = azurerm_network_interface.workers + network_interface_id = each.value.id + network_security_group_id = azurerm_network_security_group.nsg.id } -resource "azurerm_linux_virtual_machine" "aiopslab_vm_2" { - name = "${var.resource_name_prefix}_aiopslabVM_2" - location = var.resource_location - resource_group_name = var.resource_group_name - network_interface_ids = [azurerm_network_interface.aiopslab_nic_2.id] - size = "Standard_F16s_v2" +resource "azurerm_linux_virtual_machine" "workers" { + for_each = toset([for i in range(var.worker_vm_count) : "worker-${i+1}"]) + name = "${var.prefix}-${each.key}" + resource_group_name = azurerm_resource_group.rg.name + location = var.location + size = var.vm_size + admin_username = var.admin_username + network_interface_ids = [ + azurerm_network_interface.workers[each.key].id, + ] + disable_password_authentication = true + + admin_ssh_key { + username = var.admin_username + public_key = file(var.ssh_public_key_path) + } os_disk { - name = "${var.resource_name_prefix}_OsDisk_2" caching = "ReadWrite" - storage_account_type = "Premium_LRS" + storage_account_type = var.os_disk_type + disk_size_gb = 64 } source_image_reference { - publisher = "Canonical" - offer = "0001-com-ubuntu-server-jammy" - sku = "22_04-lts-gen2" + publisher = var.os_publisher + offer = var.os_offer + sku = var.os_sku version = "latest" } - - computer_name = "kubeWorker1" - admin_username = var.username - - admin_ssh_key { - username = var.username - public_key = azapi_resource_action.aiopslab_ssh_public_key_gen_2.output.publicKey - } - - boot_diagnostics { - storage_account_uri = azurerm_storage_account.aiopslab_storage_account_2.primary_blob_endpoint - } -} +} \ No newline at end of file diff --git a/scripts/terraform/outputs.tf b/scripts/terraform/outputs.tf index e612f0ad..5ef38f09 100644 --- a/scripts/terraform/outputs.tf +++ b/scripts/terraform/outputs.tf @@ -1,19 +1,7 @@ -output "public_ip_address_1" { - value = azurerm_linux_virtual_machine.aiopslab_vm_1.public_ip_address +output "controller_public_ip" { + value = azurerm_public_ip.controller.ip_address } -output "public_ip_address_2" { - value = azurerm_linux_virtual_machine.aiopslab_vm_2.public_ip_address -} - -output "key_data_1" { - value = azapi_resource_action.aiopslab_ssh_public_key_gen_1.output.privateKey -} - -output "key_data_2" { - value = azapi_resource_action.aiopslab_ssh_public_key_gen_2.output.privateKey -} - -output "username" { - value = var.username +output "worker_public_ips" { + value = [for vm in azurerm_public_ip.workers : vm.ip_address] } \ No newline at end of file diff --git a/scripts/terraform/ssh.tf b/scripts/terraform/ssh.tf deleted file mode 100644 index 19039b19..00000000 --- a/scripts/terraform/ssh.tf +++ /dev/null @@ -1,35 +0,0 @@ - -resource "azapi_resource" "aiopslab_ssh_public_key_1" { - type = "Microsoft.Compute/sshPublicKeys@2022-11-01" - name = "${var.resource_name_prefix}_ssh_public_key_1" - location = var.resource_location - parent_id = data.azurerm_resource_group.rg.id -} - -resource "azapi_resource_action" "aiopslab_ssh_public_key_gen_1" { - type = "Microsoft.Compute/sshPublicKeys@2022-11-01" - resource_id = azapi_resource.aiopslab_ssh_public_key_1.id - action = "generateKeyPair" - method = "POST" - - response_export_values = ["publicKey", "privateKey"] -} - - -resource "azapi_resource" "aiopslab_ssh_public_key_2" { - type = "Microsoft.Compute/sshPublicKeys@2022-11-01" - name = "${var.resource_name_prefix}_ssh_public_key_2" - location = var.resource_location - parent_id = data.azurerm_resource_group.rg.id -} - -resource "azapi_resource_action" "aiopslab_ssh_public_key_gen_2" { - type = "Microsoft.Compute/sshPublicKeys@2022-11-01" - resource_id = azapi_resource.aiopslab_ssh_public_key_2.id - action = "generateKeyPair" - method = "POST" - - response_export_values = ["publicKey", "privateKey"] -} - - diff --git a/scripts/terraform/variables.tf b/scripts/terraform/variables.tf index 0612f857..cea8e040 100644 --- a/scripts/terraform/variables.tf +++ b/scripts/terraform/variables.tf @@ -1,31 +1,58 @@ -variable "resource_location" { +variable "prefix" { type = string - default = "westus2" - description = "Location of the resource." + description = "A unique prefix for the resource names." + default = "aiopslab" } -variable "username" { +variable "location" { type = string - description = "The username for the local account that will be created on the new VM." + description = "The Azure region to deploy the resources in." + default = "eastus" +} + +variable "admin_username" { + type = string + description = "The username for the VMs." default = "azureuser" } -variable "resource_name_prefix" { +variable "ssh_public_key_path" { type = string - description = "Prefix for all the resource names." + description = "The path to the SSH public key file." } -# TODO: Generate random text instead of taking prefix from user? Below will keep it unique for each resource group. -# resource "random_id" "resource_name_prefix" { -# keepers = { -# resource_group = var.resource_group_name -# } -# -# byte_length = 8 -#} +variable "vm_size" { + type = string + description = "The size of the virtual machines." + default = "Standard_B2s" +} +variable "os_disk_type" { + type = string + description = "The type of the OS disk. Allowed values: Standard_LRS, Premium_LRS, StandardSSD_LRS." + default = "Standard_LRS" +} -variable "resource_group_name" { +variable "os_publisher" { type = string - description = "The name of the resource group where the all the resources should be created." + description = "The publisher of the OS image." + default = "Canonical" +} + +variable "os_offer" { + type = string + description = "The offer of the OS image." + default = "0001-com-ubuntu-server-jammy" +} + +variable "os_sku" { + type = string + description = "The SKU of the OS image. The default is Ubuntu 22.04 LTS." + default = "22_04-lts" +} + +variable "worker_vm_count" { + type = number + description = "The number of worker nodes to create." + default = 2 } \ No newline at end of file From f8286000620984871b5279e1e22fd011d03da6f7 Mon Sep 17 00:00:00 2001 From: gaganso Date: Sun, 21 Sep 2025 21:03:48 +0000 Subject: [PATCH 07/89] skip provider registration --- scripts/terraform/providers.tf | 1 + 1 file changed, 1 insertion(+) diff --git a/scripts/terraform/providers.tf b/scripts/terraform/providers.tf index dd08eaa1..5dcb6443 100644 --- a/scripts/terraform/providers.tf +++ b/scripts/terraform/providers.tf @@ -11,4 +11,5 @@ terraform { provider "azurerm" { features {} + skip_provider_registration = true } \ No newline at end of file From 139ec2c536e0de3bd7c2920c5c4cef88e184972a Mon Sep 17 00:00:00 2001 From: gaganso Date: Sun, 21 Sep 2025 21:13:46 +0000 Subject: [PATCH 08/89] explain different scenarios for registering providers --- scripts/terraform/providers.tf | 8 +++++++- 1 file changed, 7 insertions(+), 1 deletion(-) diff --git a/scripts/terraform/providers.tf b/scripts/terraform/providers.tf index 5dcb6443..eabe9e3a 100644 --- a/scripts/terraform/providers.tf +++ b/scripts/terraform/providers.tf @@ -11,5 +11,11 @@ terraform { provider "azurerm" { features {} - skip_provider_registration = true + # SCENARIO GUIDE: + # - If all required providers are already registered, the setting below is fine. + # - If providers are not registered and you have permissions, remove the below line + # - If you lack permissions, leave the below line as it is and have your + # Azure admin manually register the necessary providers before running `terraform apply`. + # https://registry.terraform.io/providers/hashicorp/azurerm/latest/docs/resources/resource_provider_registration + skip_provider_registration = true } \ No newline at end of file From c66c519bd293c0e5000c95590c10d3bbba2273f5 Mon Sep 17 00:00:00 2001 From: gaganso Date: Mon, 22 Sep 2025 15:20:17 +0000 Subject: [PATCH 09/89] updated the scripts to use existing resource group --- scripts/terraform/main.tf | 43 +++++++++++++++++----------------- scripts/terraform/variables.tf | 6 +++++ 2 files changed, 27 insertions(+), 22 deletions(-) diff --git a/scripts/terraform/main.tf b/scripts/terraform/main.tf index 7acdb007..85094f7b 100644 --- a/scripts/terraform/main.tf +++ b/scripts/terraform/main.tf @@ -1,33 +1,32 @@ -resource "azurerm_resource_group" "rg" { - name = "${var.prefix}-rg" - location = var.location +data "azurerm_resource_group" "rg" { + name = var.resource_group_name } resource "azurerm_virtual_network" "vnet" { name = "${var.prefix}-vnet" address_space = ["10.0.0.0/16"] - location = var.location - resource_group_name = azurerm_resource_group.rg.name + location = data.azurerm_resource_group.rg.location + resource_group_name = data.azurerm_resource_group.rg.name } resource "azurerm_subnet" "subnet" { name = "${var.prefix}-subnet" - resource_group_name = azurerm_resource_group.rg.name + resource_group_name = data.azurerm_resource_group.rg.name virtual_network_name = azurerm_virtual_network.vnet.name address_prefixes = ["10.0.1.0/24"] } resource "azurerm_public_ip_prefix" "ip_prefix" { name = "${var.prefix}-pip-prefix" - location = var.location - resource_group_name = azurerm_resource_group.rg.name + location = data.azurerm_resource_group.rg.location + resource_group_name = data.azurerm_resource_group.rg.name prefix_length = 28 } resource "azurerm_network_security_group" "nsg" { name = "${var.prefix}-nsg" - location = var.location - resource_group_name = azurerm_resource_group.rg.name + location = data.azurerm_resource_group.rg.location + resource_group_name = data.azurerm_resource_group.rg.name security_rule { name = "SSH" @@ -44,8 +43,8 @@ resource "azurerm_network_security_group" "nsg" { resource "azurerm_network_interface" "controller" { name = "${var.prefix}-controller-nic" - location = var.location - resource_group_name = azurerm_resource_group.rg.name + location = data.azurerm_resource_group.rg.location + resource_group_name = data.azurerm_resource_group.rg.name ip_configuration { name = "internal" @@ -57,8 +56,8 @@ resource "azurerm_network_interface" "controller" { resource "azurerm_public_ip" "controller" { name = "${var.prefix}-controller-pip" - resource_group_name = azurerm_resource_group.rg.name - location = var.location + resource_group_name = data.azurerm_resource_group.rg.name + location = data.azurerm_resource_group.rg.location allocation_method = "Static" ip_version = "IPv4" } @@ -70,8 +69,8 @@ resource "azurerm_network_interface_security_group_association" "controller" { resource "azurerm_linux_virtual_machine" "controller" { name = "${var.prefix}-controller" - resource_group_name = azurerm_resource_group.rg.name - location = var.location + resource_group_name = data.azurerm_resource_group.rg.name + location = data.azurerm_resource_group.rg.location size = var.vm_size admin_username = var.admin_username network_interface_ids = [ @@ -101,8 +100,8 @@ resource "azurerm_linux_virtual_machine" "controller" { resource "azurerm_network_interface" "workers" { for_each = toset([for i in range(var.worker_vm_count) : "worker-${i+1}"]) name = "${var.prefix}-${each.key}-nic" - location = var.location - resource_group_name = azurerm_resource_group.rg.name + location = data.azurerm_resource_group.rg.location + resource_group_name = data.azurerm_resource_group.rg.name ip_configuration { name = "internal" @@ -115,8 +114,8 @@ resource "azurerm_network_interface" "workers" { resource "azurerm_public_ip" "workers" { for_each = toset([for i in range(var.worker_vm_count) : "worker-${i+1}"]) name = "${var.prefix}-${each.key}-pip" - resource_group_name = azurerm_resource_group.rg.name - location = var.location + resource_group_name = data.azurerm_resource_group.rg.name + location = data.azurerm_resource_group.rg.location allocation_method = "Static" ip_version = "IPv4" } @@ -130,8 +129,8 @@ resource "azurerm_network_interface_security_group_association" "workers" { resource "azurerm_linux_virtual_machine" "workers" { for_each = toset([for i in range(var.worker_vm_count) : "worker-${i+1}"]) name = "${var.prefix}-${each.key}" - resource_group_name = azurerm_resource_group.rg.name - location = var.location + resource_group_name = data.azurerm_resource_group.rg.name + location = data.azurerm_resource_group.rg.location size = var.vm_size admin_username = var.admin_username network_interface_ids = [ diff --git a/scripts/terraform/variables.tf b/scripts/terraform/variables.tf index cea8e040..9e0dde34 100644 --- a/scripts/terraform/variables.tf +++ b/scripts/terraform/variables.tf @@ -4,6 +4,12 @@ variable "prefix" { default = "aiopslab" } +variable "resource_group_name" { + type = string + description = "The name of the existing Azure Resource Group to deploy resources into." + default = "aiopslab-rg" +} + variable "location" { type = string description = "The Azure region to deploy the resources in." From d40f9e154aa82dfd325b48f47f98126d97ec9ae6 Mon Sep 17 00:00:00 2001 From: Rahuldrabit Date: Sun, 11 Jan 2026 02:24:38 +0600 Subject: [PATCH 10/89] Fix Helm.status argument mismatch in Prometheus telemetry --- aiopslab/service/telemetry/prometheus.py | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/aiopslab/service/telemetry/prometheus.py b/aiopslab/service/telemetry/prometheus.py index b848259d..68b7cc93 100644 --- a/aiopslab/service/telemetry/prometheus.py +++ b/aiopslab/service/telemetry/prometheus.py @@ -128,7 +128,10 @@ def _pvc_exists(self, pvc_name: str) -> bool: def _is_prometheus_running(self) -> bool: """Check if Prometheus Helm release is deployed.""" try: - status_output = Helm.status(**self.helm_configs) + status_output = Helm.status( + release_name=self.name, + namespace=self.namespace, + ) for line in status_output.splitlines(): if line.strip().startswith("STATUS:"): status_value = line.split(":", 1)[1].strip().lower() @@ -137,3 +140,4 @@ def _is_prometheus_running(self) -> bool: except Exception as e: logging.exception(f"Unexpected error while checking Prometheus status: {e}") return False + From 794a7663c5bf250bfef7051f0a21e6f018a7fe12 Mon Sep 17 00:00:00 2001 From: Rahuldrabit Date: Sun, 11 Jan 2026 03:07:27 +0600 Subject: [PATCH 11/89] Fix Helm release check for Prometheus by using lowercase release name --- aiopslab/service/telemetry/prometheus.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/aiopslab/service/telemetry/prometheus.py b/aiopslab/service/telemetry/prometheus.py index 68b7cc93..65f3efdf 100644 --- a/aiopslab/service/telemetry/prometheus.py +++ b/aiopslab/service/telemetry/prometheus.py @@ -129,7 +129,7 @@ def _is_prometheus_running(self) -> bool: """Check if Prometheus Helm release is deployed.""" try: status_output = Helm.status( - release_name=self.name, + release_name=self.name.lower(), namespace=self.namespace, ) for line in status_output.splitlines(): From 5718fe90046b7c93c613e9d4c40e2ab92d6742c5 Mon Sep 17 00:00:00 2001 From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com> Date: Wed, 14 Jan 2026 19:00:48 +0000 Subject: [PATCH 12/89] Initial plan From 021e184bf874ca46398d9c9b53c12a1cec87ee76 Mon Sep 17 00:00:00 2001 From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com> Date: Wed, 14 Jan 2026 19:15:40 +0000 Subject: [PATCH 13/89] Refactor pod readiness polling to use wait_for_ready helper Co-authored-by: gaganso <27358592+gaganso@users.noreply.github.com> --- .../misconfig_app/misconfig_app_hotel_res.py | 37 ++++--------------- 1 file changed, 8 insertions(+), 29 deletions(-) diff --git a/aiopslab/orchestrator/problems/misconfig_app/misconfig_app_hotel_res.py b/aiopslab/orchestrator/problems/misconfig_app/misconfig_app_hotel_res.py index 822d777d..58084577 100644 --- a/aiopslab/orchestrator/problems/misconfig_app/misconfig_app_hotel_res.py +++ b/aiopslab/orchestrator/problems/misconfig_app/misconfig_app_hotel_res.py @@ -3,7 +3,6 @@ """MongoDB storage user unregistered problem in the HotelReservation application.""" -from time import sleep from typing import Any from aiopslab.orchestrator.tasks import * @@ -167,32 +166,12 @@ def eval(self, soln: Any, trace: list[SessionItem], duration: float) -> dict: super().eval(soln, trace, duration) # Check if all services (not only faulty service) is back to normal (Running) - all_normal = True - # Polling for 1 minute to check if all services are back to normal - for _ in range(12): # 5 seconds interval, 12 times, total 1 minute - pod_list = self.kubectl.list_pods(self.namespace) - for pod in pod_list.items: - # Check container statuses - for container_status in pod.status.container_statuses: - if container_status.state.waiting: - reason = container_status.state.waiting.reason - if reason in ["CrashLoopBackOff", "Error", "ImagePullBackOff", "ErrImagePull"]: - print(f"Container {container_status.name} is in error state: {reason}") - all_normal = False - elif container_status.state.terminated and container_status.state.terminated.reason != "Completed": - print(f"Container {container_status.name} is terminated with reason: {container_status.state.terminated.reason}") - all_normal = False - elif not container_status.ready: - print(f"Container {container_status.name} is not ready") - all_normal = False - - if not all_normal: - break - - if not all_normal: - break - # Wait for 5 seconds before checking again - sleep(5) - - self.results["success"] = all_normal + # Use wait_for_ready helper to poll for pod readiness + try: + self.kubectl.wait_for_ready(self.namespace, sleep=5, max_wait=60) + self.results["success"] = True + except Exception as e: + print(f"Pods are not all ready: {e}") + self.results["success"] = False + return self.results From d9796bde691858ddc11b87e117048d49e1b03933 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Fri, 16 Jan 2026 19:27:40 +0000 Subject: [PATCH 14/89] Bump pyasn1 from 0.6.1 to 0.6.2 Bumps [pyasn1](https://github.com/pyasn1/pyasn1) from 0.6.1 to 0.6.2. - [Release notes](https://github.com/pyasn1/pyasn1/releases) - [Changelog](https://github.com/pyasn1/pyasn1/blob/main/CHANGES.rst) - [Commits](https://github.com/pyasn1/pyasn1/compare/v0.6.1...v0.6.2) --- updated-dependencies: - dependency-name: pyasn1 dependency-version: 0.6.2 dependency-type: indirect ... Signed-off-by: dependabot[bot] --- poetry.lock | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/poetry.lock b/poetry.lock index 03003382..b51ac28e 100644 --- a/poetry.lock +++ b/poetry.lock @@ -4601,14 +4601,14 @@ files = [ [[package]] name = "pyasn1" -version = "0.6.1" +version = "0.6.2" description = "Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)" optional = false python-versions = ">=3.8" groups = ["main"] files = [ - {file = "pyasn1-0.6.1-py3-none-any.whl", hash = "sha256:0d632f46f2ba09143da3a8afe9e33fb6f92fa2320ab7e886e2d0f7672af84629"}, - {file = "pyasn1-0.6.1.tar.gz", hash = "sha256:6f580d2bdd84365380830acf45550f2511469f673cb4a5ae3857a3170128b034"}, + {file = "pyasn1-0.6.2-py3-none-any.whl", hash = "sha256:1eb26d860996a18e9b6ed05e7aae0e9fc21619fcee6af91cca9bad4fbea224bf"}, + {file = "pyasn1-0.6.2.tar.gz", hash = "sha256:9b59a2b25ba7e4f8197db7686c09fb33e658b98339fadb826e9512629017833b"}, ] [[package]] From 504654c26b728a7089c352f27218456cc7e72646 Mon Sep 17 00:00:00 2001 From: Gagan Date: Fri, 16 Jan 2026 14:34:10 -0700 Subject: [PATCH 15/89] add default path for ssh files --- scripts/terraform/variables.tf | 1 + 1 file changed, 1 insertion(+) diff --git a/scripts/terraform/variables.tf b/scripts/terraform/variables.tf index 9e0dde34..c89d5c80 100644 --- a/scripts/terraform/variables.tf +++ b/scripts/terraform/variables.tf @@ -25,6 +25,7 @@ variable "admin_username" { variable "ssh_public_key_path" { type = string description = "The path to the SSH public key file." + default = "~/.ssh/id_rsa.pub" } variable "vm_size" { From 4ab7c2aaaf790085138055a62fc2a682cfec5874 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Thu, 22 Jan 2026 20:56:27 +0000 Subject: [PATCH 16/89] Bump sentencepiece from 0.2.0 to 0.2.1 Bumps [sentencepiece](https://github.com/google/sentencepiece) from 0.2.0 to 0.2.1. - [Release notes](https://github.com/google/sentencepiece/releases) - [Commits](https://github.com/google/sentencepiece/compare/v0.2.0...v0.2.1) --- updated-dependencies: - dependency-name: sentencepiece dependency-version: 0.2.1 dependency-type: indirect ... 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[python-multipart](https://github.com/Kludex/python-multipart) from 0.0.20 to 0.0.22. - [Release notes](https://github.com/Kludex/python-multipart/releases) - [Changelog](https://github.com/Kludex/python-multipart/blob/master/CHANGELOG.md) - [Commits](https://github.com/Kludex/python-multipart/compare/0.0.20...0.0.22) --- updated-dependencies: - dependency-name: python-multipart dependency-version: 0.0.22 dependency-type: indirect ... Signed-off-by: dependabot[bot] --- poetry.lock | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/poetry.lock b/poetry.lock index 9eb400f2..d332daed 100644 --- a/poetry.lock +++ b/poetry.lock @@ -5065,14 +5065,14 @@ cli = ["click (>=5.0)"] [[package]] name = "python-multipart" -version = "0.0.20" +version = "0.0.22" description = "A streaming multipart parser for Python" optional = false -python-versions = ">=3.8" +python-versions = ">=3.10" groups = ["main"] files = [ - {file = "python_multipart-0.0.20-py3-none-any.whl", hash = "sha256:8a62d3a8335e06589fe01f2a3e178cdcc632f3fbe0d492ad9ee0ec35aab1f104"}, - {file = "python_multipart-0.0.20.tar.gz", hash = "sha256:8dd0cab45b8e23064ae09147625994d090fa46f5b0d1e13af944c331a7fa9d13"}, + {file = "python_multipart-0.0.22-py3-none-any.whl", hash = "sha256:2b2cd894c83d21bf49d702499531c7bafd057d730c201782048f7945d82de155"}, + {file = "python_multipart-0.0.22.tar.gz", hash = "sha256:7340bef99a7e0032613f56dc36027b959fd3b30a787ed62d310e951f7c3a3a58"}, ] [[package]] From c8e906caa14cac29ddc268d216d93a2f3e2a566f Mon Sep 17 00:00:00 2001 From: Gagan Date: Thu, 29 Jan 2026 16:38:13 -0700 Subject: [PATCH 18/89] Add early check for missing helm chart paths with submodule hint --- aiopslab/service/helm.py | 17 +++++++++++++++++ 1 file changed, 17 insertions(+) diff --git a/aiopslab/service/helm.py b/aiopslab/service/helm.py index 2cc2c8f6..cd582bfa 100644 --- a/aiopslab/service/helm.py +++ b/aiopslab/service/helm.py @@ -3,6 +3,7 @@ """Interface for helm operations""" +import os import subprocess import time @@ -30,6 +31,14 @@ def install(**args): extra_args = args.get("extra_args") remote_chart = args.get("remote_chart", False) + # Check if chart path exists for local charts + if not remote_chart and chart_path and not os.path.exists(chart_path): + raise FileNotFoundError( + f"Helm chart not found at: {chart_path}\n" + f"This is likely because git submodules were not cloned.\n" + f"Run: git submodule update --init --recursive" + ) + if not remote_chart: # Install dependencies for chart before installation dependency_command = f"helm dependency update {chart_path}" @@ -142,6 +151,14 @@ def upgrade(**args): values_file = args.get("values_file") set_values = args.get("set_values", {}) + # Check if chart path exists + if chart_path and not os.path.exists(chart_path): + raise FileNotFoundError( + f"Helm chart not found at: {chart_path}\n" + f"This is likely because git submodules were not cloned.\n" + f"Run: git submodule update --init --recursive" + ) + command = [ "helm", "upgrade", From 383cca2b029a84a0ceb6c600889b9286855f8793 Mon Sep 17 00:00:00 2001 From: Gagan Date: Fri, 30 Jan 2026 14:04:36 -0700 Subject: [PATCH 19/89] add conntrack package --- scripts/ansible/setup_common.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/scripts/ansible/setup_common.yml b/scripts/ansible/setup_common.yml index c6789bc9..76213989 100644 --- a/scripts/ansible/setup_common.yml +++ b/scripts/ansible/setup_common.yml @@ -44,6 +44,7 @@ - gnupg - lsb-release - socat + - conntrack - name: Install OpenSSL development libraries (the wrk build needs it) apt: From 1d880dac600371edbcb80756488d33ffccf1b53b Mon Sep 17 00:00:00 2001 From: Gagan Date: Fri, 30 Jan 2026 14:11:30 -0700 Subject: [PATCH 20/89] ansible changes for terraform integration --- scripts/ansible/inventory.yml.example | 26 ++- .../remote_setup_controller_worker.yml | 160 +++++++++++++----- 2 files changed, 139 insertions(+), 47 deletions(-) diff --git a/scripts/ansible/inventory.yml.example b/scripts/ansible/inventory.yml.example index e21e24c7..75e124b2 100644 --- a/scripts/ansible/inventory.yml.example +++ b/scripts/ansible/inventory.yml.example @@ -1,19 +1,31 @@ - +# Ansible Inventory for AIOpsLab Kubernetes Cluster +# +# Copy this file to inventory.yml and update the values. +# For Terraform deployments, use generate_inventory.py instead. +# +# user_home_base: +# - Use "/home" for cloud VMs (Azure, AWS, GCP) - standard Linux +# - Use "/users" for Emulab testbed +# all: vars: k8s_user: - k8s_user2: + user_home_base: "/home" # Change to "/users" for Emulab + ansible_ssh_private_key_file: ~/.ssh/id_rsa children: control_nodes: hosts: control_node: - ansible_host: + ansible_host: ansible_user: "{{ k8s_user }}" + private_ip: # Required for K8s API server worker_nodes: hosts: worker_node_1: - ansible_host: - ansible_user: "{{ k8s_user2 }}" + ansible_host: + ansible_user: "{{ k8s_user }}" + private_ip: worker_node_2: - ansible_host: - ansible_user: "{{ k8s_user2 }}" \ No newline at end of file + ansible_host: + ansible_user: "{{ k8s_user }}" + private_ip: diff --git a/scripts/ansible/remote_setup_controller_worker.yml b/scripts/ansible/remote_setup_controller_worker.yml index 0dad75c1..4f724752 100644 --- a/scripts/ansible/remote_setup_controller_worker.yml +++ b/scripts/ansible/remote_setup_controller_worker.yml @@ -1,32 +1,57 @@ --- # Control Node Setup -- hosts: control_node # Control plane tasks +- hosts: control_node become: true vars: - kubeconfig_path: "/users/{{ k8s_user }}/.kube/config" + # user_home_base: Set in inventory. Change based on environment. E.g., Use "/home" for cloud VMs, "/users" for Emulab + user_home: "{{ user_home_base }}/{{ k8s_user }}" + kubeconfig_path: "{{ user_home }}/.kube/config" tasks: - - name: Resolve control node hostname to IP + # For Emulab: resolve ansible_host hostname to IP + # For cloud VMs (Terraform): use private_ip for internal, ansible_host (public) for external + - name: Determine control plane IPs + set_fact: + control_plane_ip: "{{ hostvars['control_node'].private_ip | default('') }}" + control_plane_public_ip: "{{ hostvars['control_node'].ansible_host }}" + + - name: Resolve hostname if private_ip not set (Emulab) command: getent ahosts "{{ hostvars['control_node'].ansible_host }}" register: resolved_ip_output - - name: Parse resolved IP from output + when: control_plane_ip == '' + + - name: Use resolved IP for Emulab set_fact: - resolved_control_plane_ip: "{{ resolved_ip_output.stdout_lines[0].split(' ')[0] }}" - - name: Set resolved_control_plane_ip globally + control_plane_ip: "{{ resolved_ip_output.stdout_lines[0].split(' ')[0] }}" + when: control_plane_ip == '' + + - name: Display control plane IPs being used + debug: + msg: + - "Control plane private IP: {{ control_plane_ip }}" + - "Control plane public IP: {{ control_plane_public_ip }}" + + - name: Set control_plane_ip globally for workers add_host: name: "global" - resolved_control_plane_ip: "{{ resolved_control_plane_ip }}" + control_plane_ip: "{{ control_plane_ip }}" + control_plane_public_ip: "{{ control_plane_public_ip }}" + - name: Initialize Kubernetes control plane shell: | - kubeadm init --pod-network-cidr=10.244.0.0/16 --cri-socket /var/run/cri-dockerd.sock --apiserver-advertise-address={{ resolved_control_plane_ip }} + kubeadm init \ + --pod-network-cidr=10.244.0.0/16 \ + --cri-socket unix:///var/run/cri-dockerd.sock \ + --apiserver-advertise-address={{ control_plane_ip }} \ + --apiserver-cert-extra-sans={{ control_plane_public_ip }},{{ control_plane_ip }} args: creates: /etc/kubernetes/admin.conf - name: Ensure .kube directory exists file: - path: "/users/{{ k8s_user }}/.kube" + path: "{{ user_home }}/.kube" state: directory mode: '0755' owner: "{{ k8s_user }}" - # group: "{{ k8s_user }}" + group: "{{ k8s_user }}" become: true - name: Temporarily set permissions to read admin.conf file: @@ -37,28 +62,26 @@ - name: Set up kube config for kubectl on control plane copy: src: /etc/kubernetes/admin.conf - dest: "/users/{{ k8s_user }}/.kube/config" + dest: "{{ kubeconfig_path }}" mode: '0644' remote_src: true - become: true - become_method: sudo - - name: Ensure ownership of kube config for kubectl - file: - path: "/users/{{ k8s_user }}/.kube/config" owner: "{{ k8s_user }}" - # group: "{{ k8s_user }}" - mode: '0644' + group: "{{ k8s_user }}" become: true - - name: Display ansible_user_id - debug: - msg: "ansible_user_id is {{ ansible_user_id }}" - - - name: Fetch admin.conf to localhost for kubeconfig + - name: Fetch admin.conf to localhost for kubeconfig (Mode B - remote access) fetch: src: /etc/kubernetes/admin.conf - dest: ~/.kube/config + dest: "{{ lookup('env', 'HOME') }}/.kube/config" flat: yes become: true + + - name: Update kubeconfig to use public IP for remote access + delegate_to: localhost + become: false + replace: + path: "{{ lookup('env', 'HOME') }}/.kube/config" + regexp: 'https://{{ control_plane_ip }}:6443' + replace: 'https://{{ control_plane_public_ip }}:6443' - name: Generate kubeadm join command shell: kubeadm token create --print-join-command register: kubeadm_join_command @@ -76,28 +99,85 @@ - name: Install Flannel network plugin shell: | kubectl apply -f https://github.com/flannel-io/flannel/releases/latest/download/kube-flannel.yml - args: - creates: /etc/kubernetes/kube-flannel.yml environment: KUBECONFIG: "{{ kubeconfig_path }}" - - name: Untaint the control plane to host pods - shell: kubectl taint nodes $(hostname) node-role.kubernetes.io/control-plane:NoSchedule- || true + register: flannel_result + changed_when: "'created' in flannel_result.stdout or 'configured' in flannel_result.stdout" + + - name: Wait for Flannel pods to be ready + shell: | + kubectl get pods -n kube-flannel -l app=flannel --no-headers 2>/dev/null | grep -v Running || true + environment: + KUBECONFIG: "{{ kubeconfig_path }}" + register: flannel_pods + until: flannel_pods.stdout == "" + retries: 30 + delay: 10 + changed_when: false + + - name: Untaint the control plane to allow pod scheduling + shell: kubectl taint nodes --all node-role.kubernetes.io/control-plane- || true + environment: + KUBECONFIG: "{{ kubeconfig_path }}" + register: untaint_result + changed_when: "'untainted' in untaint_result.stdout" # Worker Node Setup - hosts: worker_nodes become: true + vars: + user_home: "{{ user_home_base }}/{{ k8s_user }}" tasks: + - name: Check if worker already joined cluster + stat: + path: /etc/kubernetes/kubelet.conf + register: kubelet_conf + - name: Join Kubernetes cluster shell: | - kubeadm join {{ hostvars['global'].resolved_control_plane_ip }}:6443 --token {{ hostvars['control_node'].kube_token }} --discovery-token-ca-cert-hash sha256:{{ hostvars['control_node'].cert_hash }} --cri-socket unix:///var/run/cri-dockerd.sock --v=5 - args: - creates: /var/lib/kubelet/kubeadm-flags.env - become: true - - name: Ensure .kube directory exists - file: - path: "/users/{{ ansible_user }}/.kube" - state: directory - mode: '0755' - become_user: "{{ ansible_user }}" # Ensure directory is created under the correct user - - name: Display ansible_user + kubeadm join {{ hostvars['global'].control_plane_ip }}:6443 \ + --token {{ hostvars['control_node'].kube_token }} \ + --discovery-token-ca-cert-hash sha256:{{ hostvars['control_node'].cert_hash }} \ + --cri-socket unix:///var/run/cri-dockerd.sock + when: not kubelet_conf.stat.exists + register: join_result + + - name: Display join result + debug: + msg: "{{ join_result.stdout_lines | default(['Already joined']) }}" + +# Final Verification +- hosts: control_node + become: true + vars: + user_home: "{{ user_home_base }}/{{ k8s_user }}" + kubeconfig_path: "{{ user_home }}/.kube/config" + tasks: + - name: Wait for all nodes to be Ready + shell: | + kubectl get nodes --no-headers | grep -v " Ready " || true + environment: + KUBECONFIG: "{{ kubeconfig_path }}" + register: nodes_not_ready + until: nodes_not_ready.stdout == "" + retries: 30 + delay: 10 + changed_when: false + + - name: Display final cluster status + shell: kubectl get nodes -o wide + environment: + KUBECONFIG: "{{ kubeconfig_path }}" + register: cluster_status + changed_when: false + + - name: Cluster setup complete debug: - msg: "ansible_user is {{ ansible_user }}" \ No newline at end of file + msg: + - "============================================" + - "Kubernetes Cluster Setup Complete!" + - "============================================" + - "" + - "{{ cluster_status.stdout_lines }}" + - "" + - "Kubeconfig has been copied to your local machine." + - "Run 'kubectl get nodes' to verify access." \ No newline at end of file From 7e25919fd4ca45064d5272511dfb0c81ae4993f7 Mon Sep 17 00:00:00 2001 From: Gagan Date: Fri, 30 Jan 2026 14:15:37 -0700 Subject: [PATCH 21/89] Terraform NSG and output improvements - restricted to corpnet by default. --- scripts/terraform/generate_inventory.py | 191 +++++++++++++++++++++ scripts/terraform/main.tf | 18 +- scripts/terraform/outputs.tf | 43 ++++- scripts/terraform/terraform.tfvars.example | 40 +++++ 4 files changed, 286 insertions(+), 6 deletions(-) create mode 100644 scripts/terraform/generate_inventory.py create mode 100644 scripts/terraform/terraform.tfvars.example diff --git a/scripts/terraform/generate_inventory.py b/scripts/terraform/generate_inventory.py new file mode 100644 index 00000000..554fe87d --- /dev/null +++ b/scripts/terraform/generate_inventory.py @@ -0,0 +1,191 @@ +#!/usr/bin/env python3 +""" +Ansible Inventory Generator for AIOpsLab +Generates inventory.yml from Terraform outputs for multi-VM Kubernetes cluster deployment. +""" + +import json +import subprocess +import sys +import os +import logging +from pathlib import Path + +# Configure logging +logging.basicConfig(level=logging.INFO, format='%(levelname)s: %(message)s') +logger = logging.getLogger(__name__) + + +def run_command(command, capture_output=True): + """Execute a shell command and return output.""" + try: + result = subprocess.run( + command, + capture_output=capture_output, + text=True, + check=True + ) + return result.stdout.strip() if capture_output else None + except subprocess.CalledProcessError as e: + logger.error(f"Command failed: {' '.join(command)}") + logger.error(f"Error: {e.stderr.strip() if e.stderr else str(e)}") + return None + + +def get_terraform_outputs(): + """Retrieve all Terraform outputs as JSON.""" + logger.info("Retrieving Terraform outputs...") + output = run_command(["terraform", "output", "-json"]) + + if not output: + logger.error("Failed to retrieve Terraform outputs") + logger.error("Make sure you've run 'terraform apply' successfully") + sys.exit(1) + + try: + outputs = json.loads(output) + logger.info("Successfully retrieved Terraform outputs") + return outputs + except json.JSONDecodeError as e: + logger.error(f"Failed to parse Terraform output JSON: {e}") + sys.exit(1) + + +def validate_outputs(outputs): + """Validate that required outputs exist.""" + required = ['controller', 'workers', 'ssh_config'] + missing = [key for key in required if key not in outputs] + + if missing: + logger.error(f"Missing required Terraform outputs: {', '.join(missing)}") + logger.error("Please update your Terraform configuration") + sys.exit(1) + + logger.info("All required outputs present") + + +def generate_inventory(outputs): + """Generate Ansible inventory YAML from Terraform outputs.""" + controller = outputs['controller']['value'] + workers = outputs['workers']['value'] + ssh_config = outputs['ssh_config']['value'] + + # Build inventory structure + # user_home_base: /home for cloud VMs (Linux standard), /users for Emulab + inventory = { + 'all': { + 'vars': { + 'k8s_user': controller['username'], + 'user_home_base': '/home', # Cloud VMs use /home, Emulab uses /users + 'ansible_ssh_private_key_file': ssh_config.get('private_key_path', '~/.ssh/id_rsa') + }, + 'children': { + 'control_nodes': { + 'hosts': { + 'control_node': { + 'ansible_host': controller['public_ip'], + 'ansible_user': controller['username'], + 'private_ip': controller['private_ip'] + } + } + }, + 'worker_nodes': { + 'hosts': {} + } + } + } + } + + # Add all workers dynamically + for idx, worker in enumerate(workers, start=1): + worker_name = f"worker_node_{idx}" + inventory['all']['children']['worker_nodes']['hosts'][worker_name] = { + 'ansible_host': worker['public_ip'], + 'ansible_user': worker['username'], + 'private_ip': worker['private_ip'] + } + + logger.info(f"Generated inventory for 1 controller + {len(workers)} worker(s)") + return inventory + + +def write_inventory_yaml(inventory, output_path): + """Write inventory to YAML file.""" + try: + import yaml + except ImportError: + logger.error("PyYAML not installed. Installing...") + run_command([sys.executable, "-m", "pip", "install", "pyyaml"]) + import yaml + + try: + with open(output_path, 'w') as f: + yaml.dump(inventory, f, default_flow_style=False, sort_keys=False) + logger.info(f"Inventory written to: {output_path}") + return True + except Exception as e: + logger.error(f"Failed to write inventory file: {e}") + return False + + +def print_inventory_summary(inventory): + """Print a summary of the generated inventory.""" + controller = inventory['all']['children']['control_nodes']['hosts']['control_node'] + workers = inventory['all']['children']['worker_nodes']['hosts'] + + print("\n" + "="*60) + print("ANSIBLE INVENTORY SUMMARY") + print("="*60) + print(f"\n📋 Controller Node:") + print(f" Name: control_node") + print(f" IP: {controller['ansible_host']}") + print(f" User: {controller['ansible_user']}") + + print(f"\n👷 Worker Nodes ({len(workers)}):") + for name, info in workers.items(): + print(f" {name}:") + print(f" IP: {info['ansible_host']}") + print(f" User: {info['ansible_user']}") + + print("\n" + "="*60) + + +def main(): + """Main execution function.""" + # Get current directory + script_dir = Path(__file__).parent + ansible_dir = script_dir.parent / "ansible" + inventory_path = ansible_dir / "inventory.yml" + + logger.info("Starting Ansible inventory generation...") + logger.info(f"Target inventory file: {inventory_path}") + + # Check if we're in the right directory + if not (script_dir / "main.tf").exists(): + logger.error("main.tf not found. Are you in the terraform directory?") + sys.exit(1) + + # Create ansible directory if it doesn't exist + ansible_dir.mkdir(exist_ok=True) + + # Get Terraform outputs + outputs = get_terraform_outputs() + + # Validate outputs + validate_outputs(outputs) + + # Generate inventory + inventory = generate_inventory(outputs) + + # Write inventory file + if write_inventory_yaml(inventory, inventory_path): + print_inventory_summary(inventory) + logger.info("✅ Inventory generation completed successfully!") + return 0 + else: + logger.error("❌ Failed to generate inventory") + return 1 + + +if __name__ == "__main__": + sys.exit(main()) diff --git a/scripts/terraform/main.tf b/scripts/terraform/main.tf index 85094f7b..77d552a3 100644 --- a/scripts/terraform/main.tf +++ b/scripts/terraform/main.tf @@ -28,15 +28,29 @@ resource "azurerm_network_security_group" "nsg" { location = data.azurerm_resource_group.rg.location resource_group_name = data.azurerm_resource_group.rg.name + # SSH access restricted to corporate VPN only security_rule { name = "SSH" - priority = 1001 + priority = 100 direction = "Inbound" access = "Allow" protocol = "Tcp" source_port_range = "*" destination_port_range = "22" - source_address_prefix = "*" + source_address_prefix = "CorpNetPublic" + destination_address_prefix = "*" + } + + # Kubernetes API server - for remote kubectl access (Mode B) + security_rule { + name = "KubernetesAPI" + priority = 110 + direction = "Inbound" + access = "Allow" + protocol = "Tcp" + source_port_range = "*" + destination_port_range = "6443" + source_address_prefix = "CorpNetPublic" destination_address_prefix = "*" } } diff --git a/scripts/terraform/outputs.tf b/scripts/terraform/outputs.tf index 5ef38f09..7ca4aaa9 100644 --- a/scripts/terraform/outputs.tf +++ b/scripts/terraform/outputs.tf @@ -1,7 +1,42 @@ -output "controller_public_ip" { - value = azurerm_public_ip.controller.ip_address +output "controller" { + description = "Controller node details" + value = { + name = azurerm_linux_virtual_machine.controller.name + public_ip = azurerm_public_ip.controller.ip_address + private_ip = azurerm_network_interface.controller.ip_configuration[0].private_ip_address + username = var.admin_username + } } -output "worker_public_ips" { - value = [for vm in azurerm_public_ip.workers : vm.ip_address] +output "workers" { + description = "Worker nodes details" + value = [ + for key, vm in azurerm_linux_virtual_machine.workers : { + name = vm.name + public_ip = azurerm_public_ip.workers[key].ip_address + private_ip = azurerm_network_interface.workers[key].ip_configuration[0].private_ip_address + username = var.admin_username + } + ] +} + +output "cluster_info" { + description = "Complete cluster information" + value = { + resource_group = data.azurerm_resource_group.rg.name + location = data.azurerm_resource_group.rg.location + prefix = var.prefix + worker_count = var.worker_vm_count + vm_size = var.vm_size + } +} + +output "ssh_config" { + description = "SSH configuration" + value = { + public_key_path = var.ssh_public_key_path + private_key_path = replace(var.ssh_public_key_path, ".pub", "") + username = var.admin_username + } + sensitive = true } \ No newline at end of file diff --git a/scripts/terraform/terraform.tfvars.example b/scripts/terraform/terraform.tfvars.example new file mode 100644 index 00000000..e0fb85b2 --- /dev/null +++ b/scripts/terraform/terraform.tfvars.example @@ -0,0 +1,40 @@ +# AIOpsLab Terraform Configuration Example +# Copy this file to terraform.tfvars and customize for your deployment + +# Resource Configuration +prefix = "aiopslab" # Prefix for all resource names +resource_group_name = "aiopslab-rg" # Existing Azure resource group +location = "eastus" # Azure region (not used with existing RG) + +# VM Configuration +worker_vm_count = 2 # Number of worker nodes (1-10) +vm_size = "Standard_B2s" # Azure VM size + # Options: Standard_B2s, Standard_D4s_v3, Standard_D8s_v3, etc. + +# Operating System +os_disk_type = "Standard_LRS" # OS disk type: Standard_LRS, Premium_LRS, StandardSSD_LRS +os_publisher = "Canonical" # OS publisher +os_offer = "0001-com-ubuntu-server-jammy" # OS offer +os_sku = "22_04-lts" # Ubuntu 22.04 LTS + +# SSH Configuration +admin_username = "azureuser" # Admin username for VMs +ssh_public_key_path = "~/.ssh/id_rsa.pub" # Path to SSH public key + +# Examples for different deployment scenarios: + +# Small Development Cluster (Low Cost) +# worker_vm_count = 1 +# vm_size = "Standard_B2s" + +# Medium Production Cluster (Balanced) +# worker_vm_count = 3 +# vm_size = "Standard_D4s_v3" + +# Large Production Cluster (High Performance) +# worker_vm_count = 5 +# vm_size = "Standard_D8s_v3" + +# GPU-Enabled Cluster (For ML Workloads) +# worker_vm_count = 2 +# vm_size = "Standard_NC6s_v3" From dcd95d64451e85514bd4fb1225028fd57772cb33 Mon Sep 17 00:00:00 2001 From: Gagan Date: Fri, 30 Jan 2026 14:17:04 -0700 Subject: [PATCH 22/89] Update gitignore and poetry lock file --- .gitignore | 6 + poetry.lock | 756 ++++++++++++++++++++++++++++++++++++++++++++-------- 2 files changed, 647 insertions(+), 115 deletions(-) diff --git a/.gitignore b/.gitignore index 71e2721f..23179382 100644 --- a/.gitignore +++ b/.gitignore @@ -360,3 +360,9 @@ aiopslab/observer/prometheus/prometheus/Chart.lock # Ignore customized config files aiopslab/config.yml scripts/ansible/inventory.yml +.claude/settings.local.json + +# Ignore local setup instructions +running_on_wsl.txt +validation_summary.txt +cleanup.txt diff --git a/poetry.lock b/poetry.lock index bb074580..6a462560 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. +# This file is automatically @generated by Poetry 2.3.1 and should not be changed by hand. [[package]] name = "aiohappyeyeballs" @@ -6,6 +6,7 @@ version = "2.6.1" description = "Happy Eyeballs for asyncio" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8"}, {file = "aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558"}, @@ -17,6 +18,7 @@ version = "3.12.15" description = "Async http client/server framework (asyncio)" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "aiohttp-3.12.15-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:b6fc902bff74d9b1879ad55f5404153e2b33a82e72a95c89cec5eb6cc9e92fbc"}, {file = "aiohttp-3.12.15-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:098e92835b8119b54c693f2f88a1dec690e20798ca5f5fe5f0520245253ee0af"}, @@ -116,7 +118,7 @@ propcache = ">=0.2.0" yarl = ">=1.17.0,<2.0" [package.extras] -speedups = ["Brotli", "aiodns (>=3.3.0)", "brotlicffi"] +speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.3.0)", "brotlicffi ; platform_python_implementation != \"CPython\""] [[package]] name = "aiosignal" @@ -124,6 +126,7 @@ version = "1.4.0" description = "aiosignal: a list of registered asynchronous callbacks" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "aiosignal-1.4.0-py3-none-any.whl", hash = "sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e"}, {file = "aiosignal-1.4.0.tar.gz", hash = "sha256:f47eecd9468083c2029cc99945502cb7708b082c232f9aca65da147157b251c7"}, @@ -139,6 +142,7 @@ version = "20250706" description = "Extensive database of location and timezone data for nearly every airport and landing strip in the world." optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "airportsdata-20250706-py3-none-any.whl", hash = "sha256:750e882a75e391572ae859d4cb78cb801f5f2ca71b07849a381670cb01780677"}, {file = "airportsdata-20250706.tar.gz", hash = "sha256:66d7a03e825d592d85ed650f2c1d4b4302d1c04f8f37a15f1eda29a5e03d4af0"}, @@ -150,6 +154,7 @@ version = "0.7.0" description = "Reusable constraint types to use with typing.Annotated" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"}, {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"}, @@ -161,6 +166,7 @@ version = "4.9.0" description = "High level compatibility layer for multiple asynchronous event loop implementations" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "anyio-4.9.0-py3-none-any.whl", hash = "sha256:9f76d541cad6e36af7beb62e978876f3b41e3e04f2c1fbf0884604c0a9c4d93c"}, {file = "anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028"}, @@ -173,7 +179,7 @@ typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""} [package.extras] doc = ["Sphinx (>=8.2,<9.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"] -test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21)"] +test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\" and python_version < \"3.14\""] trio = ["trio (>=0.26.1)"] [[package]] @@ -182,6 +188,7 @@ version = "3.9.1" description = "ASGI specs, helper code, and adapters" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "asgiref-3.9.1-py3-none-any.whl", hash = "sha256:f3bba7092a48005b5f5bacd747d36ee4a5a61f4a269a6df590b43144355ebd2c"}, {file = "asgiref-3.9.1.tar.gz", hash = "sha256:a5ab6582236218e5ef1648f242fd9f10626cfd4de8dc377db215d5d5098e3142"}, @@ -196,6 +203,7 @@ version = "0.8.1" description = "Read/rewrite/write Python ASTs" optional = false python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7" +groups = ["main"] files = [ {file = "astor-0.8.1-py2.py3-none-any.whl", hash = "sha256:070a54e890cefb5b3739d19f30f5a5ec840ffc9c50ffa7d23cc9fc1a38ebbfc5"}, {file = "astor-0.8.1.tar.gz", hash = "sha256:6a6effda93f4e1ce9f618779b2dd1d9d84f1e32812c23a29b3fff6fd7f63fa5e"}, @@ -207,18 +215,19 @@ version = "25.3.0" description = "Classes Without Boilerplate" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "attrs-25.3.0-py3-none-any.whl", hash = "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3"}, {file = "attrs-25.3.0.tar.gz", hash = "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b"}, ] [package.extras] -benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"] -cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"] -dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"] +benchmark = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"] +cov = ["cloudpickle ; platform_python_implementation == \"CPython\"", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"] +dev = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"] docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier"] -tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"] -tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"] +tests = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"] +tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\""] [[package]] name = "autogen-agentchat" @@ -226,6 +235,7 @@ version = "0.2.40" description = "Enabling Next-Gen LLM Applications via Multi-Agent Conversation Framework" optional = false python-versions = "<3.13,>=3.8" +groups = ["main"] files = [ {file = "autogen-agentchat-0.2.40.tar.gz", hash = "sha256:bfdd25ab63fb75a701095315d0d7214f1616411b9edbcdf6183da35a956cc42e"}, {file = "autogen_agentchat-0.2.40-py3-none-any.whl", hash = "sha256:03f11ab89442a3b2408e7e46aa4a66d0be44e6f4447467efbb3ef4e35940176e"}, @@ -280,6 +290,7 @@ version = "1.28.1" description = "Microsoft Azure Machine Learning Client Library for Python" optional = false python-versions = ">=3.7" +groups = ["main"] files = [ {file = "azure_ai_ml-1.28.1-py3-none-any.whl", hash = "sha256:0f59557b98ed3c131e6f6c8bd02d2583e7e2a436db3145eb142f6520d22f5de8"}, {file = "azure_ai_ml-1.28.1.tar.gz", hash = "sha256:aa44638d033e64393c3952f59a73822f1d3f893057bd0f1957f811d7e6a58036"}, @@ -308,7 +319,7 @@ typing-extensions = "<5.0.0" [package.extras] designer = ["mldesigner"] -mount = ["azureml-dataprep-rslex (>=2.22.0)"] +mount = ["azureml-dataprep-rslex (>=2.22.0) ; python_version < \"3.13\""] [[package]] name = "azure-common" @@ -316,6 +327,7 @@ version = "1.1.28" description = "Microsoft Azure Client Library for Python (Common)" optional = false python-versions = "*" +groups = ["main"] files = [ {file = "azure-common-1.1.28.zip", hash = "sha256:4ac0cd3214e36b6a1b6a442686722a5d8cc449603aa833f3f0f40bda836704a3"}, {file = "azure_common-1.1.28-py2.py3-none-any.whl", hash = "sha256:5c12d3dcf4ec20599ca6b0d3e09e86e146353d443e7fcc050c9a19c1f9df20ad"}, @@ -327,6 +339,7 @@ version = "1.35.0" description = "Microsoft Azure Core Library for Python" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "azure_core-1.35.0-py3-none-any.whl", hash = "sha256:8db78c72868a58f3de8991eb4d22c4d368fae226dac1002998d6c50437e7dad1"}, {file = "azure_core-1.35.0.tar.gz", hash = "sha256:c0be528489485e9ede59b6971eb63c1eaacf83ef53001bfe3904e475e972be5c"}, @@ -347,6 +360,7 @@ version = "1.0.0b12" description = "Microsoft Azure Azure Core OpenTelemetry plugin Library for Python" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "azure_core_tracing_opentelemetry-1.0.0b12-py3-none-any.whl", hash = "sha256:38fd42709f1cc4bbc4f2797008b1c30a6a01617e49910c05daa3a0d0c65053ac"}, {file = "azure_core_tracing_opentelemetry-1.0.0b12.tar.gz", hash = "sha256:bb454142440bae11fd9d68c7c1d67ae38a1756ce808c5e4d736730a7b4b04144"}, @@ -362,6 +376,7 @@ version = "1.23.1" description = "Microsoft Azure Identity Library for Python" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "azure_identity-1.23.1-py3-none-any.whl", hash = "sha256:7eed28baa0097a47e3fb53bd35a63b769e6b085bb3cb616dfce2b67f28a004a1"}, {file = "azure_identity-1.23.1.tar.gz", hash = "sha256:226c1ef982a9f8d5dcf6e0f9ed35eaef2a4d971e7dd86317e9b9d52e70a035e4"}, @@ -380,6 +395,7 @@ version = "1.6.0" description = "Microsoft Azure Management Core Library for Python" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "azure_mgmt_core-1.6.0-py3-none-any.whl", hash = "sha256:0460d11e85c408b71c727ee1981f74432bc641bb25dfcf1bb4e90a49e776dbc4"}, {file = "azure_mgmt_core-1.6.0.tar.gz", hash = "sha256:b26232af857b021e61d813d9f4ae530465255cb10b3dde945ad3743f7a58e79c"}, @@ -394,6 +410,7 @@ version = "1.6.13" description = "Microsoft Azure Monitor Opentelemetry Distro Client Library for Python" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "azure_monitor_opentelemetry-1.6.13-py3-none-any.whl", hash = "sha256:c6a5b0b73b5639054675aec2a8f215cdb6b7d1e5cb21d93188bbdd55673eca30"}, {file = "azure_monitor_opentelemetry-1.6.13.tar.gz", hash = "sha256:59b1b01e64318d78f0d2909c8fa9b3008dbf88e7ea6e491d2042afa5bbe94971"}, @@ -419,6 +436,7 @@ version = "1.0.0b41" description = "Microsoft Azure Monitor Opentelemetry Exporter Client Library for Python" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "azure_monitor_opentelemetry_exporter-1.0.0b41-py2.py3-none-any.whl", hash = "sha256:cbba629cca53e0e33416c61e08ebaabe833e740cfbfd7f2e9151821f92c66a51"}, {file = "azure_monitor_opentelemetry_exporter-1.0.0b41.tar.gz", hash = "sha256:b363e6f89c0dee16d02782a310a60d626e4c081ef49d533ff5225a40cbab12cc"}, @@ -439,6 +457,7 @@ version = "12.26.0" description = "Microsoft Azure Blob Storage Client Library for Python" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "azure_storage_blob-12.26.0-py3-none-any.whl", hash = "sha256:8c5631b8b22b4f53ec5fff2f3bededf34cfef111e2af613ad42c9e6de00a77fe"}, {file = "azure_storage_blob-12.26.0.tar.gz", hash = "sha256:5dd7d7824224f7de00bfeb032753601c982655173061e242f13be6e26d78d71f"}, @@ -459,6 +478,7 @@ version = "12.21.0" description = "Microsoft Azure File DataLake Storage Client Library for Python" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "azure_storage_file_datalake-12.21.0-py3-none-any.whl", hash = "sha256:e26ef15adbf8f8b2b84823ae01dfc2e5368a2008878288c1b40f1988176af564"}, {file = "azure_storage_file_datalake-12.21.0.tar.gz", hash = "sha256:b49cd2156ea325f6f44a8f6674d73c5949e9ac48d6480faf901b2939855fcdd3"}, @@ -479,6 +499,7 @@ version = "12.22.0" description = "Microsoft Azure Azure File Share Storage Client Library for Python" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "azure_storage_file_share-12.22.0-py3-none-any.whl", hash = "sha256:a42482a7d1d940780f4bf7eda5cb031076c8571b17dda4414f0b91d5111d0eb2"}, {file = "azure_storage_file_share-12.22.0.tar.gz", hash = "sha256:e583c8e086ee7d6ec50cc23daf42839c18dce11b36b3d1364c13714c08b53452"}, @@ -499,6 +520,7 @@ version = "4.3.0" description = "Modern password hashing for your software and your servers" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "bcrypt-4.3.0-cp313-cp313t-macosx_10_12_universal2.whl", hash = "sha256:f01e060f14b6b57bbb72fc5b4a83ac21c443c9a2ee708e04a10e9192f90a6281"}, {file = "bcrypt-4.3.0-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c5eeac541cefd0bb887a371ef73c62c3cd78535e4887b310626036a7c0a817bb"}, @@ -563,6 +585,7 @@ version = "24.10.0" description = "The uncompromising code formatter." optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "black-24.10.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e6668650ea4b685440857138e5fe40cde4d652633b1bdffc62933d0db4ed9812"}, {file = "black-24.10.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:1c536fcf674217e87b8cc3657b81809d3c085d7bf3ef262ead700da345bfa6ea"}, @@ -607,6 +630,7 @@ version = "1.0.5" description = "Python bindings for the Rust blake3 crate" optional = false python-versions = "*" +groups = ["main"] files = [ {file = "blake3-1.0.5-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:1ba833ff7dee08bbf56b1e9d0479fda74f867b90fbe12c85078f8fbf2b505d6f"}, 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"ruff (>=0.9.0)"] tensorflow = ["graphviz", "pydot", "tensorflow"] tensorflow-testing = ["keras (<3.0)", "tensorflow"] testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "authlib (>=1.3.2)", "fastapi", "gradio (>=4.0.0)", "httpx", "itsdangerous", "jedi", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"] @@ -2044,6 +2262,7 @@ version = "3.10" description = "Internationalized Domain Names in Applications (IDNA)" optional = false python-versions = ">=3.6" +groups = ["main"] files = [ {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"}, {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"}, @@ -2058,6 +2277,7 @@ version = "1.0.4" description = "Backport of importlib.import_module() from Python 2.7" optional = false python-versions = "*" +groups = ["main"] files = [ {file = "importlib-1.0.4.zip", hash = "sha256:b6ee7066fea66e35f8d0acee24d98006de1a0a8a94a8ce6efe73a9a23c8d9826"}, ] @@ -2068,6 +2288,7 @@ version = "8.7.0" description = "Read metadata from Python packages" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "importlib_metadata-8.7.0-py3-none-any.whl", hash = "sha256:e5dd1551894c77868a30651cef00984d50e1002d06942a7101d34870c5f02afd"}, {file = "importlib_metadata-8.7.0.tar.gz", hash = "sha256:d13b81ad223b890aa16c5471f2ac3056cf76c5f10f82d6f9292f0b415f389000"}, @@ -2077,12 +2298,12 @@ files = [ zipp = ">=3.20" [package.extras] -check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"] +check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""] cover = ["pytest-cov"] doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"] enabler = ["pytest-enabler (>=2.2)"] perf = ["ipython"] -test = ["flufl.flake8", "importlib_resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"] +test = ["flufl.flake8", "importlib_resources (>=1.3) ; python_version < \"3.9\"", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"] type = ["pytest-mypy"] [[package]] @@ -2091,6 +2312,8 @@ version = "2.1.0" description = "brain-dead simple config-ini parsing" optional = false python-versions = ">=3.8" +groups = ["main"] +markers = "platform_machine == \"x86_64\"" files = [ {file = "iniconfig-2.1.0-py3-none-any.whl", hash = "sha256:9deba5723312380e77435581c6bf4935c94cbfab9b1ed33ef8d238ea168eb760"}, {file = "iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7"}, @@ -2102,6 +2325,7 @@ version = "0.3.3" description = "a regex intersection checker" optional = false python-versions = ">=3.7" +groups = ["main"] files = [ {file = "interegular-0.3.3-py37-none-any.whl", hash = "sha256:b0c07007d48c89d6d19f7204972d369b2a77222722e126b6aa63aa721dc3b19c"}, {file = "interegular-0.3.3.tar.gz", hash = "sha256:d9b697b21b34884711399ba0f0376914b81899ce670032486d0d048344a76600"}, @@ -2113,17 +2337,31 @@ version = "0.7.2" description = "An ISO 8601 date/time/duration parser and formatter" optional = false python-versions = ">=3.7" +groups = ["main"] files = [ {file = "isodate-0.7.2-py3-none-any.whl", hash = "sha256:28009937d8031054830160fce6d409ed342816b543597cece116d966c6d99e15"}, {file = "isodate-0.7.2.tar.gz", hash = "sha256:4cd1aa0f43ca76f4a6c6c0292a85f40b35ec2e43e315b59f06e6d32171a953e6"}, ] +[[package]] +name = "iterators" +version = "0.0.2" +description = "Iterator utility classes and functions" +optional = false +python-versions = ">=3.6" +groups = ["main"] +files = [ + {file = "iterators-0.0.2-py3-none-any.whl", hash = "sha256:ac2a9d8af1dd9eed051ccab4a1905a1343d66bbc9f451567d94f6e2744f30fce"}, + {file = "iterators-0.0.2.tar.gz", hash = "sha256:4f6a5b39c3c724edd5c7231a589d463ad50357cdc35494a3c71730795b78eb50"}, +] + [[package]] name = "jinja2" version = "3.1.6" description = "A very fast and expressive template engine." optional = false python-versions = ">=3.7" +groups = ["main"] files = [ {file = "jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67"}, {file = "jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d"}, @@ -2141,6 +2379,7 @@ version = "0.10.0" description = "Fast iterable JSON parser." optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "jiter-0.10.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:cd2fb72b02478f06a900a5782de2ef47e0396b3e1f7d5aba30daeb1fce66f303"}, {file = "jiter-0.10.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:32bb468e3af278f095d3fa5b90314728a6916d89ba3d0ffb726dd9bf7367285e"}, @@ -2227,6 +2466,7 @@ version = "4.25.0" description = "An implementation of JSON Schema validation for Python" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "jsonschema-4.25.0-py3-none-any.whl", hash = "sha256:24c2e8da302de79c8b9382fee3e76b355e44d2a4364bb207159ce10b517bd716"}, {file = "jsonschema-4.25.0.tar.gz", hash = "sha256:e63acf5c11762c0e6672ffb61482bdf57f0876684d8d249c0fe2d730d48bc55f"}, @@ -2234,7 +2474,7 @@ files = [ [package.dependencies] attrs = ">=22.2.0" -jsonschema-specifications = ">=2023.03.6" +jsonschema-specifications = ">=2023.3.6" referencing = ">=0.28.4" rpds-py = ">=0.7.1" @@ -2248,6 +2488,7 @@ version = "2025.4.1" description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "jsonschema_specifications-2025.4.1-py3-none-any.whl", hash = "sha256:4653bffbd6584f7de83a67e0d620ef16900b390ddc7939d56684d6c81e33f1af"}, {file = "jsonschema_specifications-2025.4.1.tar.gz", hash = "sha256:630159c9f4dbea161a6a2205c3011cc4f18ff381b189fff48bb39b9bf26ae608"}, @@ -2262,6 +2503,7 @@ version = "1.4.8" description = "A fast implementation of the Cassowary constraint solver" optional = false python-versions = ">=3.10" +groups = ["main"] files = [ {file = "kiwisolver-1.4.8-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:88c6f252f6816a73b1f8c904f7bbe02fd67c09a69f7cb8a0eecdbf5ce78e63db"}, {file = "kiwisolver-1.4.8-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c72941acb7b67138f35b879bbe85be0f6c6a70cab78fe3ef6db9c024d9223e5b"}, @@ -2351,13 +2593,14 @@ version = "30.1.0" description = "Kubernetes python client" optional = false python-versions = ">=3.6" +groups = ["main"] files = [ {file = "kubernetes-30.1.0-py2.py3-none-any.whl", hash = "sha256:e212e8b7579031dd2e512168b617373bc1e03888d41ac4e04039240a292d478d"}, {file = "kubernetes-30.1.0.tar.gz", hash = "sha256:41e4c77af9f28e7a6c314e3bd06a8c6229ddd787cad684e0ab9f69b498e98ebc"}, ] [package.dependencies] -certifi = ">=14.05.14" +certifi = ">=14.5.14" google-auth = ">=1.0.1" oauthlib = ">=3.2.2" python-dateutil = ">=2.5.3" @@ -2377,6 +2620,7 @@ version = "1.2.2" description = "a modern parsing library" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "lark-1.2.2-py3-none-any.whl", hash = "sha256:c2276486b02f0f1b90be155f2c8ba4a8e194d42775786db622faccd652d8e80c"}, {file = "lark-1.2.2.tar.gz", hash = "sha256:ca807d0162cd16cef15a8feecb862d7319e7a09bdb13aef927968e45040fed80"}, @@ -2394,6 +2638,7 @@ version = "0.43.0" description = "lightweight wrapper around basic LLVM functionality" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "llvmlite-0.43.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:a289af9a1687c6cf463478f0fa8e8aa3b6fb813317b0d70bf1ed0759eab6f761"}, {file = "llvmlite-0.43.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:6d4fd101f571a31acb1559ae1af30f30b1dc4b3186669f92ad780e17c81e91bc"}, @@ -2424,6 +2669,7 @@ version = "0.10.11" description = "Enforce the output format (JSON Schema, Regex etc) of a language model" optional = false python-versions = "<4.0,>=3.8" +groups = ["main"] files = [ {file = "lm_format_enforcer-0.10.11-py3-none-any.whl", hash = "sha256:563e0dbc930a6d50fb687951506c5de098c6e962601be0ce723f3b7d0b916a1b"}, {file = "lm_format_enforcer-0.10.11.tar.gz", hash = "sha256:8ab371924e166a1df68f243aca73a8a647bea5909f37edd6a53a694e7e7c3274"}, @@ -2441,6 +2687,7 @@ version = "3.0.0" description = "Python port of markdown-it. Markdown parsing, done right!" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb"}, {file = "markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1"}, @@ -2465,6 +2712,7 @@ version = "3.0.2" description = "Safely add untrusted strings to HTML/XML markup." optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "MarkupSafe-3.0.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7e94c425039cde14257288fd61dcfb01963e658efbc0ff54f5306b06054700f8"}, {file = "MarkupSafe-3.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9e2d922824181480953426608b81967de705c3cef4d1af983af849d7bd619158"}, @@ -2535,6 +2783,7 @@ version = "3.26.1" description = "A lightweight library for converting complex datatypes to and from native Python datatypes." optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "marshmallow-3.26.1-py3-none-any.whl", hash = "sha256:3350409f20a70a7e4e11a27661187b77cdcaeb20abca41c1454fe33636bea09c"}, {file = "marshmallow-3.26.1.tar.gz", hash = "sha256:e6d8affb6cb61d39d26402096dc0aee12d5a26d490a121f118d2e81dc0719dc6"}, @@ -2554,6 +2803,7 @@ version = "3.10.5" description = "Python plotting package" optional = false python-versions = ">=3.10" +groups = ["main"] files = [ {file = "matplotlib-3.10.5-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:5d4773a6d1c106ca05cb5a5515d277a6bb96ed09e5c8fab6b7741b8fcaa62c8f"}, {file = "matplotlib-3.10.5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:dc88af74e7ba27de6cbe6faee916024ea35d895ed3d61ef6f58c4ce97da7185a"}, @@ -2632,6 +2882,7 @@ version = "0.1.2" description = "Markdown URL utilities" optional = false python-versions = ">=3.7" +groups = ["main"] files = [ {file = "mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8"}, {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"}, @@ -2643,6 +2894,7 @@ version = "1.8.3" description = "Mistral-common is a library of common utilities for Mistral AI." optional = false python-versions = "<3.14,>=3.9.0" +groups = ["main"] files = [ {file = "mistral_common-1.8.3-py3-none-any.whl", hash = "sha256:846b6e4bbe016dc2e64fd3169fa704a548f6c74467e0cb18dc165b7a7669abd6"}, {file = "mistral_common-1.8.3.tar.gz", hash = "sha256:0d1979d82227b625f6d71b3c828176f059da8d0f5a3307cdf53b48409a3970a4"}, @@ -2675,6 +2927,7 @@ version = "1.3.0" description = "Python library for arbitrary-precision floating-point arithmetic" optional = false python-versions = "*" +groups = ["main"] files = [ {file = "mpmath-1.3.0-py3-none-any.whl", hash = "sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c"}, {file = "mpmath-1.3.0.tar.gz", hash = "sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f"}, @@ -2683,7 +2936,7 @@ files = [ [package.extras] develop = ["codecov", "pycodestyle", "pytest (>=4.6)", "pytest-cov", "wheel"] docs = ["sphinx"] -gmpy = ["gmpy2 (>=2.1.0a4)"] +gmpy = ["gmpy2 (>=2.1.0a4) ; platform_python_implementation != \"PyPy\""] tests = ["pytest (>=4.6)"] [[package]] @@ -2692,6 +2945,7 @@ version = "1.33.0" description = "The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of users with Microsoft Azure Active Directory accounts (AAD) and Microsoft Accounts (MSA) using industry standard OAuth2 and OpenID Connect." optional = false python-versions = ">=3.7" +groups = ["main"] files = [ {file = "msal-1.33.0-py3-none-any.whl", hash = "sha256:c0cd41cecf8eaed733ee7e3be9e040291eba53b0f262d3ae9c58f38b04244273"}, {file = "msal-1.33.0.tar.gz", hash = "sha256:836ad80faa3e25a7d71015c990ce61f704a87328b1e73bcbb0623a18cbf17510"}, @@ -2703,7 +2957,7 @@ PyJWT = {version = ">=1.0.0,<3", extras = ["crypto"]} requests = ">=2.0.0,<3" [package.extras] -broker = ["pymsalruntime (>=0.14,<0.19)", "pymsalruntime (>=0.17,<0.19)", "pymsalruntime (>=0.18,<0.19)"] +broker = ["pymsalruntime (>=0.14,<0.19) ; python_version >= \"3.6\" and platform_system == \"Windows\"", "pymsalruntime (>=0.17,<0.19) ; python_version >= \"3.8\" and platform_system == \"Darwin\"", "pymsalruntime (>=0.18,<0.19) ; python_version >= \"3.8\" and platform_system == \"Linux\""] [[package]] name = "msal-extensions" @@ -2711,6 +2965,7 @@ version = "1.3.1" description = "Microsoft Authentication Library extensions (MSAL EX) provides a persistence API that can save your data on disk, encrypted on Windows, macOS and Linux. Concurrent data access will be coordinated by a file lock mechanism." optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "msal_extensions-1.3.1-py3-none-any.whl", hash = "sha256:96d3de4d034504e969ac5e85bae8106c8373b5c6568e4c8fa7af2eca9dbe6bca"}, {file = "msal_extensions-1.3.1.tar.gz", hash = "sha256:c5b0fd10f65ef62b5f1d62f4251d51cbcaf003fcedae8c91b040a488614be1a4"}, @@ -2728,6 +2983,7 @@ version = "1.1.1" description = "MessagePack serializer" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "msgpack-1.1.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:353b6fc0c36fde68b661a12949d7d49f8f51ff5fa019c1e47c87c4ff34b080ed"}, {file = "msgpack-1.1.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:79c408fcf76a958491b4e3b103d1c417044544b68e96d06432a189b43d1215c8"}, @@ -2796,6 +3052,7 @@ version = "0.19.0" description = "A fast serialization and validation library, with builtin support for JSON, MessagePack, YAML, and TOML." optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "msgspec-0.19.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d8dd848ee7ca7c8153462557655570156c2be94e79acec3561cf379581343259"}, {file = "msgspec-0.19.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:0553bbc77662e5708fe66aa75e7bd3e4b0f209709c48b299afd791d711a93c36"}, @@ -2836,10 +3093,10 @@ files = [ ] [package.extras] -dev = ["attrs", "coverage", "eval-type-backport", "furo", "ipython", "msgpack", "mypy", "pre-commit", "pyright", "pytest", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "tomli", "tomli_w"] +dev = ["attrs", "coverage", "eval-type-backport ; python_version < \"3.10\"", "furo", "ipython", "msgpack", "mypy", "pre-commit", "pyright", "pytest", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "tomli ; python_version < \"3.11\"", "tomli_w"] doc = ["furo", "ipython", "sphinx", "sphinx-copybutton", "sphinx-design"] -test = ["attrs", "eval-type-backport", "msgpack", "pytest", "pyyaml", "tomli", "tomli_w"] -toml = ["tomli", "tomli_w"] +test = ["attrs", "eval-type-backport ; python_version < \"3.10\"", "msgpack", "pytest", "pyyaml", "tomli ; python_version < \"3.11\"", "tomli_w"] +toml = ["tomli ; python_version < \"3.11\"", "tomli_w"] yaml = ["pyyaml"] [[package]] @@ -2848,6 +3105,7 @@ version = "0.7.1" description = "AutoRest swagger generator Python client runtime." optional = false python-versions = ">=3.6" +groups = ["main"] files = [ {file = "msrest-0.7.1-py3-none-any.whl", hash = "sha256:21120a810e1233e5e6cc7fe40b474eeb4ec6f757a15d7cf86702c369f9567c32"}, {file = "msrest-0.7.1.zip", hash = "sha256:6e7661f46f3afd88b75667b7187a92829924446c7ea1d169be8c4bb7eeb788b9"}, @@ -2861,7 +3119,7 @@ requests = ">=2.16,<3.0" requests-oauthlib = ">=0.5.0" [package.extras] -async = ["aiodns", "aiohttp (>=3.0)"] +async = ["aiodns ; python_version >= \"3.5\"", "aiohttp (>=3.0) ; python_version >= \"3.5\""] [[package]] name = "multidict" @@ -2869,6 +3127,7 @@ version = "6.6.3" description = "multidict implementation" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "multidict-6.6.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:a2be5b7b35271f7fff1397204ba6708365e3d773579fe2a30625e16c4b4ce817"}, {file = "multidict-6.6.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:12f4581d2930840295c461764b9a65732ec01250b46c6b2c510d7ee68872b140"}, @@ -2988,6 +3247,7 @@ version = "1.1.0" description = "Type system extensions for programs checked with the mypy type checker." optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "mypy_extensions-1.1.0-py3-none-any.whl", hash = "sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505"}, {file = "mypy_extensions-1.1.0.tar.gz", hash = "sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558"}, @@ -2999,6 +3259,7 @@ version = "1.6.0" description = "Patch asyncio to allow nested event loops" optional = false python-versions = ">=3.5" +groups = ["main"] files = [ {file = "nest_asyncio-1.6.0-py3-none-any.whl", hash = "sha256:87af6efd6b5e897c81050477ef65c62e2b2f35d51703cae01aff2905b1852e1c"}, {file = "nest_asyncio-1.6.0.tar.gz", hash = "sha256:6f172d5449aca15afd6c646851f4e31e02c598d553a667e38cafa997cfec55fe"}, @@ -3010,6 +3271,7 @@ version = "3.5" description = "Python package for creating and manipulating graphs and networks" optional = false python-versions = ">=3.11" +groups = ["main"] files = [ {file = "networkx-3.5-py3-none-any.whl", hash = "sha256:0030d386a9a06dee3565298b4a734b68589749a544acbb6c412dc9e2489ec6ec"}, {file = "networkx-3.5.tar.gz", hash = "sha256:d4c6f9cf81f52d69230866796b82afbccdec3db7ae4fbd1b65ea750feed50037"}, @@ -3030,6 +3292,7 @@ version = "1.9.1" description = "Node.js virtual environment builder" optional = false python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7" +groups = ["main"] files = [ {file = "nodeenv-1.9.1-py2.py3-none-any.whl", hash = "sha256:ba11c9782d29c27c70ffbdda2d7415098754709be8a7056d79a737cd901155c9"}, {file = "nodeenv-1.9.1.tar.gz", hash = "sha256:6ec12890a2dab7946721edbfbcd91f3319c6ccc9aec47be7c7e6b7011ee6645f"}, @@ -3041,6 +3304,7 @@ version = "0.60.0" description = "compiling Python code using LLVM" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "numba-0.60.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:5d761de835cd38fb400d2c26bb103a2726f548dc30368853121d66201672e651"}, {file = "numba-0.60.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:159e618ef213fba758837f9837fb402bbe65326e60ba0633dbe6c7f274d42c1b"}, @@ -3075,6 +3339,7 @@ version = "1.26.4" description = "Fundamental package for array computing in Python" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "numpy-1.26.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:9ff0f4f29c51e2803569d7a51c2304de5554655a60c5d776e35b4a41413830d0"}, {file = "numpy-1.26.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2e4ee3380d6de9c9ec04745830fd9e2eccb3e6cf790d39d7b98ffd19b0dd754a"}, @@ -3120,6 +3385,8 @@ version = "12.4.5.8" description = "CUBLAS native runtime libraries" optional = false python-versions = ">=3" +groups = ["main"] +markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\"" files = [ {file = "nvidia_cublas_cu12-12.4.5.8-py3-none-manylinux2014_aarch64.whl", hash = "sha256:0f8aa1706812e00b9f19dfe0cdb3999b092ccb8ca168c0db5b8ea712456fd9b3"}, {file = "nvidia_cublas_cu12-12.4.5.8-py3-none-manylinux2014_x86_64.whl", hash = "sha256:2fc8da60df463fdefa81e323eef2e36489e1c94335b5358bcb38360adf75ac9b"}, @@ -3132,6 +3399,8 @@ version = "12.4.127" description = "CUDA profiling tools runtime libs." optional = false python-versions = ">=3" +groups = ["main"] +markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\"" files = [ {file = "nvidia_cuda_cupti_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:79279b35cf6f91da114182a5ce1864997fd52294a87a16179ce275773799458a"}, {file = "nvidia_cuda_cupti_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:9dec60f5ac126f7bb551c055072b69d85392b13311fcc1bcda2202d172df30fb"}, @@ -3144,6 +3413,8 @@ version = "12.4.127" description = "NVRTC native runtime libraries" optional = false python-versions = ">=3" +groups = ["main"] +markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\"" files = [ {file = "nvidia_cuda_nvrtc_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:0eedf14185e04b76aa05b1fea04133e59f465b6f960c0cbf4e37c3cb6b0ea198"}, {file = "nvidia_cuda_nvrtc_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:a178759ebb095827bd30ef56598ec182b85547f1508941a3d560eb7ea1fbf338"}, @@ -3156,6 +3427,8 @@ version = "12.4.127" description = "CUDA Runtime native Libraries" optional = false python-versions = ">=3" +groups = ["main"] +markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\"" files = [ {file = "nvidia_cuda_runtime_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:961fe0e2e716a2a1d967aab7caee97512f71767f852f67432d572e36cb3a11f3"}, {file = "nvidia_cuda_runtime_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:64403288fa2136ee8e467cdc9c9427e0434110899d07c779f25b5c068934faa5"}, @@ -3168,6 +3441,8 @@ version = "9.1.0.70" description = "cuDNN runtime libraries" optional = false python-versions = ">=3" +groups = ["main"] +markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\"" files = [ {file = "nvidia_cudnn_cu12-9.1.0.70-py3-none-manylinux2014_x86_64.whl", hash = "sha256:165764f44ef8c61fcdfdfdbe769d687e06374059fbb388b6c89ecb0e28793a6f"}, {file = "nvidia_cudnn_cu12-9.1.0.70-py3-none-win_amd64.whl", hash = "sha256:6278562929433d68365a07a4a1546c237ba2849852c0d4b2262a486e805b977a"}, @@ -3182,6 +3457,8 @@ version = "11.2.1.3" description = "CUFFT native runtime libraries" optional = false python-versions = ">=3" +groups = ["main"] +markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\"" files = [ {file = "nvidia_cufft_cu12-11.2.1.3-py3-none-manylinux2014_aarch64.whl", hash = "sha256:5dad8008fc7f92f5ddfa2101430917ce2ffacd86824914c82e28990ad7f00399"}, {file = "nvidia_cufft_cu12-11.2.1.3-py3-none-manylinux2014_x86_64.whl", hash = "sha256:f083fc24912aa410be21fa16d157fed2055dab1cc4b6934a0e03cba69eb242b9"}, @@ -3197,6 +3474,8 @@ version = "10.3.5.147" description = "CURAND native runtime libraries" optional = false python-versions = ">=3" +groups = ["main"] +markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\"" files = [ {file = "nvidia_curand_cu12-10.3.5.147-py3-none-manylinux2014_aarch64.whl", hash = "sha256:1f173f09e3e3c76ab084aba0de819c49e56614feae5c12f69883f4ae9bb5fad9"}, {file = "nvidia_curand_cu12-10.3.5.147-py3-none-manylinux2014_x86_64.whl", hash = "sha256:a88f583d4e0bb643c49743469964103aa59f7f708d862c3ddb0fc07f851e3b8b"}, @@ -3209,6 +3488,8 @@ version = "11.6.1.9" description = "CUDA solver native runtime libraries" optional = false python-versions = ">=3" +groups = ["main"] +markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\"" files = [ {file = "nvidia_cusolver_cu12-11.6.1.9-py3-none-manylinux2014_aarch64.whl", hash = "sha256:d338f155f174f90724bbde3758b7ac375a70ce8e706d70b018dd3375545fc84e"}, {file = "nvidia_cusolver_cu12-11.6.1.9-py3-none-manylinux2014_x86_64.whl", hash = "sha256:19e33fa442bcfd085b3086c4ebf7e8debc07cfe01e11513cc6d332fd918ac260"}, @@ -3226,6 +3507,8 @@ version = "12.3.1.170" description = "CUSPARSE native runtime libraries" optional = false python-versions = ">=3" +groups = ["main"] +markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\"" files = [ {file = "nvidia_cusparse_cu12-12.3.1.170-py3-none-manylinux2014_aarch64.whl", hash = "sha256:9d32f62896231ebe0480efd8a7f702e143c98cfaa0e8a76df3386c1ba2b54df3"}, {file = "nvidia_cusparse_cu12-12.3.1.170-py3-none-manylinux2014_x86_64.whl", hash = "sha256:ea4f11a2904e2a8dc4b1833cc1b5181cde564edd0d5cd33e3c168eff2d1863f1"}, @@ -3241,6 +3524,8 @@ version = "2.21.5" description = "NVIDIA Collective Communication Library (NCCL) Runtime" optional = false python-versions = ">=3" +groups = ["main"] +markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\"" files = [ {file = "nvidia_nccl_cu12-2.21.5-py3-none-manylinux2014_x86_64.whl", hash = "sha256:8579076d30a8c24988834445f8d633c697d42397e92ffc3f63fa26766d25e0a0"}, ] @@ -3251,6 +3536,8 @@ version = "12.4.127" description = "Nvidia JIT LTO Library" optional = false python-versions = ">=3" +groups = ["main"] +markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\"" files = [ {file = "nvidia_nvjitlink_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:4abe7fef64914ccfa909bc2ba39739670ecc9e820c83ccc7a6ed414122599b83"}, {file = "nvidia_nvjitlink_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:06b3b9b25bf3f8af351d664978ca26a16d2c5127dbd53c0497e28d1fb9611d57"}, @@ -3263,6 +3550,8 @@ version = "12.4.127" description = "NVIDIA Tools Extension" optional = false python-versions = ">=3" +groups = ["main"] +markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\"" files = [ {file = "nvidia_nvtx_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:7959ad635db13edf4fc65c06a6e9f9e55fc2f92596db928d169c0bb031e88ef3"}, {file = "nvidia_nvtx_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:781e950d9b9f60d8241ccea575b32f5105a5baf4c2351cab5256a24869f12a1a"}, @@ -3275,6 +3564,7 @@ version = "3.3.1" description = "A generic, spec-compliant, thorough implementation of the OAuth request-signing logic" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "oauthlib-3.3.1-py3-none-any.whl", hash = "sha256:88119c938d2b8fb88561af5f6ee0eec8cc8d552b7bb1f712743136eb7523b7a1"}, {file = "oauthlib-3.3.1.tar.gz", hash = "sha256:0f0f8aa759826a193cf66c12ea1af1637f87b9b4622d46e866952bb022e538c9"}, @@ -3291,6 +3581,7 @@ version = "1.98.0" description = "The official Python library for the openai API" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "openai-1.98.0-py3-none-any.whl", hash = "sha256:b99b794ef92196829120e2df37647722104772d2a74d08305df9ced5f26eae34"}, {file = "openai-1.98.0.tar.gz", hash = "sha256:3ee0fcc50ae95267fd22bd1ad095ba5402098f3df2162592e68109999f685427"}, @@ -3318,6 +3609,7 @@ version = "4.11.0.86" description = "Wrapper package for OpenCV python bindings." optional = false python-versions = ">=3.6" +groups = ["main"] files = [ {file = "opencv-python-headless-4.11.0.86.tar.gz", hash = "sha256:996eb282ca4b43ec6a3972414de0e2331f5d9cda2b41091a49739c19fb843798"}, {file = "opencv_python_headless-4.11.0.86-cp37-abi3-macosx_13_0_arm64.whl", hash = "sha256:48128188ade4a7e517237c8e1e11a9cdf5c282761473383e77beb875bb1e61ca"}, @@ -3330,8 +3622,8 @@ files = [ [package.dependencies] numpy = [ - {version = ">=1.23.5", markers = "python_version >= \"3.11\" and python_version < \"3.12\""}, {version = ">=1.26.0", markers = "python_version >= \"3.12\""}, + {version = ">=1.23.5", markers = "python_version == \"3.11\""}, ] [[package]] @@ -3340,6 +3632,7 @@ version = "1.36.0" description = "OpenTelemetry Python API" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "opentelemetry_api-1.36.0-py3-none-any.whl", hash = "sha256:02f20bcacf666e1333b6b1f04e647dc1d5111f86b8e510238fcc56d7762cda8c"}, {file = "opentelemetry_api-1.36.0.tar.gz", hash = "sha256:9a72572b9c416d004d492cbc6e61962c0501eaf945ece9b5a0f56597d8348aa0"}, @@ -3355,6 +3648,7 @@ version = "0.57b0" description = "Instrumentation Tools & Auto Instrumentation for OpenTelemetry Python" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "opentelemetry_instrumentation-0.57b0-py3-none-any.whl", hash = "sha256:9109280f44882e07cec2850db28210b90600ae9110b42824d196de357cbddf7e"}, {file = "opentelemetry_instrumentation-0.57b0.tar.gz", hash = "sha256:f2a30135ba77cdea2b0e1df272f4163c154e978f57214795d72f40befd4fcf05"}, @@ -3372,6 +3666,7 @@ version = "0.57b0" description = "ASGI instrumentation for OpenTelemetry" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "opentelemetry_instrumentation_asgi-0.57b0-py3-none-any.whl", hash = "sha256:47debbde6af066a7e8e911f7193730d5e40d62effc1ac2e1119908347790a3ea"}, {file = "opentelemetry_instrumentation_asgi-0.57b0.tar.gz", hash = "sha256:a6f880b5d1838f65688fc992c65fbb1d3571f319d370990c32e759d3160e510b"}, @@ -3393,6 +3688,7 @@ version = "0.57b0" description = "OpenTelemetry Database API instrumentation" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "opentelemetry_instrumentation_dbapi-0.57b0-py3-none-any.whl", hash = "sha256:c1b110a5e86ec9b52b970460917523f47afa0c73f131e7f03c6a7c1921822dc4"}, {file = "opentelemetry_instrumentation_dbapi-0.57b0.tar.gz", hash = "sha256:7ad9e39c91f6212f118435fd6fab842a1f78b2cbad1167f228c025bba2a8fc2d"}, @@ -3410,6 +3706,7 @@ version = "0.57b0" description = "OpenTelemetry Instrumentation for Django" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "opentelemetry_instrumentation_django-0.57b0-py3-none-any.whl", hash = "sha256:3d702d79a9ec0c836ccf733becf34630c6afb3c86c25c330c5b7601debe1e7c5"}, {file = "opentelemetry_instrumentation_django-0.57b0.tar.gz", hash = "sha256:df4116d2ea2c6bbbbf8853b843deb74d66bd0d573ddd372ec84fd60adaf977c6"}, @@ -3432,6 +3729,7 @@ version = "0.57b0" description = "OpenTelemetry FastAPI Instrumentation" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "opentelemetry_instrumentation_fastapi-0.57b0-py3-none-any.whl", hash = "sha256:61e6402749ffe0bfec582e58155e0d81dd38723cd9bc4562bca1acca80334006"}, {file = "opentelemetry_instrumentation_fastapi-0.57b0.tar.gz", hash = "sha256:73ac22f3c472a8f9cb21d1fbe5a4bf2797690c295fff4a1c040e9b1b1688a105"}, @@ -3453,6 +3751,7 @@ version = "0.57b0" description = "Flask instrumentation for OpenTelemetry" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "opentelemetry_instrumentation_flask-0.57b0-py3-none-any.whl", hash = "sha256:5ecd614f194825725b61ee9ba8e37dcd4d3f9b5d40fef759df8650d6a91b1cb9"}, {file = "opentelemetry_instrumentation_flask-0.57b0.tar.gz", hash = "sha256:c5244a40b03664db966d844a32f43c900181431b77929be62a68d4907e86ed25"}, @@ -3475,6 +3774,7 @@ version = "0.57b0" description = "OpenTelemetry psycopg2 instrumentation" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "opentelemetry_instrumentation_psycopg2-0.57b0-py3-none-any.whl", hash = "sha256:94fdde02b7451c8e85d43b4b9dd13a34fee96ffd43324d1b3567f47d2903b99f"}, {file = "opentelemetry_instrumentation_psycopg2-0.57b0.tar.gz", hash = "sha256:4e9d05d661c50985f0a5d7f090a7f399d453b467c9912c7611fcef693d15b038"}, @@ -3494,6 +3794,7 @@ version = "0.57b0" description = "OpenTelemetry requests instrumentation" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "opentelemetry_instrumentation_requests-0.57b0-py3-none-any.whl", hash = "sha256:66a576ac8080724ddc8a14c39d16bb5f430991bd504fdbea844c7a063f555971"}, {file = "opentelemetry_instrumentation_requests-0.57b0.tar.gz", hash = "sha256:193bd3fd1f14737721876fb1952dffc7d43795586118df633a91ecd9057446ff"}, @@ -3514,6 +3815,7 @@ version = "0.57b0" description = "OpenTelemetry urllib instrumentation" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "opentelemetry_instrumentation_urllib-0.57b0-py3-none-any.whl", hash = "sha256:bb3a01172109a6f56bfcc38ea83b9d4a61c4c2cac6b9a190e757063daadf545c"}, {file = "opentelemetry_instrumentation_urllib-0.57b0.tar.gz", hash = "sha256:657225ceae8bb52b67bd5c26dcb8a33f0efb041f1baea4c59dbd1adbc63a4162"}, @@ -3531,6 +3833,7 @@ version = "0.57b0" description = "OpenTelemetry urllib3 instrumentation" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "opentelemetry_instrumentation_urllib3-0.57b0-py3-none-any.whl", hash = "sha256:337ecac6df3ff92026b51c64df7dd4a3fff52f2dc96036ea9371670243bf83c6"}, {file = "opentelemetry_instrumentation_urllib3-0.57b0.tar.gz", hash = "sha256:f49d8c3d1d81ae56304a08b14a7f564d250733ed75cd2210ccef815b5af2eea1"}, @@ -3552,6 +3855,7 @@ version = "0.57b0" description = "WSGI Middleware for OpenTelemetry" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "opentelemetry_instrumentation_wsgi-0.57b0-py3-none-any.whl", hash = "sha256:b9cf0c6e61489f7503fc17ef04d169bd214e7a825650ee492f5d2b4d73b17b54"}, {file = "opentelemetry_instrumentation_wsgi-0.57b0.tar.gz", hash = "sha256:d7e16b3b87930c30fc4c1bbc8b58c5dd6eefade493a3a5e7343bc24d572bc5b7"}, @@ -3569,6 +3873,7 @@ version = "0.1.5" description = "Azure Resource Detector for OpenTelemetry" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "opentelemetry_resource_detector_azure-0.1.5-py3-none-any.whl", hash = "sha256:4dcc5d54ab5c3b11226af39509bc98979a8b9e0f8a24c1b888783755d3bf00eb"}, {file = "opentelemetry_resource_detector_azure-0.1.5.tar.gz", hash = "sha256:e0ba658a87c69eebc806e75398cd0e9f68a8898ea62de99bc1b7083136403710"}, @@ -3583,6 +3888,7 @@ version = "1.36.0" description = "OpenTelemetry Python SDK" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "opentelemetry_sdk-1.36.0-py3-none-any.whl", hash = "sha256:19fe048b42e98c5c1ffe85b569b7073576ad4ce0bcb6e9b4c6a39e890a6c45fb"}, {file = "opentelemetry_sdk-1.36.0.tar.gz", hash = "sha256:19c8c81599f51b71670661ff7495c905d8fdf6976e41622d5245b791b06fa581"}, @@ -3599,6 +3905,7 @@ version = "0.57b0" description = "OpenTelemetry Semantic Conventions" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "opentelemetry_semantic_conventions-0.57b0-py3-none-any.whl", hash = "sha256:757f7e76293294f124c827e514c2a3144f191ef175b069ce8d1211e1e38e9e78"}, {file = "opentelemetry_semantic_conventions-0.57b0.tar.gz", hash = "sha256:609a4a79c7891b4620d64c7aac6898f872d790d75f22019913a660756f27ff32"}, @@ -3614,6 +3921,7 @@ version = "0.57b0" description = "Web util for OpenTelemetry" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "opentelemetry_util_http-0.57b0-py3-none-any.whl", hash = "sha256:e54c0df5543951e471c3d694f85474977cd5765a3b7654398c83bab3d2ffb8e9"}, {file = "opentelemetry_util_http-0.57b0.tar.gz", hash = "sha256:f7417595ead0eb42ed1863ec9b2f839fc740368cd7bbbfc1d0a47bc1ab0aba11"}, @@ -3625,6 +3933,7 @@ version = "0.1.11" description = "Probabilistic Generative Model Programming" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "outlines-0.1.11-py3-none-any.whl", hash = "sha256:f5a5f2242ed9802d3aab7a92789bf4008d734c576be9258cc0a297f690124727"}, {file = "outlines-0.1.11.tar.gz", hash = "sha256:0997bd9da1cc050e430bd08995dc7d4bd855918bafa4531e49d3f37110a23aba"}, @@ -3655,7 +3964,7 @@ llamacpp = ["datasets", "llama-cpp-python", "numpy (<2)", "transformers"] mlxlm = ["datasets", "mlx-lm"] openai = ["openai"] serve = ["fastapi", "pydantic (>=2.0)", "uvicorn", "vllm (>=0.3.0)"] -test = ["accelerate", "beartype (<0.16.0)", "coverage[toml] (>=5.1)", "datasets", "diff-cover", "exllamav2", "huggingface_hub", "jax", "llama-cpp-python", "mlx-lm (>=0.19.2)", "openai (>=1.0.0)", "pillow", "pre-commit", "pytest", "pytest-benchmark", "pytest-cov", "pytest-mock", "responses", "transformers", "vllm"] +test = ["accelerate", "beartype (<0.16.0)", "coverage[toml] (>=5.1)", "datasets", "diff-cover", "exllamav2", "huggingface_hub", "jax", "llama-cpp-python", "mlx-lm (>=0.19.2) ; platform_machine == \"arm64\" and sys_platform == \"darwin\"", "openai (>=1.0.0)", "pillow", "pre-commit", "pytest", "pytest-benchmark", "pytest-cov", "pytest-mock", "responses", "transformers", "vllm ; sys_platform != \"darwin\""] transformers = ["accelerate", "datasets", "numpy (<2)", "transformers"] vllm = ["numpy (<2)", "transformers", "vllm"] @@ -3665,6 +3974,7 @@ version = "0.1.26" description = "Structured Text Generation in Rust" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "outlines_core-0.1.26-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:6a962a7452e7ac170fa04d405342cadae2d28fafa5b1830cef7aa610257ed32f"}, {file = "outlines_core-0.1.26-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:15a3684fa29564da2db03934cf0097bef3e871f70d3af0ef2b52fdb886da2e09"}, @@ -3706,6 +4016,7 @@ version = "25.0" description = "Core utilities for Python packages" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "packaging-25.0-py3-none-any.whl", hash = "sha256:29572ef2b1f17581046b3a2227d5c611fb25ec70ca1ba8554b24b0e69331a484"}, {file = "packaging-25.0.tar.gz", hash = "sha256:d443872c98d677bf60f6a1f2f8c1cb748e8fe762d2bf9d3148b5599295b0fc4f"}, @@ -3717,6 +4028,7 @@ version = "2.3.1" description = "Powerful data structures for data analysis, time series, and statistics" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "pandas-2.3.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:22c2e866f7209ebc3a8f08d75766566aae02bcc91d196935a1d9e59c7b990ac9"}, {file = "pandas-2.3.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:3583d348546201aff730c8c47e49bc159833f971c2899d6097bce68b9112a4f1"}, @@ -3764,8 +4076,8 @@ files = [ [package.dependencies] numpy = [ - {version = ">=1.23.2", markers = "python_version == \"3.11\""}, {version = ">=1.26.0", markers = "python_version >= \"3.12\""}, + {version = ">=1.23.2", markers = "python_version == \"3.11\""}, ] python-dateutil = ">=2.8.2" pytz = ">=2020.1" @@ -3802,6 +4114,7 @@ version = "3.5.1" description = "SSH2 protocol library" optional = false python-versions = ">=3.6" +groups = ["main"] files = [ {file = "paramiko-3.5.1-py3-none-any.whl", hash = "sha256:43b9a0501fc2b5e70680388d9346cf252cfb7d00b0667c39e80eb43a408b8f61"}, {file = "paramiko-3.5.1.tar.gz", hash = "sha256:b2c665bc45b2b215bd7d7f039901b14b067da00f3a11e6640995fd58f2664822"}, @@ -3813,8 +4126,8 @@ cryptography = ">=3.3" pynacl = ">=1.5" [package.extras] -all = ["gssapi (>=1.4.1)", "invoke (>=2.0)", "pyasn1 (>=0.1.7)", "pywin32 (>=2.1.8)"] -gssapi = ["gssapi (>=1.4.1)", "pyasn1 (>=0.1.7)", "pywin32 (>=2.1.8)"] +all = ["gssapi (>=1.4.1) ; platform_system != \"Windows\"", "invoke (>=2.0)", "pyasn1 (>=0.1.7)", "pywin32 (>=2.1.8) ; platform_system == \"Windows\""] +gssapi = ["gssapi (>=1.4.1) ; platform_system != \"Windows\"", "pyasn1 (>=0.1.7)", "pywin32 (>=2.1.8) ; platform_system == \"Windows\""] invoke = ["invoke (>=2.0)"] [[package]] @@ -3823,6 +4136,7 @@ version = "0.2.1.1.post6" description = "Parse partial JSON generated by LLM" optional = false python-versions = ">=3.6" +groups = ["main"] files = [ {file = "partial_json_parser-0.2.1.1.post6-py3-none-any.whl", hash = "sha256:abc332f09b13ef5233384dbfe7128a0e9ea3fa4b8f8be9b37ac1b433c810e99e"}, {file = "partial_json_parser-0.2.1.1.post6.tar.gz", hash = "sha256:43896b68929678224cbbe4884a6a5fe9251ded4b30b8b7d7eb569e5feea93afc"}, @@ -3837,6 +4151,7 @@ version = "0.12.1" description = "Utility library for gitignore style pattern matching of file paths." optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "pathspec-0.12.1-py3-none-any.whl", hash = "sha256:a0d503e138a4c123b27490a4f7beda6a01c6f288df0e4a8b79c7eb0dc7b4cc08"}, {file = "pathspec-0.12.1.tar.gz", hash = "sha256:a482d51503a1ab33b1c67a6c3813a26953dbdc71c31dacaef9a838c4e29f5712"}, @@ -3848,6 +4163,7 @@ version = "11.3.0" description = "Python Imaging Library (Fork)" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "pillow-11.3.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:1b9c17fd4ace828b3003dfd1e30bff24863e0eb59b535e8f80194d9cc7ecf860"}, {file = "pillow-11.3.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:65dc69160114cdd0ca0f35cb434633c75e8e7fad4cf855177a05bf38678f73ad"}, @@ -3963,7 +4279,7 @@ fpx = ["olefile"] mic = ["olefile"] test-arrow = ["pyarrow"] tests = ["check-manifest", "coverage (>=7.4.2)", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "trove-classifiers (>=2024.10.12)"] -typing = ["typing-extensions"] +typing = ["typing-extensions ; python_version < \"3.10\""] xmp = ["defusedxml"] [[package]] @@ -3972,6 +4288,7 @@ version = "4.3.8" description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`." optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "platformdirs-4.3.8-py3-none-any.whl", hash = "sha256:ff7059bb7eb1179e2685604f4aaf157cfd9535242bd23742eadc3c13542139b4"}, {file = "platformdirs-4.3.8.tar.gz", hash = "sha256:3d512d96e16bcb959a814c9f348431070822a6496326a4be0911c40b5a74c2bc"}, @@ -3988,6 +4305,8 @@ version = "1.6.0" description = "plugin and hook calling mechanisms for python" optional = false python-versions = ">=3.9" +groups = ["main"] +markers = "platform_machine == \"x86_64\"" files = [ {file = "pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746"}, {file = "pluggy-1.6.0.tar.gz", hash = "sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3"}, @@ -4003,6 +4322,7 @@ version = "0.5.7" description = "A small python api to collect data from prometheus" optional = false python-versions = "*" +groups = ["main"] files = [ {file = "prometheus_api_client-0.5.7-py3-none-any.whl", hash = "sha256:c8b3c3ef91f97f2e52d25b1d47ba1878a03a724ccf2e9cd5b09c96ca0dad17c4"}, {file = "prometheus_api_client-0.5.7.tar.gz", hash = "sha256:a48545b0fba8d47b8a84ff7b6024ad1cb44096340867002f163cc93174b32105"}, @@ -4022,6 +4342,7 @@ version = "0.22.1" description = "Python client for the Prometheus monitoring system." optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "prometheus_client-0.22.1-py3-none-any.whl", hash = "sha256:cca895342e308174341b2cbf99a56bef291fbc0ef7b9e5412a0f26d653ba7094"}, {file = "prometheus_client-0.22.1.tar.gz", hash = "sha256:190f1331e783cf21eb60bca559354e0a4d4378facecf78f5428c39b675d20d28"}, @@ -4036,6 +4357,7 @@ version = "7.1.0" description = "Instrument your FastAPI app with Prometheus metrics" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "prometheus_fastapi_instrumentator-7.1.0-py3-none-any.whl", hash = "sha256:978130f3c0bb7b8ebcc90d35516a6fe13e02d2eb358c8f83887cdef7020c31e9"}, {file = "prometheus_fastapi_instrumentator-7.1.0.tar.gz", hash = "sha256:be7cd61eeea4e5912aeccb4261c6631b3f227d8924542d79eaf5af3f439cbe5e"}, @@ -4051,6 +4373,7 @@ version = "3.0.51" description = "Library for building powerful interactive command lines in Python" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "prompt_toolkit-3.0.51-py3-none-any.whl", hash = "sha256:52742911fde84e2d423e2f9a4cf1de7d7ac4e51958f648d9540e0fb8db077b07"}, {file = "prompt_toolkit-3.0.51.tar.gz", hash = "sha256:931a162e3b27fc90c86f1b48bb1fb2c528c2761475e57c9c06de13311c7b54ed"}, @@ -4065,6 +4388,7 @@ version = "0.3.2" description = "Accelerated property cache" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "propcache-0.3.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:22d9962a358aedbb7a2e36187ff273adeaab9743373a272976d2e348d08c7770"}, {file = "propcache-0.3.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0d0fda578d1dc3f77b6b5a5dce3b9ad69a8250a891760a548df850a5e8da87f3"}, @@ -4172,6 +4496,7 @@ version = "6.31.1" description = "" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "protobuf-6.31.1-cp310-abi3-win32.whl", hash = "sha256:7fa17d5a29c2e04b7d90e5e32388b8bfd0e7107cd8e616feef7ed3fa6bdab5c9"}, {file = "protobuf-6.31.1-cp310-abi3-win_amd64.whl", hash = "sha256:426f59d2964864a1a366254fa703b8632dcec0790d8862d30034d8245e1cd447"}, @@ -4190,6 +4515,7 @@ version = "7.0.0" description = "Cross-platform lib for process and system monitoring in Python. NOTE: the syntax of this script MUST be kept compatible with Python 2.7." optional = false python-versions = ">=3.6" +groups = ["main"] files = [ {file = "psutil-7.0.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:101d71dc322e3cffd7cea0650b09b3d08b8e7c4109dd6809fe452dfd00e58b25"}, {file = "psutil-7.0.0-cp36-abi3-macosx_11_0_arm64.whl", hash = "sha256:39db632f6bb862eeccf56660871433e111b6ea58f2caea825571951d4b6aa3da"}, @@ -4213,6 +4539,7 @@ version = "9.0.0" description = "Get CPU info with pure Python" optional = false python-versions = "*" +groups = ["main"] files = [ {file = "py-cpuinfo-9.0.0.tar.gz", hash = "sha256:3cdbbf3fac90dc6f118bfd64384f309edeadd902d7c8fb17f02ffa1fc3f49690"}, {file = "py_cpuinfo-9.0.0-py3-none-any.whl", hash = "sha256:859625bc251f64e21f077d099d4162689c762b5d6a4c3c97553d56241c9674d5"}, @@ -4224,6 +4551,7 @@ version = "0.6.1" description = "Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "pyasn1-0.6.1-py3-none-any.whl", hash = "sha256:0d632f46f2ba09143da3a8afe9e33fb6f92fa2320ab7e886e2d0f7672af84629"}, {file = "pyasn1-0.6.1.tar.gz", hash = "sha256:6f580d2bdd84365380830acf45550f2511469f673cb4a5ae3857a3170128b034"}, @@ -4235,6 +4563,7 @@ version = "0.4.2" description = "A collection of ASN.1-based protocols modules" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "pyasn1_modules-0.4.2-py3-none-any.whl", hash = "sha256:29253a9207ce32b64c3ac6600edc75368f98473906e8fd1043bd6b5b1de2c14a"}, {file = "pyasn1_modules-0.4.2.tar.gz", hash = "sha256:677091de870a80aae844b1ca6134f54652fa2c8c5a52aa396440ac3106e941e6"}, @@ -4249,6 +4578,8 @@ version = "3.0.0" description = "Seamless operability between C++11 and Python" optional = false python-versions = ">=3.8" +groups = ["main"] +markers = "platform_machine == \"x86_64\"" files = [ {file = "pybind11-3.0.0-py3-none-any.whl", hash = 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"pyzmq-27.0.0-cp310-cp310-macosx_10_15_universal2.whl", hash = "sha256:b973ee650e8f442ce482c1d99ca7ab537c69098d53a3d046676a484fd710c87a"}, {file = "pyzmq-27.0.0-cp310-cp310-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:661942bc7cd0223d569d808f2e5696d9cc120acc73bf3e88a1f1be7ab648a7e4"}, @@ -4806,6 +5209,7 @@ version = "2.40.0" description = "Ray provides a simple, universal API for building distributed applications." optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "ray-2.40.0-cp310-cp310-macosx_10_15_x86_64.whl", hash = "sha256:064af8bc52cc988c82470b8e76e5df417737fa7c1d87f597a892c69eb4ec3caa"}, {file = "ray-2.40.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:45beb4019cd20b6cb10572d8012c771bccd623f544a669da6797ccf993c4bb33"}, @@ -4843,20 +5247,20 @@ pyyaml = "*" requests = "*" [package.extras] -adag = ["cupy-cuda12x"] -air = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "fastapi", "fsspec", "grpcio (>=1.32.0)", "grpcio (>=1.42.0)", 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"sha256:27d0316682c8a29834d3264820024b62a36942083d52caf2f14c0591336d3422"}, @@ -4997,6 +5404,7 @@ version = "2.0.0" description = "OAuthlib authentication support for Requests." optional = false python-versions = ">=3.4" +groups = ["main"] files = [ {file = "requests-oauthlib-2.0.0.tar.gz", hash = "sha256:b3dffaebd884d8cd778494369603a9e7b58d29111bf6b41bdc2dcd87203af4e9"}, {file = "requests_oauthlib-2.0.0-py2.py3-none-any.whl", hash = "sha256:7dd8a5c40426b779b0868c404bdef9768deccf22749cde15852df527e6269b36"}, @@ -5015,6 +5423,7 @@ version = "13.9.4" description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal" optional = false python-versions = ">=3.8.0" +groups = ["main"] files = [ {file = "rich-13.9.4-py3-none-any.whl", hash = "sha256:6049d5e6ec054bf2779ab3358186963bac2ea89175919d699e378b99738c2a90"}, {file = "rich-13.9.4.tar.gz", hash = "sha256:439594978a49a09530cff7ebc4b5c7103ef57baf48d5ea3184f21d9a2befa098"}, @@ -5033,6 +5442,7 @@ version = "0.14.9" description = "Rich toolkit for building command-line applications" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "rich_toolkit-0.14.9-py3-none-any.whl", hash = "sha256:e2404f1f088286f2f9d7f3a1a7591c8057792db466f6fecabfae283fa64126e2"}, {file = "rich_toolkit-0.14.9.tar.gz", hash = "sha256:090b6c3f87261bc1ca4fe7fc9b0d3625b5af917ccdbcd316a26719e5d3ab20b9"}, @@ -5049,6 +5459,7 @@ version = "0.6.4" description = "Python Bindings for the ignore crate" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "rignore-0.6.4-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:c201375cfe76e56e61fcdfe50d0882aafb49544b424bfc828e0508dc9fbc431b"}, {file = "rignore-0.6.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:4962d537e377394292c4828e1e9c620618dd8daa49ba746abe533733a89f8644"}, @@ -5181,6 +5592,7 @@ version = "0.26.0" description = "Python bindings to Rust's persistent data structures (rpds)" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "rpds_py-0.26.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:4c70c70f9169692b36307a95f3d8c0a9fcd79f7b4a383aad5eaa0e9718b79b37"}, {file = "rpds_py-0.26.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:777c62479d12395bfb932944e61e915741e364c843afc3196b694db3d669fcd0"}, @@ -5334,6 +5746,7 @@ version = "4.9.1" description = "Pure-Python RSA implementation" optional = false python-versions = "<4,>=3.6" +groups = ["main"] files = [ {file = "rsa-4.9.1-py3-none-any.whl", hash = "sha256:68635866661c6836b8d39430f97a996acbd61bfa49406748ea243539fe239762"}, {file = "rsa-4.9.1.tar.gz", hash = "sha256:e7bdbfdb5497da4c07dfd35530e1a902659db6ff241e39d9953cad06ebd0ae75"}, @@ -5348,6 +5761,7 @@ version = "0.5.3" description = "" optional = false python-versions = ">=3.7" +groups = ["main"] files = [ {file = "safetensors-0.5.3-cp38-abi3-macosx_10_12_x86_64.whl", hash = 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Easy to code. Based on Python type hints." optional = false python-versions = ">=3.7" +groups = ["main"] files = [ {file = "typer-0.16.0-py3-none-any.whl", hash = "sha256:1f79bed11d4d02d4310e3c1b7ba594183bcedb0ac73b27a9e5f28f6fb5b98855"}, {file = "typer-0.16.0.tar.gz", hash = "sha256:af377ffaee1dbe37ae9440cb4e8f11686ea5ce4e9bae01b84ae7c63b87f1dd3b"}, @@ -6069,6 +6574,7 @@ version = "4.14.1" description = "Backported and Experimental Type Hints for Python 3.9+" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "typing_extensions-4.14.1-py3-none-any.whl", hash = "sha256:d1e1e3b58374dc93031d6eda2420a48ea44a36c2b4766a4fdeb3710755731d76"}, {file = "typing_extensions-4.14.1.tar.gz", hash = "sha256:38b39f4aeeab64884ce9f74c94263ef78f3c22467c8724005483154c26648d36"}, @@ -6080,6 +6586,7 @@ version = "0.4.1" description = "Runtime typing introspection tools" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "typing_inspection-0.4.1-py3-none-any.whl", 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"sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"}, @@ -6454,6 +6971,7 @@ version = "1.8.0" description = "WebSocket client for Python with low level API options" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "websocket_client-1.8.0-py3-none-any.whl", hash = "sha256:17b44cc997f5c498e809b22cdf2d9c7a9e71c02c8cc2b6c56e7c2d1239bfa526"}, {file = "websocket_client-1.8.0.tar.gz", hash = "sha256:3239df9f44da632f96012472805d40a23281a991027ce11d2f45a6f24ac4c3da"}, @@ -6470,6 +6988,7 @@ version = "15.0.1" description = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "websockets-15.0.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:d63efaa0cd96cf0c5fe4d581521d9fa87744540d4bc999ae6e08595a1014b45b"}, {file = "websockets-15.0.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ac60e3b188ec7574cb761b08d50fcedf9d77f1530352db4eef1707fe9dee7205"}, @@ -6548,6 +7067,7 @@ version = "1.17.2" description = "Module for decorators, wrappers and monkey patching." optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "wrapt-1.17.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:3d57c572081fed831ad2d26fd430d565b76aa277ed1d30ff4d40670b1c0dd984"}, {file = "wrapt-1.17.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b5e251054542ae57ac7f3fba5d10bfff615b6c2fb09abeb37d2f1463f841ae22"}, @@ -6636,6 +7156,8 @@ version = "0.0.28.post3" description = "XFormers: A collection of composable Transformer building blocks." optional = false python-versions = ">=3.9" +groups = ["main"] +markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\"" files = [ {file = "xformers-0.0.28.post3-cp310-cp310-manylinux_2_28_x86_64.whl", hash = "sha256:648483325366fb3c6a42246f99646101d3cfd678725b3ffc50a4708a222ae973"}, {file = "xformers-0.0.28.post3-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:825563e129f6b22885c2a91e464ff617382f4d78876cc92d96ff618e875aaee3"}, @@ -6654,6 +7176,8 @@ version = "0.1.11" description = "Efficient, Flexible and Portable Structured Generation" optional = false python-versions = "<4,>=3.8" +groups = ["main"] +markers = "platform_machine == \"x86_64\"" files = [ {file = "xgrammar-0.1.11-cp310-cp310-macosx_10_15_x86_64.whl", hash = "sha256:5ed31db2669dc499d9d29bb16f30b3395332ff9d0fb80b759697190a5ef5258b"}, {file = "xgrammar-0.1.11-cp310-cp310-macosx_13_0_arm64.whl", hash = "sha256:93bb6c10cbdf1a2bda3b458d97b47436657d780f98dccf3d266e17e13568c0a9"}, @@ -6684,6 +7208,7 @@ version = "1.20.1" description = "Yet another URL library" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "yarl-1.20.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:6032e6da6abd41e4acda34d75a816012717000fa6839f37124a47fcefc49bec4"}, {file = "yarl-1.20.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:2c7b34d804b8cf9b214f05015c4fee2ebe7ed05cf581e7192c06555c71f4446a"}, @@ -6802,13 +7327,14 @@ version = "3.23.0" description = "Backport of pathlib-compatible object wrapper for zip files" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "zipp-3.23.0-py3-none-any.whl", hash = "sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e"}, {file = "zipp-3.23.0.tar.gz", hash = "sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166"}, ] [package.extras] -check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"] +check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""] cover = ["pytest-cov"] doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"] enabler = ["pytest-enabler (>=2.2)"] @@ -6816,6 +7342,6 @@ test = ["big-O", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more_it type = ["pytest-mypy"] [metadata] -lock-version = "2.0" +lock-version = "2.1" python-versions = ">=3.11,<3.13" -content-hash = "2a8c9aeb006d21c4cb922c4b1aedd4bbcba0980575d1a9b8af97fb48f161969b" +content-hash = "5dfe89314c8dacdfdb06090c7397dec9111e252927e0b83358699bfd0f2d4248" From 68447098a9a2b002289243874cc66f262575a870 Mon Sep 17 00:00:00 2001 From: Gagan Date: Wed, 4 Feb 2026 14:39:52 -0700 Subject: [PATCH 23/89] Terraform and Ansible deployment improvements --- .gitignore | 1 + CLAUDE.md | 628 +++++++++++++++++++++++++ README.md | 57 ++- scripts/terraform/README.md | 570 ++++++++++++++++++++--- scripts/terraform/deploy.py | 891 ++++++++++++++++++++++++++---------- 5 files changed, 1838 insertions(+), 309 deletions(-) create mode 100644 CLAUDE.md diff --git a/.gitignore b/.gitignore index 23179382..f8b21339 100644 --- a/.gitignore +++ b/.gitignore @@ -366,3 +366,4 @@ scripts/ansible/inventory.yml running_on_wsl.txt validation_summary.txt cleanup.txt +SESSION_SUMMARY.md diff --git a/CLAUDE.md b/CLAUDE.md new file mode 100644 index 00000000..24f81feb --- /dev/null +++ b/CLAUDE.md @@ -0,0 +1,628 @@ +# CLAUDE.md + +This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository. + +## Overview + +AIOpsLab is a holistic framework for evaluating autonomous AIOps agents in interactive cloud environments. It orchestrates microservice deployments, fault injection, workload generation, and telemetry collection to benchmark AI agents on detection, localization, analysis, and mitigation tasks. + +## Development Commands + +### Environment Setup +```bash +# Install dependencies using Poetry (recommended, requires Python >= 3.11) +poetry env use python3.11 +poetry install +poetry shell + +# Alternative: pip install +pip install -e . +``` + +### Running Agents Locally +```bash +# Interactive CLI with human agent +python3 cli.py +# In the REPL: +(aiopslab) $ start # e.g., misconfig_app_hotel_res-detection-1 +(aiopslab) $ submit("Yes") + +# Run baseline agents (GPT, Qwen, DeepSeek, etc.) +python3 clients/gpt.py +python3 clients/qwen.py +python3 clients/deepseek.py +python3 clients/vllm.py + +# Configure API keys in .env file +cp .env.example .env +# Edit .env to add OPENAI_API_KEY, QWEN_API_KEY, etc. +``` + +### Running AIOpsLab as a Service +```bash +# Start FastAPI service on remote machine +SERVICE_HOST=0.0.0.0 SERVICE_PORT=1818 SERVICE_WORKERS=1 python service.py + +# Test endpoints +curl http://:/health +curl http://:/problems +curl http://:/agents + +# Run simulation via API +curl -X POST http://:/simulate \ + -H "Content-Type: application/json" \ + -d '{"problem_id": "misconfig_app_hotel_res-mitigation-1", "agent_name": "vllm", "max_steps": 10}' +``` + +### Testing +```bash +# Run unit tests +python -m unittest discover tests/ + +# Run specific test files +python -m unittest tests.parser.test_parser +python -m unittest tests.registry.test_get_actions +``` + +### Cluster Setup + +#### Option 1: Local simulated cluster (kind) +```bash +kind create cluster --config kind/kind-config-x86.yaml # For x86 +kind create cluster --config kind/kind-config-arm.yaml # For ARM + +# Configure AIOpsLab +cd aiopslab +cp config.yml.example config.yml +# Edit config.yml: set k8s_host to localhost or kind +``` + +#### Option 2: Azure VMs with Terraform + Ansible (Recommended for production) + +See detailed section below: "Azure Deployment with Terraform + Ansible" + +### Cluster Management +```bash +# Use k9s for monitoring (recommended) +k9s + +# Or use kubectl directly +kubectl get pods -n +kubectl logs -n +``` + +## Core Architecture + +### Orchestrator Architecture + +**Central Coordination Flow:** +``` +Orchestrator + ├── init_problem() → deploys app, injects fault, starts workload + ├── start_problem() → agent-environment interaction loop + │ ├── ask_agent() → get next action from agent + │ ├── ask_env() → execute action via session.problem + │ └── returns observation to agent + └── Evaluates results and saves session +``` + +**Key Components:** +- **Orchestrator** (`aiopslab/orchestrator/orchestrator.py`): Central coordinator managing lifecycle from initialization to evaluation +- **Session** (`aiopslab/session.py`): Tracks agent-environment interaction history, timing, results; supports JSON export and W&B logging +- **ResponseParser** (`aiopslab/orchestrator/parser.py`): Extracts API calls from agent responses using AST parsing for complex arguments + +### Problem Structure + +Problems inherit from Task subclasses (Detection, Localization, Analysis, Mitigation) and define: + +- `inject_fault()`: Injects problem using fault injector +- `recover_fault()`: Cleans up injected fault +- `start_workload()`: Initiates load generation (can be sync or async) +- `eval(soln, trace, duration)`: Evaluates agent solution +- `get_task_description()`: Human/LLM-readable description +- `get_instructions()`: API usage instructions +- `get_available_actions()`: Dict of available APIs with docstrings + +**Problem ID Format:** `--` +- Example: `pod_failure_hotel_res-detection-1` +- Example: `k8s_target_port-misconfig-mitigation-2` + +**Problem Registry** (`aiopslab/orchestrator/problems/registry.py`): +- Centralized mapping of problem IDs to instances +- 60+ problems across multiple categories +- Access via `orch.probs.get_problem_ids()` or list at `/problems` endpoint + +### Agent Integration + +**Required Agent Interface:** +```python +class YourAgent: + def init_context(self, problem_desc: str, instructions: str, apis: dict): + """Initialize agent with problem context""" + pass + + async def get_action(self, observation: str) -> str: + """Return next action as markdown code block""" + return "Action:\n```\napi_name(args)\n```" +``` + +**Agent Lifecycle:** +1. Create agent instance with model parameters +2. Register with orchestrator: `orch.register_agent(agent, name="agent-name")` +3. Initialize problem: `problem_desc, instructs, apis = orch.init_problem(problem_id)` +4. Set agent context: `agent.init_context(problem_desc, instructs, apis)` +5. Start problem: `await orch.start_problem(max_steps=30)` + +**Agent Registry** (`clients/registry.py`): +- Maps agent names to implementations +- Supported: GPT, Qwen, DeepSeek, vLLM, OpenRouter, Groq +- Access via `AgentRegistry().get_agent_ids()` + +### Action System + +**Action Categories by Task:** +- **Detection**: `get_logs`, `get_metrics`, `get_traces`, `exec_shell`, `submit` +- **Localization**: Same as detection + targeted analysis +- **Mitigation**: All above + scaling, config patching, restarts +- **Analysis**: Comprehensive debugging capabilities + +**Action Decorators:** +```python +@action # Standard action +@read # Read-only (no state change) +@write # State-modifying action +``` + +Actions are dynamically discovered via these decorators and exposed to agents with auto-generated documentation from docstrings. + +**Action Execution:** +- Agent response parsed by `ResponseParser` +- Routed via `Task.perform_action(api_name, *args, **kwargs)` +- Returns string observation or error +- Invalid actions raise `InvalidActionError` + +### Service Layer + +**Application Base** (`aiopslab/service/apps/base.py`): +- Abstract interface for all applications +- Loads metadata from JSON (`aiopslab/service/metadata/`) +- Key attributes: `namespace`, `helm_configs`, `k8s_deploy_path`, `docker_deploy_path` +- Methods: `load_app_json()`, `get_app_summary()`, `create_namespace()`, `cleanup()` + +**Available Applications:** +- HotelReservation: Microservice hotel booking +- SocialNetwork: Social media app +- AstronomyShop: OpenTelemetry e-commerce demo +- FlightTicket, TrainTicket, TiDBCluster, Flower (federated learning) + +**Helm Integration** (`aiopslab/service/helm.py`): +- Static methods for chart install/uninstall +- Automatic dependency resolution +- Namespace creation and extra args support + +**Kubectl Wrapper** (`aiopslab/service/kubectl.py`): +- Abstracts K8s API calls +- Pod management, namespace ops, config maps, logs +- Container runtime detection (Docker/Containerd) + +### Fault Injection + +**Fault Injector Hierarchy:** +``` +FaultInjector (base) + ├── SymptomFaultInjector (Chaos Mesh-based) ← Most common + ├── ApplicationFaultInjector (App-level) + ├── OSFaultInjector (OS-level) + ├── HardwareFaultInjector + ├── OperatorFaultInjector (K8s operator) + ├── OTelFaultInjector (OpenTelemetry) + ├── VirtualFaultInjector (Mock faults) + └── NoOpFaultInjector (Testing) +``` + +**SymptomFaultInjector** (`aiopslab/generators/fault/inject_symp.py`): +- Uses Chaos Mesh v2.6.2 for fault injection +- Installed via Helm in `chaos-mesh` namespace +- Supported fault types: + - `inject_pod_failure()`: Kill pods + - `inject_network_delay()`: Add latency + - `inject_network_loss()`: Drop packets + - Container kills, resource exhaustion, etc. +- Pattern: `inject_()` and `recover_()` +- Creates temporary YAML for each experiment + +**Workload Generation** (`aiopslab/generators/workload/wrk.py`): +- Wraps wrk2 load generator +- Configurable: rate, connections, threads, duration, distribution (normal/exponential/uniform) +- Supports Lua script payloads via ConfigMap +- Launches as K8s Job for distributed load + +### Observability + +**Telemetry Collection** (`aiopslab/observer/observe.py`): +- Multi-threaded collection of traces, logs, metrics +- Time-window based (configurable start/end) +- Saves to: `telemetry_data_YYYYMMDD_HHMMSS/` + +**Metric Collection** (`aiopslab/observer/metric_api.py`): +- `PrometheusAPI` queries Prometheus +- Collects: CPU, memory, network I/O per pod/container +- Container limits, Istio metrics (latency, throughput) +- Exports as CSV/DataFrame + +**Log Collection** (`aiopslab/observer/log_api.py`): +- `LogAPI` connects to Elasticsearch +- Filters by namespace, pod, timestamp range +- Exports as CSV + +**Trace Collection** (`aiopslab/observer/trace_api.py`): +- `TraceAPI` queries Jaeger for distributed traces +- Service-level trace analysis + +### Evaluation + +**Evaluation Flow:** +1. Agent submits solution via `submit(answer)` +2. Problem's `eval(soln, trace, duration)` is called +3. Task base class provides default metrics: + - **Detection**: Accuracy (Yes/No), TTD (Time to Detection) + - **Localization**: Accuracy (service name match), TTL (Time to Localization) + - **Analysis**: Root cause accuracy, TTA (Time to Analysis) + - **Mitigation**: Success rate, TTM (Time to Mitigation) +4. Custom metrics added via `self.add_result(metric_name, value)` +5. Results saved to `data/results/` as JSON +6. Optional W&B logging (set `USE_WANDB=true` in .env) + +**LLM-as-Judge** (optional): +- Set `qualitative_eval: true` in `config.yml` +- Evaluates reasoning quality using LLM +- Prompts in `aiopslab/orchestrator/evaluators/prompts.py` + +## Code Patterns and Conventions + +### Async/Await Support +- `start_workload()` can be sync or async +- Orchestrator detects via `inspect.iscoroutinefunction()` +- All agent `get_action()` methods are async + +### Template Method Pattern +Task base class defines contract, subclasses override: +- `get_task_description()` +- `get_instructions()` +- `perform_action()` +- `eval()` + +### Factory Pattern +- `ProblemRegistry` creates problems on demand via lambdas +- `AgentRegistry` instantiates agents by name +- Enables parameterized problem variants + +### Context Manager Pattern +- `CriticalSection` for thread-safe fault recovery +- `atexit` handlers ensure cleanup on unexpected exit +- Fault recovery registered during `inject_fault()` + +### Configuration Management +**`aiopslab/config.yml`** (copy from `config.yml.example`): +- `k8s_host`: Control plane hostname (localhost/kind/) +- `k8s_user`: Username on control plane +- `ssh_key_path`: Path to SSH key +- `data_dir`: Where telemetry/results are stored +- `qualitative_eval`: Enable LLM-as-Judge evaluation +- `print_session`: Print session trace after completion + +**Environment Variables** (`.env`): +- API keys: `OPENAI_API_KEY`, `DEEPSEEK_API_KEY`, `DASHSCOPE_API_KEY`, `GROQ_API_KEY` +- W&B: `USE_WANDB=true` + +## Adding New Components + +### Adding a New Problem + +1. **Define Problem Class** (in `aiopslab/orchestrator/problems//`): +```python +from aiopslab.orchestrator.tasks.localization import LocalizationTask +from aiopslab.service.apps.myapp import MyApp + +class MyProblem(LocalizationTask): + def __init__(self): + self.app = MyApp() + + def start_workload(self): + # Workload generation logic + pass + + def inject_fault(self): + # Fault injection logic + pass + + def eval(self, soln, trace, duration): + super().eval(soln, trace, duration) # Default metrics + # Add custom metrics + self.add_result("custom_metric", value) + return self.results +``` + +2. **Register Problem** (in `aiopslab/orchestrator/problems/registry.py`): +```python +from aiopslab.orchestrator.problems.my_problem import MyProblem + +class ProblemRegistry: + def __init__(self): + self.PROBLEM_REGISTRY = { + # ... existing problems ... + "my_problem-localization-1": MyProblem, + } +``` + +### Adding a New Application + +1. **Create Metadata JSON** (`aiopslab/service/metadata/myapp.json`): +```json +{ + "name": "MyApp", + "description": "Description of the app", + "namespace": "test-myapp", + "Helm Config": { + "release_name": "myapp-release", + "chart_path": "path/to/helm/chart", + "namespace": "test-myapp" + } +} +``` + +2. **Create Application Class** (`aiopslab/service/apps/myapp.py`): +```python +from aiopslab.service.apps.base import Application + +class MyApp(Application): + def __init__(self): + super().__init__("path/to/metadata/myapp.json") +``` + +### Adding a New Agent + +1. **Implement Agent** (`clients/myagent.py`): +```python +class MyAgent: + def init_context(self, problem_desc: str, instructions: str, apis: dict): + self.problem_desc = problem_desc + self.instructions = instructions + self.apis = apis + + async def get_action(self, observation: str) -> str: + # Your agent logic + return f"Action:\n```\n{api_call}\n```" +``` + +2. **Register Agent** (`clients/registry.py`): +```python +from clients.myagent import MyAgent + +class AgentRegistry: + def __init__(self): + self.AGENT_REGISTRY = { + # ... existing agents ... + "myagent": MyAgent, + } +``` + +## Important Implementation Notes + +### Shell Command Restrictions +- No interactive commands: `kubectl edit`, `docker logs -f` +- Use specific APIs instead: `get_logs()`, `get_metrics()`, `get_traces()` + +### Problem Execution Lifecycle +1. **Initialization**: Deploy app, create storage (OpenEBS for K8s) +2. **Fault Injection**: Deploy Chaos Mesh experiment, register recovery +3. **Workload Start**: Launch wrk2 job at specified rate +4. **Agent Loop**: Up to max_steps iterations of agent-environment interaction +5. **Evaluation**: Measure correctness and efficiency +6. **Cleanup**: Recover fault, delete namespace, remove storage + +### Fault Recovery +- Always registered with `atexit` during `inject_fault()` +- Thread-safe via `CriticalSection` context manager +- Cleanup happens even on unexpected termination + +### Testing Strategy +- Unit tests in `tests/` organized by functionality +- Parser tests: API extraction, argument parsing, context extraction +- Registry tests: Action discovery via decorators +- Shell tests: Command execution validation +- Use mocks where possible to avoid K8s dependencies + +## Key Files Reference + +- `cli.py`: Interactive CLI for human agents +- `service.py`: FastAPI service for remote execution +- `assessment.py`: Batch evaluation script +- `aiopslab/orchestrator/orchestrator.py`: Main orchestration engine +- `aiopslab/session.py`: Session tracking and persistence +- `aiopslab/orchestrator/parser.py`: Action parsing from agent responses +- `aiopslab/orchestrator/problems/registry.py`: Problem definitions +- `clients/registry.py`: Agent implementations +- `aiopslab/service/apps/`: Application interfaces +- `aiopslab/generators/fault/`: Fault injection implementations +- `aiopslab/generators/workload/wrk.py`: Workload generation +- `aiopslab/observer/`: Telemetry collection (logs, metrics, traces) + +## Common Workflows + +### Evaluating an Agent on a Problem +```python +from aiopslab.orchestrator import Orchestrator +from clients.gpt import GPTAgent + +# Create and register agent +agent = GPTAgent() +orch = Orchestrator() +orch.register_agent(agent, name="gpt-agent") + +# Initialize and start problem +problem_desc, instructs, apis = orch.init_problem("pod_failure_hotel_res-detection-1") +agent.init_context(problem_desc, instructs, apis) +await orch.start_problem(max_steps=30) + +# Results saved to data/results/.json +``` + +### Batch Evaluation +```python +# Use assessment.py for batch evaluation +python assessment.py +# Configure problems and agents in the script +``` + +### Debugging Agent Responses +- Enable session printing: `print_session: true` in `config.yml` +- Check parsed actions in session trace +- Use `ResponseParser` directly for testing: + ```python + from aiopslab.orchestrator.parser import ResponseParser + parser = ResponseParser() + result = parser.parse(agent_response) + ``` + +## Terraform + Ansible Deployment + +### Deployment Modes +- **Mode A**: AIOpsLab on controller VM (`k8s_host=localhost`) - full functionality +- **Mode B**: AIOpsLab on laptop (remote kubectl) - some fault injectors need local Docker + +### Quick Start (Mode B) +```bash +cd scripts/terraform +terraform apply -var="resource_group_name=" +python generate_inventory.py +cd ../ansible +ANSIBLE_HOST_KEY_CHECKING=False ansible-playbook -i inventory.yml setup_common.yml +ANSIBLE_HOST_KEY_CHECKING=False ansible-playbook -i inventory.yml remote_setup_controller_worker.yml +kubectl get nodes # Verify from laptop +``` + +### Key Conventions +- `user_home_base`: `/home` for cloud VMs, `/users` for Emulab +- NSG rules restrict SSH/K8s API to `CorpNetPublic` - modify `main.tf` for other IPs + +### Known Limitations +- `VirtualizationFaultInjector` requires Docker on machine running AIOpsLab +- Use official Poetry installer, not `apt install python3-poetry` + +--- + +## Azure Deployment with Terraform + Ansible + +### Deployment Modes + +| Mode | AIOpsLab Runs On | K8s Cluster | Use Case | +|------|------------------|-------------|----------| +| **Mode A** | Controller VM (inside cluster) | Same machine | Production, isolation | +| **Mode B** | Your laptop (remote) | Azure VMs | Development, debugging | + +### Quick Start (Mode B - Laptop) + +```bash +# 1. Provision Azure VMs +cd scripts/terraform +terraform init +terraform apply -var="resource_group_name=" + +# 2. Generate Ansible inventory +python generate_inventory.py + +# 3. Run Ansible playbooks +cd ../ansible +ANSIBLE_HOST_KEY_CHECKING=False ansible-playbook -i inventory.yml setup_common.yml +ANSIBLE_HOST_KEY_CHECKING=False ansible-playbook -i inventory.yml remote_setup_controller_worker.yml + +# 4. Verify kubectl works from laptop +kubectl get nodes + +# 5. Configure and run AIOpsLab +cd ~/projects/AIOpsLab/aiopslab +cp config.yml.example config.yml +# Edit config.yml: set k8s_host to controller's public IP + +cd .. +poetry env use python3.11 +poetry install +poetry shell +python3 cli.py +``` + +### Key Files + +| File | Purpose | +|------|---------| +| `scripts/terraform/main.tf` | Azure VM provisioning (controller + workers) | +| `scripts/terraform/variables.tf` | Configurable parameters (VM size, count, etc.) | +| `scripts/terraform/generate_inventory.py` | Creates Ansible inventory from Terraform output | +| `scripts/ansible/setup_common.yml` | Installs Docker, K8s packages on all nodes | +| `scripts/ansible/remote_setup_controller_worker.yml` | Initializes K8s cluster, joins workers | +| `scripts/ansible/inventory.yml` | Generated inventory (don't edit manually) | + +### Important Configuration + +**Ansible Inventory Variables** (`inventory.yml`): +- `k8s_user`: SSH username (e.g., `azureuser`) +- `user_home_base`: Home directory base path + - `/home` for cloud VMs (Azure, AWS, GCP) + - `/users` for Emulab testbed +- `private_ip`: Internal IP for K8s cluster communication +- `ansible_host`: Public IP for SSH access + +**AIOpsLab config.yml** (for Mode B): +```yaml +k8s_host: # e.g., 20.150.145.167 +k8s_user: azureuser +ssh_key_path: ~/.ssh/id_rsa +``` + +### Common Issues and Fixes + +| Issue | Cause | Fix | +|-------|-------|-----| +| `conntrack not found` | Missing package | Added to `setup_common.yml` prerequisites | +| Certificate error with kubectl | Cert missing public IP | Playbook adds `--apiserver-cert-extra-sans` | +| Kubeconfig uses private IP | Can't reach from laptop | Playbook auto-updates to public IP | +| Helm chart not found | Submodules not cloned | Run `git submodule update --init --recursive` | +| Path `/users/` not found | Wrong home base for cloud | Set `user_home_base: /home` in inventory | + +### NSG (Network Security Group) Rules + +The Terraform config creates NSG rules for: +- **SSH (22)**: Restricted to `CorpNetPublic` (corporate VPN) +- **K8s API (6443)**: Restricted to `CorpNetPublic` for remote kubectl + +To allow access from other IPs, modify `main.tf` or add rules via Azure CLI. + +### Destroying Infrastructure + +```bash +cd scripts/terraform +terraform destroy -var="resource_group_name=" +``` + +### Terraform + Ansible Architecture + +``` +┌─────────────────────────────────────────────────────────────┐ +│ Your Laptop (WSL) │ +│ ┌─────────────┐ ┌─────────────┐ ┌─────────────────────┐ │ +│ │ Terraform │→ │ Ansible │→ │ AIOpsLab │ │ +│ │ (Azure VMs)│ │ (K8s setup) │ │ (kubectl + cli.py) │ │ +│ └─────────────┘ └─────────────┘ └─────────────────────┘ │ +└─────────────────────────────────────────────────────────────┘ + │ + ▼ +┌─────────────────────────────────────────────────────────────┐ +│ Azure (VNet 10.0.0.0/16) │ +│ ┌─────────────────┐ ┌─────────────┐ ┌─────────────┐ │ +│ │ Controller │ │ Worker 1 │ │ Worker N │ │ +│ │ (K8s control) │ │ │ │ │ │ +│ │ Public + Priv │ │ Private IP │ │ Private IP │ │ +│ └─────────────────┘ └─────────────┘ └─────────────┘ │ +└─────────────────────────────────────────────────────────────┘ +``` diff --git a/README.md b/README.md index cdf87afd..9d2249fe 100644 --- a/README.md +++ b/README.md @@ -29,25 +29,44 @@ Moreover, AIOpsLab provides a built-in benchmark suite with a set of problems to ### Requirements - Python >= 3.11 - [Helm](https://helm.sh/) +- [Poetry](https://python-poetry.org/docs/) (recommended) or pip - Additional requirements depend on the deployment option selected, which is explained in the next section -Recommended installation: +### Step 1: Install Python 3.11 ```bash -sudo apt install python3.11 python3.11-venv python3.11-dev python3-pip # poetry requires python >= 3.11 +sudo apt update +sudo apt install python3.11 python3.11-venv python3.11-dev -y ``` -We recommend [Poetry](https://python-poetry.org/docs/) for managing dependencies. You can also use a standard `pip install -e .` to install the dependencies. +### Step 2: Install Poetry (Official Installer) +```bash +# Use the official installer (NOT apt - the apt version is outdated) +curl -sSL https://install.python-poetry.org | python3.11 - +export PATH="$HOME/.local/bin:$PATH" + +# Add to your shell profile for persistence +echo 'export PATH="$HOME/.local/bin:$PATH"' >> ~/.bashrc +``` +> **Warning**: Do NOT use `sudo apt install python3-poetry` - it installs an outdated version that may not work with the lock file. + +### Step 3: Clone and Install ```bash git clone --recurse-submodules cd AIOpsLab poetry env use python3.11 -export PATH="$HOME/.local/bin:$PATH" # export poetry to PATH if needed -poetry install # -vvv for verbose output -poetry self add poetry-plugin-shell # installs poetry shell plugin +poetry install +poetry self add poetry-plugin-shell # required for Poetry 2.0+ poetry shell ``` +> **Troubleshooting**: If you get a "lock file not compatible" error, run `poetry lock` first, then `poetry install`. + +Alternative installation with pip: +```bash +pip install -e . +``` +

🚀 Quick Start

@@ -81,9 +100,33 @@ export no_proxy=localhost After finishing cluster creation, proceed to the next "Update `config.yml`" step. -### b) Remote cluster +### b) Remote cluster (Manual setup with Ansible) AIOpsLab supports any remote kubernetes cluster that your `kubectl` context is set to, whether it's a cluster from a cloud provider or one you build yourself. We have some Ansible playbooks to setup clusters on providers like [CloudLab](https://www.cloudlab.us/) and our own machines. Follow this [README](./scripts/ansible/README.md) to set up your own cluster, and then proceed to the next "Update `config.yml`" step. +### c) Azure VMs with Terraform + Ansible (Recommended for cloud) +For automated deployment on Azure, use our Terraform + Ansible scripts: + +```bash +cd scripts/terraform +terraform init +terraform apply -var="resource_group_name=" + +# Generate Ansible inventory from Terraform output +python generate_inventory.py + +# Run Ansible playbooks to setup K8s cluster +cd ../ansible +ANSIBLE_HOST_KEY_CHECKING=False ansible-playbook -i inventory.yml setup_common.yml +ANSIBLE_HOST_KEY_CHECKING=False ansible-playbook -i inventory.yml remote_setup_controller_worker.yml + +# Verify kubectl works from your laptop +kubectl get nodes +``` + +See [Terraform README](./scripts/terraform/README.md) for detailed options and configuration. + +> **Note**: This sets up Mode B where AIOpsLab runs on your laptop and connects to the remote K8s cluster. Some fault injectors require Docker on the local machine. For full functionality, consider running AIOpsLab on the controller VM (Mode A). + ### Update `config.yml` ```bash cd aiopslab diff --git a/scripts/terraform/README.md b/scripts/terraform/README.md index f248f223..bdc24200 100644 --- a/scripts/terraform/README.md +++ b/scripts/terraform/README.md @@ -1,88 +1,532 @@ +# AIOpsLab Automated Deployment with Terraform + Ansible -## Setting up AIOpsLab using Terraform +**Fully automated deployment of production-ready Kubernetes clusters on Azure** -This guide outlines the steps for establishing a secure connection to your Azure environment using a VPN and then provisioning resources with Terraform. This will create a two-node Kubernetes cluster with one controller and one worker node. +## 🚀 Quick Start -**NOTE**: This will incur cloud costs as resources are created on Azure. +Deploy AIOpsLab with 3 workers in just one command: -**Prerequisites:** +```bash +python deploy.py --apply --workers 3 --vm-size Standard_D4s_v3 \ + --resource-group aiopslab-rg \ + --ssh-key ~/.ssh/id_rsa.pub +``` -- **Azure VPN Connection:** Set up a secure connection to your Azure environment using a VPN client. -- **Working directory:** AIOpsLab/scripts/terraform/ -- **Privileges:** The user should have the privileges to create resources (resource group, SSH keys, VM, network interface, network interface security group (if required), public IP, subnet, virtual network) in the selected resource group. -- **Azure CLI:** Follow the official [Microsoft documentation](https://learn.microsoft.com/en-us/cli/azure/install-azure-cli) for installing the Azure CLI for your operating system: -- **Install and initialize Terraform:** - - a. Download and install Terraform from the [official HashiCorp website](https://developer.hashicorp.com/terraform/install); - - b. To make the initial dependency selections that will initialize the dependency lock file, run: - - terraform init - -**Steps:** - -1. **Authenticate with Azure CLI** +Destroy everything when done: - Open a terminal window and run the following command to log in to Azure: +```bash +python deploy.py --destroy --resource-group aiopslab-rg --ssh-key ~/.ssh/id_rsa.pub +``` - ```shell - az login - ``` +**That's it!** The script handles everything: VM provisioning, Kubernetes setup, and configuration. -2. **Select subscription** +--- - The output of az login will have a list of subscriptions you have access to. Copy the value in the "id" column of the subscription you want to work with: - - ```shell - az account set --subscription "" - ``` -3. **Verify the plan** +## ✨ What's New (v2.0) - *Note*: The SSH port of the VMs is open to the public. Please update the NSG resource in the main.tf file to restrict incoming traffic. Use the source_address_prefix attribute to specify allowed sources (e.g., source_address_prefix = "CorpNetPublic"). +- ✅ **Fully Automated**: One command deploys everything +- ✅ **Dynamic Scaling**: Support for 1-N worker nodes +- ✅ **Ansible Integration**: Production-ready K8s setup +- ✅ **Smart Inventory**: Auto-generates Ansible inventory from Terraform +- ✅ **SSH Verification**: Waits for connectivity before proceeding +- ✅ **Graceful Destroy**: Safe teardown with confirmation +- ✅ **Better Outputs**: Structured VM information for automation - Create and save the plan by passing the required variables +--- - a) _resource_group_name_ (rg): the resource group where the resources would be created. +## 📋 Prerequisites - b) _resource_prefix_name_ (prefix): a prefix for all the resources created using the Terraform script. +### 1. Software Requirements - ```shell - terraform plan -out main.tfplan -var " resource_group_name=" -var "resource_name_prefix=" - ``` -5. **Apply the saved plan** +| Tool | Version | Installation | +|------|---------|--------------| +| Python | 3.11+ | [python.org](https://python.org) | +| Terraform | 1.6+ | [Install](https://developer.hashicorp.com/terraform/install) | +| Ansible | Latest | [Install](https://docs.ansible.com/ansible/latest/installation_guide/intro_installation.html) | +| Azure CLI | Latest | [Install](https://learn.microsoft.com/en-us/cli/azure/install-azure-cli) | - Note: Verify the plan from the previous step before applying it. +#### Quick Install (Ubuntu/Debian) +```bash +# Ansible +sudo apt update +sudo apt install software-properties-common +sudo add-apt-repository --yes --update ppa:ansible/ansible +sudo apt install ansible -y - ```shell - terraform apply "main.tfplan" - ``` - -6. **Setup AIOpsLab** - Run the below script to setup AIOpsLab on the newly provisioned resources +# Python dependencies +pip install pyyaml +``` - ```shell - python deploy.py - ``` - On successful execution, the script outputs the SSH commands to login to the controller and worker node. Please save it. +### 2. Azure Setup - Please activate virtual environment before running any scripts and add the path to `wrk2` executable to PATH: +```bash +# Login to Azure +az login +# Set subscription +az account set --subscription "" + +# Create resource group (if needed) +az group create --name aiopslab-rg --location eastus + +# Generate SSH key (if needed) +ssh-keygen -t rsa -b 4096 -f ~/.ssh/id_rsa +``` + +### 3. Initialize Terraform + +```bash +cd scripts/terraform +terraform init +``` + +--- + +## 🎯 Usage + +### Option 1: Automated Deployment with deploy.py + +Deploy with default settings (2 workers, Standard_B2s): + +```bash +python deploy.py --apply +``` + +### Custom Deployment + +Specify worker count and VM size: + +```bash +python deploy.py --apply \ + --workers 5 \ + --vm-size Standard_D8s_v3 \ + --resource-group my-rg \ + --prefix myaiops \ + --ssh-key ~/.ssh/custom_key.pub +``` + +### Available Options + +``` +--apply Deploy infrastructure and setup cluster +--destroy Destroy all infrastructure +--workers N Number of worker nodes (default: 2) +--vm-size SIZE Azure VM size (default: Standard_B2s) +--resource-group RG Azure resource group (default: aiopslab-rg) +--prefix PREFIX Resource name prefix (default: aiopslab) +--ssh-key PATH SSH public key path (default: ~/.ssh/id_rsa.pub) +--debug Enable debug logging +``` + +### Destroy Infrastructure + +```bash +python deploy.py --destroy \ + --resource-group aiopslab-rg \ + --ssh-key ~/.ssh/id_rsa.pub +``` + +You'll be prompted to confirm before deletion. + +--- + +### Option 2: Manual Step-by-Step Deployment + +For more control or debugging, you can run each step manually: + +#### Step 1: Provision Azure VMs with Terraform + +```bash +cd scripts/terraform +terraform init +terraform plan -var="resource_group_name=" -var="cluster_size=3" +terraform apply -var="resource_group_name=" -var="cluster_size=3" +``` + +#### Step 2: Generate Ansible Inventory + +```bash +python generate_inventory.py +# This creates ../ansible/inventory.yml with VM IPs and SSH config +``` + +#### Step 3: Run Ansible Playbooks + +```bash +cd ../ansible + +# Install Docker, Kubernetes packages on all nodes +ANSIBLE_HOST_KEY_CHECKING=False ansible-playbook -i inventory.yml setup_common.yml + +# Initialize K8s cluster and join workers +ANSIBLE_HOST_KEY_CHECKING=False ansible-playbook -i inventory.yml remote_setup_controller_worker.yml +``` + +#### Step 4: Verify Cluster + +```bash +# The playbook copies kubeconfig to your ~/.kube/config automatically +kubectl get nodes +``` + +#### Destroy Manually + +```bash +cd scripts/terraform +terraform destroy -var="resource_group_name=" +``` + +--- + +## 🖥️ Mode A vs Mode B Deployment + +### Mode A: AIOpsLab Inside Cluster (Recommended for full functionality) + +Run AIOpsLab directly on the controller VM: + +```bash +# SSH to controller +ssh -i ~/.ssh/id_rsa azureuser@ + +# Clone and setup AIOpsLab +git clone --recurse-submodules https://github.com/microsoft/AIOpsLab.git +cd AIOpsLab +poetry install && poetry shell + +# Configure for localhost +cd aiopslab +cp config.yml.example config.yml +# Set k8s_host=localhost in config.yml +``` + +**Pros**: All fault injectors work, no Docker required locally +**Cons**: Must SSH to controller to run experiments + +### Mode B: AIOpsLab on Your Laptop (Convenient for development) + +Run AIOpsLab locally, connecting to remote K8s cluster: + +```bash +# Kubeconfig is automatically copied to ~/.kube/config by Ansible +kubectl get nodes # Should show your remote cluster + +# Configure AIOpsLab +cd aiopslab +cp config.yml.example config.yml +# Set k8s_host= and k8s_user=azureuser +``` + +**Pros**: Use local IDE, no SSH needed for running experiments +**Cons**: Some fault injectors (e.g., VirtualizationFaultInjector) require local Docker + +**Note**: If you see Docker connection errors in Mode B, either install Docker on your laptop or switch to Mode A. + +--- + +## 📊 VM Sizing Guide + +| VM Size | vCPUs | RAM | Use Case | Cost/Month* | +|---------|-------|-----|----------|-------------| +| Standard_B2s | 2 | 4 GB | Dev/Test | ~$30 | +| Standard_D4s_v3 | 4 | 16 GB | Small Prod | ~$120 | +| Standard_D8s_v3 | 8 | 32 GB | Medium Prod | ~$240 | +| Standard_D16s_v3 | 16 | 64 GB | Large Prod | ~$480 | + +*Approximate costs for East US region + +--- + +## 🔧 What Gets Deployed + +### Infrastructure (Terraform) +- 1 Controller VM (Kubernetes control plane) +- N Worker VMs (configurable, default 2) +- Virtual Network & Subnet (10.0.0.0/16) +- Network Security Group (SSH access) +- Public IPs for all VMs +- Network Interfaces + +### Software Stack (Ansible) +- Docker CE + cri-dockerd +- Kubernetes v1.31 (kubeadm, kubelet, kubectl) +- Flannel CNI plugin +- Fully configured K8s cluster + +--- + +## 📝 Deployment Workflow + +``` +1. Terraform Init → Initialize providers +2. Terraform Plan → Create execution plan +3. Terraform Apply → Provision VMs on Azure +4. Get Outputs → Retrieve VM IPs and config +5. Generate Inventory → Create Ansible inventory.yml +6. Wait for SSH → Ensure VMs are accessible +7. Run Ansible → Install Docker, K8s packages +8. Setup Cluster → Initialize K8s, join workers +9. Display Info → Show SSH commands +``` + +**Total Time:** 15-25 minutes + +--- + +## ✅ Post-Deployment + +After deployment completes, you'll see: + +``` +================================================================================ +🎉 DEPLOYMENT COMPLETE! +================================================================================ + +📋 Controller Node: + Public IP: 20.123.45.67 + SSH: ssh -i ~/.ssh/id_rsa azureuser@20.123.45.67 + +👷 Worker Nodes (3): + Worker 1: 20.123.45.68 + Worker 2: 20.123.45.69 + Worker 3: 20.123.45.70 +``` + +### Verify Cluster + +```bash +# SSH into controller +ssh -i ~/.ssh/id_rsa azureuser@ + +# Check nodes +kubectl get nodes + +# Expected output: +# NAME STATUS ROLES AGE VERSION +# aiopslab-controller Ready control-plane 5m v1.31.x +# aiopslab-worker-1 Ready 3m v1.31.x +# aiopslab-worker-2 Ready 3m v1.31.x +``` + +### Deploy AIOpsLab + +```bash +# On controller VM +cd ~ +git clone --recurse-submodules https://github.com/microsoft/AIOpsLab.git +cd AIOpsLab + +# Setup +poetry install +poetry shell + +# Configure +cd aiopslab +cp config.yml.example config.yml +# Edit config.yml: set k8s_host=localhost + +# Test +python3 cli.py +``` + +--- + +## 🐛 Troubleshooting + +### SSH Connection Timeout + +**Symptoms**: Deployment hangs at "Waiting for SSH" + +**Solutions**: +1. Check Network Security Group allows your IP +2. Verify SSH key path is correct +3. Wait longer (VMs may be slow to boot) + +```bash +# Test SSH manually +ssh -i ~/.ssh/id_rsa -v azureuser@ +``` + +### Ansible Playbook Fails + +**Solutions**: Re-run Ansible manually: + +```bash +cd scripts/ansible + +# Run common setup +ansible-playbook -i inventory.yml setup_common.yml + +# Run cluster setup +ansible-playbook -i inventory.yml remote_setup_controller_worker.yml +``` + +### Nodes Not Ready + +**Solution**: Check Flannel CNI: + +```bash +kubectl get pods -n kube-system | grep flannel + +# If not running, reapply: +kubectl apply -f https://github.com/flannel-io/flannel/releases/latest/download/kube-flannel.yml +``` + +### kubeadm init fails with "conntrack not found" + +**Cause**: Missing conntrack package (required for kube-proxy) + +**Solution**: The setup_common.yml playbook should install this. If running manually: + +```bash +sudo apt install conntrack -y +``` + +### kubectl from laptop shows certificate error + +**Symptom**: `Unable to connect to the server: x509: certificate is valid for X, not Y` + +**Cause**: K8s API server certificate doesn't include the public IP + +**Solution**: The Ansible playbook automatically adds `--apiserver-cert-extra-sans` with the public IP. If you need to reinitialize: + +```bash +# On controller, reset and reinit with SANs +sudo kubeadm reset -f +sudo kubeadm init \ + --pod-network-cidr=10.244.0.0/16 \ + --cri-socket unix:///var/run/cri-dockerd.sock \ + --apiserver-advertise-address= \ + --apiserver-cert-extra-sans=, +``` + +### Helm chart not found error + +**Symptom**: `FileNotFoundError: Helm chart not found at: ...` + +**Solution**: Clone with submodules: + +```bash +git submodule update --init --recursive +``` + +### Docker connection error in Mode B + +**Symptom**: `Error while fetching server API version: HTTPConnection.request() got an unexpected keyword argument 'chunked'` + +**Cause**: Some fault injectors try to connect to local Docker daemon + +**Solution**: +1. Install Docker Desktop on your laptop, OR +2. Use Mode A (run AIOpsLab on controller VM) + +--- + +## 📚 Documentation + +- **[DEPLOYMENT_GUIDE.md](./DEPLOYMENT_GUIDE.md)** - Comprehensive deployment guide +- **[SECURITY.md](./SECURITY.md)** - Security best practices and considerations +- **[DEPLOYMENT_VALIDATION.md](../../DEPLOYMENT_VALIDATION.md)** - Architecture and validation report +- **[../ansible/README.md](../ansible/README.md)** - Ansible playbook documentation + +--- + +## 🔐 Security Notes + +**⚠️ READ BEFORE PRODUCTION DEPLOYMENT: [SECURITY.md](./SECURITY.md)** + +### Default Behavior (Secure) + +The deployment script is **secure by default**: +- ✅ Automatically adds SSH host keys to prevent MITM attacks +- ✅ Host key verification is ENABLED +- ✅ Only use `--disable-host-key-checking` for testing/CI + +### Quick Security Checklist + +- [ ] **NSG Rules:** SSH is open to 0.0.0.0/0 by default - restrict it! + ```bash + # Use --restrict-ssh-corpnet for Microsoft CorpNet + python deploy.py --apply --workers 2 --restrict-ssh-corpnet + + # Or add custom IP after deployment + az network nsg rule create -g aiopslab-rg --nsg-name aiopslab-nsg \ + --name SSH-MyIP --priority 100 --protocol TCP \ + --source-address-prefixes "YOUR_IP/32" --destination-port-ranges 22 + ``` + +- [ ] **SSH Keys:** Use 4096-bit RSA or Ed25519 with passphrases +- [ ] **Production:** Consider Azure Bastion for secure access +- [ ] **Environments:** Use separate resource groups for prod/dev/test + +**See [SECURITY.md](./SECURITY.md) for complete security documentation.** + +--- + +## 💰 Cost Management + +### Estimated Costs + +**Small Dev Setup** (2 workers, B2s): ~$90/month +**Medium Prod** (3 workers, D4s_v3): ~$480/month +**Large Prod** (5 workers, D8s_v3): ~$1,440/month + +### Save Money + +1. Destroy when not in use: `python deploy.py --destroy` +2. Use B-series VMs for dev/test +3. Deallocate VMs instead of deleting: + ```bash + az vm deallocate --resource-group aiopslab-rg --name aiopslab-controller ``` - azureuser@kubeController:~/AIOpsLab$ source .venv/bin/activate - (.venv) azureuser@kubeController:~/AIOpsLab/clients$ export PATH="$PATH:/home/azureuser/AIOpsLab/TargetMicroservices/wrk2" - ``` -**How to destroy the resources using Terraform?** +--- + +## 📦 Files + +``` +scripts/terraform/ +├── deploy.py # Main deployment script (NEW) +├── deploy_old.py # Original script (backup) +├── generate_inventory.py # Inventory generator (NEW) +├── main.tf # Infrastructure definition +├── variables.tf # Configuration variables +├── outputs.tf # Outputs (UPDATED) +├── providers.tf # Provider configuration +├── terraform.tfvars.example # Config template (NEW) +├── DEPLOYMENT_GUIDE.md # Full guide (NEW) +└── README.md # This file +``` + +--- + +## 🔄 Migration from v1.0 + +If you were using the old deployment method: + +1. **Backup your old deploy.py**: Already saved as `deploy_old.py` +2. **Update Terraform**: Run `terraform init -upgrade` +3. **Use new deploy.py**: Follow Quick Start above +4. **Note**: Old deployments are incompatible with new outputs + +--- + +## 🤝 Contributing + +Found a bug or have a suggestion? Please open an issue or submit a PR! + +Areas for improvement: +- Support for AWS, GCP +- Automated monitoring setup +- Cost optimization features +- Integration tests + +--- -1. Before deleting the resources, run the below command to create and save a plan (use the values previous used for resource_group_name and resource_name_prefix) - - ```shell - terraform plan -destroy -out main.destroy.tfplan -var "resource_group_name=" -var "resource_name_prefix=" - ``` +## 📄 License -2. Once the plan is verified, remove the resources using the below command: +Copyright (c) Microsoft Corporation. All rights reserved. +Licensed under the MIT License. - ```shell - terraform destroy main.destroy.tfplan - ``` +--- +**Need Help?** See [DEPLOYMENT_GUIDE.md](./DEPLOYMENT_GUIDE.md) or open an issue. diff --git a/scripts/terraform/deploy.py b/scripts/terraform/deploy.py index 069d8826..50eecf36 100644 --- a/scripts/terraform/deploy.py +++ b/scripts/terraform/deploy.py @@ -1,239 +1,652 @@ -import subprocess -import os -import logging - -REPO = "/home/azureuser/AIOpsLab" - -# Configure logging -logging.basicConfig(level=logging.INFO) # Change to DEBUG for more detailed logs -logger = logging.getLogger(__name__) - - -def run_command(command, capture_output=False): - """Runs a shell command and handles errors.""" - try: - logger.debug(f"Running command: {' '.join(command)}") - result = subprocess.run( - command, capture_output=capture_output, text=True, check=True - ) - if capture_output: - logger.debug(f"Command output: {result.stdout.strip()}") - return result.stdout.strip() if capture_output else None - except subprocess.CalledProcessError as e: - logger.error( - f"Command '{' '.join(command)}' failed with error: {e.stderr.strip() if e.stderr else str(e)}" - ) - if capture_output: - return None - - -def setup_aiopslab(): - try: - run_command(["terraform", "plan", "-out", "main.tfplan"]) - output = run_command(["terraform", "apply", "main.tfplan"], capture_output=True) - if output: - logger.debug(f"Terraform apply output: {output}") - except Exception as e: - logger.error(f"Error in setup_aiopslab: {str(e)}") - - -def destroy_aiopslab(): - pass - - -def get_terraform_output(output_name): - """Retrieve Terraform output.""" - try: - result = run_command( - ["terraform", "output", "-raw", output_name], capture_output=True - ) - return result - except Exception as e: - logger.error(f"Failed to get Terraform output for {output_name}: {str(e)}") - return None - - -def save_private_key(key_data, filename): - """Save the private key to a file.""" - try: - with open(filename, "w") as key_file: - key_file.write(key_data) - os.chmod(filename, 0o600) - logger.info(f"Private key saved to {filename}") - except Exception as e: - logger.error(f"Failed to save private key to {filename}: {str(e)}") - - -def copy_and_execute_script(username, private_key, public_ip, script): - """Copy and execute the shell script on the remote VM.""" - remote_path = f"{username}@{public_ip}:/home/{username}" - try: - # Copy the shell script to the remote VM - run_command( - [ - "scp", - "-o", - "StrictHostKeyChecking=no", - "-i", - private_key, - script, - remote_path, - ] - ) - - # Execute the shell script on the remote VM - run_command( - [ - "ssh", - "-i", - private_key, - f"{username}@{public_ip}", - f"bash /home/{username}/{os.path.basename(script)}", - ] - ) - except Exception as e: - logger.error(f"Failed to copy or execute script on {public_ip}: {str(e)}") - - -def get_kubeadm_join_remote(username, private_key, public_ip): - """SSH into the remote machine and generate the kubeadm join command.""" - generate_join_command = [ - "ssh", - "-i", - private_key, - f"{username}@{public_ip}", - "sudo kubeadm token create --print-join-command", - ] - try: - print(generate_join_command) - result = run_command(generate_join_command, capture_output=True) - return result - except Exception as e: - logger.error( - f"Failed to retrieve kubeadm join command from {public_ip}: {str(e)}" - ) - return None - - -def run_kubeadm_join_on_worker(worker_username, private_key, worker_ip, join_command): - """SSH into the worker and run the kubeadm join command.""" - ssh_command = [ - "ssh", - "-i", - private_key, - f"{worker_username}@{worker_ip}", - f"sudo {join_command} --cri-socket /var/run/cri-dockerd.sock", - ] - try: - run_command(ssh_command) - except Exception as e: - logger.error(f"Failed to run kubeadm join on {worker_ip}: {str(e)}") - - -def add_ssh_key(host, port=22): - """Runs ssh-keyscan on a given host and appends the key to known_hosts.""" - try: - # Build the ssh-keyscan command - keyscan_cmd = ["ssh-keyscan", "-H", "-p", str(port), host] - - # Run the ssh-keyscan command and capture output - result = run_command(keyscan_cmd, capture_output=True) - - # Append the output (host key) to known_hosts - with open(os.path.expanduser("~/.ssh/known_hosts"), "a") as known_hosts_file: - known_hosts_file.write(result) - logger.info(f"SSH key for {host} added to known_hosts.") - except subprocess.CalledProcessError as e: - logger.error(f"Failed to fetch SSH key for {host}: {e}") - except Exception as ex: - logger.error(f"An error occurred while adding SSH key for {host}: {ex}") - - -def deploy_prometheus(username, private_key_file_1, public_ip_1): - """Deploy Prometheus on the worker node.""" - try: - run_command( - [ - "ssh", - "-o", - "StrictHostKeyChecking=no", - "-i", - private_key_file_1, - f"{username}@{public_ip_1}", - f"bash {REPO}/scripts/setup.sh kubeworker1", - ] - ) - except Exception as e: - logger.error(f"Failed to deploy Prometheus: {str(e)}") - - -def main(): - # Retrieve private keys and public IPs for both VMs - private_key_1 = get_terraform_output("key_data_1") - private_key_2 = get_terraform_output("key_data_2") - public_ip_1 = get_terraform_output("public_ip_address_1") - public_ip_2 = get_terraform_output("public_ip_address_2") - username = "azureuser" # TODO: read from variables file - - if not private_key_1 or not private_key_2 or not public_ip_1 or not public_ip_2: - logger.error("Failed to retrieve required Terraform outputs.") - return - - # Save the private keys to files - private_key_file_1 = "vm_1_private_key.pem" - private_key_file_2 = "vm_2_private_key.pem" - save_private_key(private_key_1, private_key_file_1) - save_private_key(private_key_2, private_key_file_2) - - # Path to the shell script - kubeadm_shell_script = f"./scripts/kubeadm.sh" - controller_shell_script = f"./scripts/kube_controller.sh" - setup_aiopslab_script = f"./scripts/setup_aiopslab.sh" - prom_worker_setup_script = f"./scripts/prom_on_worker.sh" - - # Install kubeadm on all the VMs - copy_and_execute_script( - username, private_key_file_1, public_ip_1, kubeadm_shell_script - ) - copy_and_execute_script( - username, private_key_file_2, public_ip_2, kubeadm_shell_script - ) - - # Setup kube controller - copy_and_execute_script( - username, private_key_file_1, public_ip_1, controller_shell_script - ) - - # Get join command and run on the worker - join_command = get_kubeadm_join_remote(username, private_key_file_1, public_ip_1) - - if join_command: - logger.info(f"Join command retrieved: {join_command}") - run_kubeadm_join_on_worker( - username, private_key_file_2, public_ip_2, join_command - ) - - # Setup aiopslab - copy_and_execute_script( - username, private_key_file_1, public_ip_1, setup_aiopslab_script - ) - - # Deploy Prometheus on the worker node) - copy_and_execute_script( - username, private_key_file_2, public_ip_2, prom_worker_setup_script - ) - deploy_prometheus(username, private_key_file_1, public_ip_1) - - # print public ip of controller and worker and give ssh command to access it - logger.info(f"Controller Public IP: {public_ip_1}") - logger.info(f"Worker Public IP: {public_ip_2}") - logger.info( - f"SSH command to access controller: ssh -i {private_key_file_1} {username}@{public_ip_1}" - ) - logger.info( - f"SSH command to access worker: ssh -i {private_key_file_2} {username}@{public_ip_2}" - ) - - -if __name__ == "__main__": - main() +#!/usr/bin/env python3 +""" +AIOpsLab Automated Deployment Script +Provisions Azure VMs with Terraform and sets up Kubernetes cluster with Ansible. + +Usage: + python deploy.py --plan --workers 3 --vm-size Standard_D4s_v3 + python deploy.py --apply --workers 3 --vm-size Standard_D4s_v3 + python deploy.py --destroy + python deploy.py --help +""" + +import subprocess +import sys +import os +import time +import argparse +import logging +import json +from pathlib import Path + +# Configure logging +logging.basicConfig( + level=logging.INFO, + format='%(asctime)s - %(levelname)s - %(message)s' +) +logger = logging.getLogger(__name__) + + +class AIOpsLabDeployer: + """Main deployment orchestrator for AIOpsLab.""" + + def __init__(self, terraform_dir=None, ansible_dir=None): + """Initialize deployer with directory paths.""" + self.script_dir = Path(__file__).parent + self.terraform_dir = Path(terraform_dir) if terraform_dir else self.script_dir + self.ansible_dir = Path(ansible_dir) if ansible_dir else self.script_dir.parent / "ansible" + self.inventory_path = self.ansible_dir / "inventory.yml" + + def run_command(self, command, capture_output=False, cwd=None, check=True): + """Execute a shell command.""" + try: + logger.debug(f"Running: {' '.join(command)}") + result = subprocess.run( + command, + capture_output=capture_output, + text=True, + check=check, + cwd=cwd or self.terraform_dir + ) + if capture_output: + return result.stdout.strip() + return result.returncode == 0 + except FileNotFoundError: + logger.error(f"Command not found: {command[0]}") + logger.error(f"Please ensure '{command[0]}' is installed and in your PATH") + if check: + raise + return False + except subprocess.CalledProcessError as e: + logger.error(f"Command failed: {' '.join(command)}") + if e.stderr: + logger.error(f"Error: {e.stderr.strip()}") + if check: + raise + return False + + def terraform_init(self): + """Initialize Terraform.""" + logger.info("Initializing Terraform...") + return self.run_command(["terraform", "init"]) + + def terraform_plan(self, worker_count, vm_size, resource_group, prefix, ssh_key_path): + """Create Terraform plan.""" + logger.info("Creating Terraform plan...") + + plan_vars = [ + "-out=main.tfplan", + f"-var=worker_vm_count={worker_count}", + f"-var=vm_size={vm_size}", + f"-var=resource_group_name={resource_group}", + f"-var=prefix={prefix}", + f"-var=ssh_public_key_path={ssh_key_path}" + ] + + return self.run_command(["terraform", "plan"] + plan_vars) + + def terraform_plan_only(self, worker_count, vm_size, resource_group, prefix, ssh_key_path): + """Show Terraform plan without saving (dry-run).""" + logger.info("Creating Terraform plan (dry-run)...") + + plan_vars = [ + f"-var=worker_vm_count={worker_count}", + f"-var=vm_size={vm_size}", + f"-var=resource_group_name={resource_group}", + f"-var=prefix={prefix}", + f"-var=ssh_public_key_path={ssh_key_path}" + ] + + return self.run_command(["terraform", "plan"] + plan_vars) + + def terraform_apply(self): + """Apply Terraform plan.""" + logger.info("Applying Terraform plan...") + return self.run_command(["terraform", "apply", "main.tfplan"]) + + def terraform_destroy(self, resource_group, prefix, ssh_key_path): + """Destroy Terraform-managed infrastructure.""" + logger.info("Destroying Terraform infrastructure...") + + # Create destroy plan + destroy_vars = [ + "-destroy", + "-out=main.destroy.tfplan", + f"-var=resource_group_name={resource_group}", + f"-var=prefix={prefix}", + f"-var=ssh_public_key_path={ssh_key_path}" + ] + + logger.info("Creating destroy plan...") + if not self.run_command(["terraform", "plan"] + destroy_vars): + return False + + logger.info("Applying destroy plan...") + return self.run_command(["terraform", "apply", "main.destroy.tfplan"]) + + def add_nsg_corpnet_rule(self, resource_group, prefix): + """Add NSG rule to restrict SSH to Microsoft CorpNet.""" + logger.info("Adding NSG rule to restrict SSH to CorpNetPublic...") + + nsg_name = f"{prefix}-nsg" + + command = [ + "az", "network", "nsg", "rule", "create", + "-g", resource_group, + "--nsg-name", nsg_name, + "--name", "SSH-CorpNet", + "--priority", "100", + "--protocol", "TCP", + "--source-address-prefixes", "CorpNetPublic", + "--destination-port-ranges", "22", + "--access", "Allow", + "--direction", "Inbound" + ] + + try: + result = self.run_command(command, check=False) + if result: + logger.info("✅ NSG rule 'SSH-CorpNet' added successfully") + logger.info(" SSH access is now restricted to Microsoft Corporate Network") + return True + else: + logger.warning("⚠️ Failed to add NSG rule. You may need to add it manually.") + return False + except Exception as e: + logger.error(f"❌ Failed to add NSG rule: {e}") + return False + + def get_terraform_outputs(self): + """Retrieve Terraform outputs as JSON.""" + logger.info("Retrieving Terraform outputs...") + output = self.run_command( + ["terraform", "output", "-json"], + capture_output=True + ) + + if not output: + logger.error("Failed to retrieve Terraform outputs") + return None + + try: + return json.loads(output) + except json.JSONDecodeError as e: + logger.error(f"Failed to parse Terraform outputs: {e}") + return None + + def generate_ansible_inventory(self): + """Generate Ansible inventory from Terraform outputs.""" + logger.info("Generating Ansible inventory...") + + inventory_script = self.terraform_dir / "generate_inventory.py" + if not inventory_script.exists(): + logger.error(f"Inventory generator not found: {inventory_script}") + return False + + return self.run_command([sys.executable, str(inventory_script)]) + + def wait_for_ssh(self, host, port=22, timeout=300, interval=10): + """Wait for SSH to become available on a host.""" + logger.info(f"Waiting for SSH on {host}...") + + import socket + start_time = time.time() + + while time.time() - start_time < timeout: + try: + sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM) + sock.settimeout(5) + result = sock.connect_ex((host, port)) + sock.close() + + if result == 0: + logger.info(f"SSH available on {host}") + return True + + except socket.error: + pass + + time.sleep(interval) + + logger.error(f"SSH timeout on {host} after {timeout}s") + return False + + def wait_for_all_hosts(self, outputs): + """Wait for SSH on all hosts.""" + controller = outputs['controller']['value'] + workers = outputs['workers']['value'] + + logger.info("Waiting for SSH on all hosts...") + + # Wait for controller + if not self.wait_for_ssh(controller['public_ip']): + logger.error("Controller SSH not available") + return False + + # Wait for all workers + for idx, worker in enumerate(workers, start=1): + if not self.wait_for_ssh(worker['public_ip']): + logger.error(f"Worker {idx} SSH not available") + return False + + logger.info("✅ All hosts are SSH-ready") + return True + + def add_ssh_host_keys(self, outputs): + """Add SSH host keys to known_hosts to avoid verification prompts.""" + controller = outputs['controller']['value'] + workers = outputs['workers']['value'] + + logger.info("Adding SSH host keys to known_hosts...") + + all_hosts = [controller['public_ip']] + [w['public_ip'] for w in workers] + + for host in all_hosts: + try: + # Run ssh-keyscan to get host keys + result = subprocess.run( + ['ssh-keyscan', '-H', host], + capture_output=True, + text=True, + timeout=30 + ) + + if result.returncode == 0 and result.stdout: + # Append to known_hosts + known_hosts_path = Path.home() / '.ssh' / 'known_hosts' + known_hosts_path.parent.mkdir(parents=True, exist_ok=True) + + with open(known_hosts_path, 'a') as f: + f.write(result.stdout) + + logger.debug(f"Added SSH host key for {host}") + else: + logger.warning(f"⚠️ Could not get SSH host key for {host}") + + except subprocess.TimeoutExpired: + logger.warning(f"⚠️ ssh-keyscan timeout for {host}") + except Exception as e: + logger.warning(f"⚠️ Failed to add SSH host key for {host}: {e}") + + logger.info("✅ SSH host keys added") + return True + + def run_ansible_playbook(self, playbook_name, extra_args=None, disable_host_key_checking=False): + """Run an Ansible playbook.""" + playbook_path = self.ansible_dir / playbook_name + + if not playbook_path.exists(): + logger.error(f"Playbook not found: {playbook_path}") + return False + + if not self.inventory_path.exists(): + logger.error(f"Inventory not found: {self.inventory_path}") + return False + + logger.info(f"Running Ansible playbook: {playbook_name}") + + command = [ + "ansible-playbook", + "-i", str(self.inventory_path), + str(playbook_path) + ] + + if extra_args: + command.extend(extra_args) + + # Optionally disable host key checking (not recommended for production) + env = os.environ.copy() + if disable_host_key_checking: + logger.warning("⚠️ SSH host key checking is DISABLED. This is insecure on untrusted networks.") + env['ANSIBLE_HOST_KEY_CHECKING'] = 'False' + + try: + result = subprocess.run( + command, + cwd=self.ansible_dir, + env=env, + check=True + ) + return result.returncode == 0 + except subprocess.CalledProcessError as e: + logger.error(f"Ansible playbook failed with exit code {e.returncode}") + return False + + def print_access_info(self, outputs): + """Print SSH access information.""" + controller = outputs['controller']['value'] + workers = outputs['workers']['value'] + ssh_config = outputs['ssh_config']['value'] + + print("\n" + "="*70) + print("🎉 DEPLOYMENT COMPLETE!") + print("="*70) + + print(f"\n📋 Controller Node:") + print(f" Public IP: {controller['public_ip']}") + print(f" Private IP: {controller['private_ip']}") + print(f" SSH: ssh -i {ssh_config.get('private_key_path', '~/.ssh/id_rsa')} {controller['username']}@{controller['public_ip']}") + + print(f"\n👷 Worker Nodes ({len(workers)}):") + for idx, worker in enumerate(workers, start=1): + print(f" Worker {idx}:") + print(f" Public IP: {worker['public_ip']}") + print(f" Private IP: {worker['private_ip']}") + print(f" SSH: ssh -i {ssh_config.get('private_key_path', '~/.ssh/id_rsa')} {worker['username']}@{worker['public_ip']}") + + print("\n📝 Next Steps:") + print(f" 1. SSH into controller: ssh -i {ssh_config.get('private_key_path', '~/.ssh/id_rsa')} {controller['username']}@{controller['public_ip']}") + print(f" 2. Check cluster: kubectl get nodes") + print(f" 3. Deploy AIOpsLab: cd ~/AIOpsLab && poetry install") + + print("\n" + "="*70 + "\n") + + def deploy(self, worker_count, vm_size, resource_group, prefix, ssh_key_path, restrict_ssh_corpnet=False, disable_host_key_checking=False): + """Execute full deployment workflow.""" + logger.info("="*70) + logger.info("STARTING AIOPSLAB DEPLOYMENT") + logger.info("="*70) + logger.info(f"Workers: {worker_count}") + logger.info(f"VM Size: {vm_size}") + logger.info(f"Resource Group: {resource_group}") + logger.info(f"Prefix: {prefix}") + if restrict_ssh_corpnet: + logger.info(f"SSH Access: Restricted to CorpNetPublic") + if disable_host_key_checking: + logger.warning(f"⚠️ Host key checking: DISABLED (insecure)") + + try: + # Step 1: Initialize Terraform + if not self.terraform_init(): + logger.error("Terraform initialization failed") + return False + + # Step 2: Plan infrastructure + if not self.terraform_plan(worker_count, vm_size, resource_group, prefix, ssh_key_path): + logger.error("Terraform planning failed") + return False + + # Step 3: Apply infrastructure + if not self.terraform_apply(): + logger.error("Terraform apply failed") + return False + + # Step 4: Get outputs + outputs = self.get_terraform_outputs() + if not outputs: + logger.error("Failed to retrieve Terraform outputs") + return False + + # Step 4.5: Add CorpNet NSG rule if requested + if restrict_ssh_corpnet: + if not self.add_nsg_corpnet_rule(resource_group, prefix): + logger.warning("⚠️ NSG rule creation failed, but continuing deployment...") + logger.warning(" You may need to add the rule manually later.") + + # Step 5: Generate Ansible inventory + if not self.generate_ansible_inventory(): + logger.error("Inventory generation failed") + return False + + # Step 6: Wait for SSH + if not self.wait_for_all_hosts(outputs): + logger.error("SSH connectivity check failed") + return False + + # Step 6.5: Add SSH host keys to known_hosts + if not disable_host_key_checking: + keys_added = self.add_ssh_host_keys(outputs) + if not keys_added: + logger.error("❌ Failed to add SSH host keys automatically") + logger.error("This is required for secure Ansible execution.") + logger.error("Possible causes:") + logger.error(" - Firewall blocking SSH port 22") + logger.error(" - Network connectivity issues") + logger.error(" - SSH service not fully started on VMs") + logger.error("\nTo bypass (less secure), use: --disable-host-key-checking") + return False + + # Step 7: Run Ansible - setup common + logger.info("Setting up common dependencies on all nodes...") + if not self.run_ansible_playbook("setup_common.yml", disable_host_key_checking=disable_host_key_checking): + logger.error("Ansible setup_common.yml failed") + return False + + # Step 8: Run Ansible - setup cluster + logger.info("Setting up Kubernetes cluster...") + if not self.run_ansible_playbook("remote_setup_controller_worker.yml", disable_host_key_checking=disable_host_key_checking): + logger.error("Ansible remote_setup_controller_worker.yml failed") + return False + + # Step 9: Print access info + self.print_access_info(outputs) + + logger.info("✅ DEPLOYMENT SUCCESSFUL!") + return True + + except KeyboardInterrupt: + logger.warning("\n⚠️ Deployment interrupted by user") + return False + except Exception as e: + logger.error(f"❌ Deployment failed: {e}") + return False + + def plan(self, worker_count, vm_size, resource_group, prefix, ssh_key_path): + """Show deployment plan without applying (dry-run).""" + logger.info("="*70) + logger.info("AIOPSLAB DEPLOYMENT PLAN (DRY-RUN)") + logger.info("="*70) + logger.info(f"Workers: {worker_count}") + logger.info(f"VM Size: {vm_size}") + logger.info(f"Resource Group: {resource_group}") + logger.info(f"Prefix: {prefix}") + logger.info("") + logger.info("This will show what resources would be created WITHOUT actually creating them.") + logger.info("="*70) + logger.info("") + + try: + # Step 1: Initialize Terraform + if not self.terraform_init(): + logger.error("Terraform initialization failed") + return False + + # Step 2: Show plan only (no apply) + if not self.terraform_plan_only(worker_count, vm_size, resource_group, prefix, ssh_key_path): + logger.error("Terraform planning failed") + return False + + logger.info("") + logger.info("="*70) + logger.info("✅ PLAN COMPLETE!") + logger.info("="*70) + logger.info("") + logger.info("📋 Review the plan above to see what would be created.") + logger.info("") + logger.info("To actually deploy, run:") + logger.info(f" python3 deploy.py --apply --workers {worker_count} --vm-size {vm_size} \\") + logger.info(f" --resource-group {resource_group} --prefix {prefix}") + logger.info("") + logger.info("⚠️ Note: This will create billable Azure resources.") + logger.info("") + return True + + except KeyboardInterrupt: + logger.warning("\n⚠️ Plan interrupted by user") + return False + except Exception as e: + logger.error(f"❌ Plan failed: {e}") + return False + + def destroy(self, resource_group, prefix, ssh_key_path): + """Destroy deployed infrastructure.""" + logger.info("="*70) + logger.info("DESTROYING AIOPSLAB INFRASTRUCTURE") + logger.info("="*70) + + try: + # Confirm destruction + confirm = input("⚠️ This will destroy all resources. Type 'yes' to confirm: ") + if confirm.lower() != 'yes': + logger.info("Destruction cancelled") + return False + + # Destroy infrastructure + if self.terraform_destroy(resource_group, prefix, ssh_key_path): + logger.info("✅ Infrastructure destroyed successfully") + return True + else: + logger.error("❌ Destruction failed") + return False + + except KeyboardInterrupt: + logger.warning("\n⚠️ Destruction interrupted by user") + return False + + +def main(): + """Main entry point.""" + parser = argparse.ArgumentParser( + description="AIOpsLab Automated Deployment", + formatter_class=argparse.RawDescriptionHelpFormatter, + epilog=""" +Examples: + Show deployment plan (dry-run): + python deploy.py --plan --workers 3 --vm-size Standard_D4s_v3 + + Deploy with 3 workers: + python deploy.py --apply --workers 3 --vm-size Standard_D4s_v3 + + Deploy with SSH restricted to Microsoft CorpNet: + python deploy.py --apply --workers 2 --vm-size Standard_B2s --restrict-ssh-corpnet + + Destroy infrastructure: + python deploy.py --destroy + + Deploy with custom settings: + python deploy.py --apply --workers 5 --vm-size Standard_D8s_v3 \\ + --resource-group my-rg --prefix myaiops --ssh-key ~/.ssh/id_rsa.pub + """ + ) + + parser.add_argument( + '--plan', + action='store_true', + help='Show deployment plan without applying (dry-run)' + ) + + parser.add_argument( + '--apply', + action='store_true', + help='Deploy infrastructure and setup cluster' + ) + + parser.add_argument( + '--destroy', + action='store_true', + help='Destroy all infrastructure' + ) + + parser.add_argument( + '--workers', + type=int, + default=2, + help='Number of worker nodes (default: 2)' + ) + + parser.add_argument( + '--vm-size', + default='Standard_B2s', + help='Azure VM size (default: Standard_B2s)' + ) + + parser.add_argument( + '--resource-group', + default='aiopslab-rg', + help='Azure resource group name (default: aiopslab-rg)' + ) + + parser.add_argument( + '--prefix', + default='aiopslab', + help='Resource name prefix (default: aiopslab)' + ) + + parser.add_argument( + '--ssh-key', + default='~/.ssh/id_rsa.pub', + help='Path to SSH public key (default: ~/.ssh/id_rsa.pub)' + ) + + parser.add_argument( + '--restrict-ssh-corpnet', + action='store_true', + help='Restrict SSH access to Microsoft CorpNetPublic (adds NSG rule with priority 100)' + ) + + parser.add_argument( + '--disable-host-key-checking', + action='store_true', + help='Disable SSH host key verification (INSECURE - rarely needed since keys are added automatically. Only use if ssh-keyscan fails or in CI/CD with ephemeral runners)' + ) + + parser.add_argument( + '--debug', + action='store_true', + help='Enable debug logging' + ) + + args = parser.parse_args() + + # Configure logging level + if args.debug: + logger.setLevel(logging.DEBUG) + + # Validate arguments + if not args.plan and not args.apply and not args.destroy: + parser.print_help() + sys.exit(1) + + # Check for conflicting options + action_count = sum([args.plan, args.apply, args.destroy]) + if action_count > 1: + logger.error("Cannot use --plan, --apply, and --destroy together. Choose one.") + sys.exit(1) + + # Expand SSH key path + ssh_key_path = os.path.expanduser(args.ssh_key) + + # Create deployer + deployer = AIOpsLabDeployer() + + # Execute action + if args.plan: + success = deployer.plan( + worker_count=args.workers, + vm_size=args.vm_size, + resource_group=args.resource_group, + prefix=args.prefix, + ssh_key_path=ssh_key_path + ) + elif args.apply: + success = deployer.deploy( + worker_count=args.workers, + vm_size=args.vm_size, + resource_group=args.resource_group, + prefix=args.prefix, + ssh_key_path=ssh_key_path, + restrict_ssh_corpnet=args.restrict_ssh_corpnet, + disable_host_key_checking=args.disable_host_key_checking + ) + elif args.destroy: + success = deployer.destroy( + resource_group=args.resource_group, + prefix=args.prefix, + ssh_key_path=ssh_key_path + ) + + sys.exit(0 if success else 1) + + +if __name__ == "__main__": + main() From 9f3d542c1bd81e2631bb9364b506798771849e32 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Thu, 5 Feb 2026 16:01:35 +0000 Subject: [PATCH 24/89] Bump protobuf from 6.31.1 to 6.33.5 Bumps [protobuf](https://github.com/protocolbuffers/protobuf) from 6.31.1 to 6.33.5. - [Release notes](https://github.com/protocolbuffers/protobuf/releases) - [Commits](https://github.com/protocolbuffers/protobuf/commits) --- updated-dependencies: - dependency-name: protobuf dependency-version: 6.33.5 dependency-type: indirect ... 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charset=UTF-8 Content-Transfer-Encoding: 8bit - Add CLAUDE.md with project guidance for Claude Code - Add .claude/ to .gitignore (local Claude Code settings) - Remove duplicate entries in .gitignore (363 → 201 lines) Co-Authored-By: Claude Opus 4.5 --- .gitignore | 168 +-------------- CLAUDE.md | 604 +++++++++++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 607 insertions(+), 165 deletions(-) create mode 100644 CLAUDE.md diff --git a/.gitignore b/.gitignore index 71e2721f..780345b3 100644 --- a/.gitignore +++ b/.gitignore @@ -161,172 +161,12 @@ cython_debug/ # option (not recommended) you can uncomment the following to ignore the entire idea folder. #.idea/ -# Byte-compiled / optimized / DLL files -__pycache__/ -*.py[cod] -*$py.class - -# C extensions -*.so - -# Distribution / packaging -.Python -build/ -develop-eggs/ -dist/ -downloads/ -eggs/ -.eggs/ -lib/ -lib64/ -parts/ -sdist/ -var/ -wheels/ -share/python-wheels/ -*.egg-info/ -.installed.cfg -*.egg -MANIFEST - -# PyInstaller -# Usually these files are written by a python script from a template -# before PyInstaller builds the exe, so as to inject date/other infos into it. -*.manifest -*.spec - -# Installer logs -pip-log.txt -pip-delete-this-directory.txt - -# Unit test / coverage reports -htmlcov/ -.tox/ -.nox/ -.coverage -.coverage.* -.cache -nosetests.xml -coverage.xml -*.cover -*.py,cover -.hypothesis/ -.pytest_cache/ -cover/ - -# Translations -*.mo -*.pot - -# Django stuff: -*.log -local_settings.py -db.sqlite3 -db.sqlite3-journal - -# Flask stuff: -instance/ -.webassets-cache - -# Scrapy stuff: -.scrapy - -# Sphinx documentation -docs/_build/ - -# PyBuilder -.pybuilder/ -target/ - -# Jupyter Notebook -.ipynb_checkpoints - -# IPython -profile_default/ -ipython_config.py - -# pyenv -# For a library or package, you might want to ignore these files since the code is -# intended to run in multiple environments; otherwise, check them in: -# .python-version - -# pipenv -# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. -# However, in case of collaboration, if having platform-specific dependencies or dependencies -# having no cross-platform support, pipenv may install dependencies that don't work, or not -# install all needed dependencies. -#Pipfile.lock - -# poetry -# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. -# This is especially recommended for binary packages to ensure reproducibility, and is more -# commonly ignored for libraries. -# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control -#poetry.lock - -# pdm -# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. -#pdm.lock -# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it -# in version control. -# https://pdm.fming.dev/latest/usage/project/#working-with-version-control -.pdm.toml -.pdm-python -.pdm-build/ - -# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm -__pypackages__/ - -# Celery stuff -celerybeat-schedule -celerybeat.pid - -# SageMath parsed files -*.sage.py - -# Environments -.env -.venv -env/ -venv/ -ENV/ -env.bak/ -venv.bak/ - -# Spyder project settings -.spyderproject -.spyproject - -# Rope project settings -.ropeproject - -# mkdocs documentation -/site - -# mypy -.mypy_cache/ -.dmypy.json -dmypy.json - -# Pyre type checker -.pyre/ - -# pytype static type analyzer -.pytype/ - -# Cython debug symbols -cython_debug/ - -# PyCharm -# JetBrains specific template is maintained in a separate JetBrains.gitignore that can -# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore -# and can be added to the global gitignore or merged into this file. For a more nuclear -# option (not recommended) you can uncomment the following to ignore the entire idea folder. -#.idea/ - # Visual Studio Code .vscode/ +# Claude Code +.claude/ + # Weight & Biases wandb/ @@ -354,8 +194,6 @@ aiopslab/observer/prometheus/prometheus/charts/prometheus-node-exporter-4.23.2.t aiopslab/observer/prometheus/prometheus/charts/kube-state-metrics-5.15.3.tgz aiopslab/observer/prometheus/prometheus/Chart.lock aiopslab/observer/prometheus/prometheus/charts/alertmanager-1.7.0.tgz -aiopslab/observer/prometheus/prometheus/Chart.lock -aiopslab/observer/prometheus/prometheus/Chart.lock # Ignore customized config files aiopslab/config.yml diff --git a/CLAUDE.md b/CLAUDE.md new file mode 100644 index 00000000..83438de6 --- /dev/null +++ b/CLAUDE.md @@ -0,0 +1,604 @@ +# CLAUDE.md + +This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository. + +## Overview + +AIOpsLab is a holistic framework for evaluating autonomous AIOps agents in interactive cloud environments. It orchestrates microservice deployments, fault injection, workload generation, and telemetry collection to benchmark AI agents on detection, localization, analysis, and mitigation tasks. + +## Development Commands + +### Environment Setup +```bash +# Install dependencies using Poetry (recommended, requires Python >= 3.11) +poetry env use python3.11 +poetry install +poetry shell + +# Alternative: pip install +pip install -e . +``` + +### Running Agents Locally +```bash +# Interactive CLI with human agent +python3 cli.py +# In the REPL: +(aiopslab) $ start # e.g., misconfig_app_hotel_res-detection-1 +(aiopslab) $ submit("Yes") + +# Run baseline agents (GPT, Qwen, DeepSeek, etc.) +python3 clients/gpt.py +python3 clients/qwen.py +python3 clients/deepseek.py +python3 clients/vllm.py + +# Configure API keys in .env file +cp .env.example .env +# Edit .env to add OPENAI_API_KEY, QWEN_API_KEY, etc. +``` + +### Running AIOpsLab as a Service +```bash +# Start FastAPI service on remote machine +SERVICE_HOST=0.0.0.0 SERVICE_PORT=1818 SERVICE_WORKERS=1 python service.py + +# Test endpoints +curl http://:/health +curl http://:/problems +curl http://:/agents + +# Run simulation via API +curl -X POST http://:/simulate \ + -H "Content-Type: application/json" \ + -d '{"problem_id": "misconfig_app_hotel_res-mitigation-1", "agent_name": "vllm", "max_steps": 10}' +``` + +### Testing +```bash +# Run unit tests +python -m unittest discover tests/ + +# Run specific test files +python -m unittest tests.parser.test_parser +python -m unittest tests.registry.test_get_actions +``` + +### Cluster Setup + +#### Option 1: Local simulated cluster (kind) +```bash +kind create cluster --config kind/kind-config-x86.yaml # For x86 +kind create cluster --config kind/kind-config-arm.yaml # For ARM + +# Configure AIOpsLab +cd aiopslab +cp config.yml.example config.yml +# Edit config.yml: set k8s_host to localhost or kind +``` + +#### Option 2: Azure VMs with Terraform + Ansible +See section: [Azure Deployment with Terraform + Ansible](#azure-deployment-with-terraform--ansible) + +### Cluster Management +```bash +# Use k9s for monitoring (recommended) +k9s + +# Or use kubectl directly +kubectl get pods -n +kubectl logs -n +``` + +## Core Architecture + +### Orchestrator Architecture + +**Central Coordination Flow:** +``` +Orchestrator + ├── init_problem() → deploys app, injects fault, starts workload + ├── start_problem() → agent-environment interaction loop + │ ├── ask_agent() → get next action from agent + │ ├── ask_env() → execute action via session.problem + │ └── returns observation to agent + └── Evaluates results and saves session +``` + +**Key Components:** +- **Orchestrator** (`aiopslab/orchestrator/orchestrator.py`): Central coordinator managing lifecycle from initialization to evaluation +- **Session** (`aiopslab/session.py`): Tracks agent-environment interaction history, timing, results; supports JSON export and W&B logging +- **ResponseParser** (`aiopslab/orchestrator/parser.py`): Extracts API calls from agent responses using AST parsing for complex arguments + +### Problem Structure + +Problems inherit from Task subclasses (Detection, Localization, Analysis, Mitigation) and define: + +- `inject_fault()`: Injects problem using fault injector +- `recover_fault()`: Cleans up injected fault +- `start_workload()`: Initiates load generation (can be sync or async) +- `eval(soln, trace, duration)`: Evaluates agent solution +- `get_task_description()`: Human/LLM-readable description +- `get_instructions()`: API usage instructions +- `get_available_actions()`: Dict of available APIs with docstrings + +**Problem ID Format:** `--` +- Example: `pod_failure_hotel_res-detection-1` +- Example: `k8s_target_port-misconfig-mitigation-2` + +**Problem Registry** (`aiopslab/orchestrator/problems/registry.py`): +- Centralized mapping of problem IDs to instances +- 60+ problems across multiple categories +- Access via `orch.probs.get_problem_ids()` or list at `/problems` endpoint + +### Agent Integration + +**Required Agent Interface:** +```python +class YourAgent: + def init_context(self, problem_desc: str, instructions: str, apis: dict): + """Initialize agent with problem context""" + pass + + async def get_action(self, observation: str) -> str: + """Return next action as markdown code block""" + return "Action:\n```\napi_name(args)\n```" +``` + +**Agent Lifecycle:** +1. Create agent instance with model parameters +2. Register with orchestrator: `orch.register_agent(agent, name="agent-name")` +3. Initialize problem: `problem_desc, instructs, apis = orch.init_problem(problem_id)` +4. Set agent context: `agent.init_context(problem_desc, instructs, apis)` +5. Start problem: `await orch.start_problem(max_steps=30)` + +**Agent Registry** (`clients/registry.py`): +- Maps agent names to implementations +- Supported: GPT, Qwen, DeepSeek, vLLM, OpenRouter, Groq +- Access via `AgentRegistry().get_agent_ids()` + +### Action System + +**Action Categories by Task:** +- **Detection**: `get_logs`, `get_metrics`, `get_traces`, `exec_shell`, `submit` +- **Localization**: Same as detection + targeted analysis +- **Mitigation**: All above + scaling, config patching, restarts +- **Analysis**: Comprehensive debugging capabilities + +**Action Decorators:** +```python +@action # Standard action +@read # Read-only (no state change) +@write # State-modifying action +``` + +Actions are dynamically discovered via these decorators and exposed to agents with auto-generated documentation from docstrings. + +**Action Execution:** +- Agent response parsed by `ResponseParser` +- Routed via `Task.perform_action(api_name, *args, **kwargs)` +- Returns string observation or error +- Invalid actions raise `InvalidActionError` + +### Service Layer + +**Application Base** (`aiopslab/service/apps/base.py`): +- Abstract interface for all applications +- Loads metadata from JSON (`aiopslab/service/metadata/`) +- Key attributes: `namespace`, `helm_configs`, `k8s_deploy_path`, `docker_deploy_path` +- Methods: `load_app_json()`, `get_app_summary()`, `create_namespace()`, `cleanup()` + +**Available Applications:** +- HotelReservation: Microservice hotel booking +- SocialNetwork: Social media app +- AstronomyShop: OpenTelemetry e-commerce demo +- FlightTicket, TrainTicket, TiDBCluster, Flower (federated learning) + +**Helm Integration** (`aiopslab/service/helm.py`): +- Static methods for chart install/uninstall +- Automatic dependency resolution +- Namespace creation and extra args support + +**Kubectl Wrapper** (`aiopslab/service/kubectl.py`): +- Abstracts K8s API calls +- Pod management, namespace ops, config maps, logs +- Container runtime detection (Docker/Containerd) + +### Fault Injection + +**Fault Injector Hierarchy:** +``` +FaultInjector (base) + ├── SymptomFaultInjector (Chaos Mesh-based) ← Most common + ├── ApplicationFaultInjector (App-level) + ├── OSFaultInjector (OS-level) + ├── HardwareFaultInjector + ├── OperatorFaultInjector (K8s operator) + ├── OTelFaultInjector (OpenTelemetry) + ├── VirtualFaultInjector (Mock faults) + └── NoOpFaultInjector (Testing) +``` + +**SymptomFaultInjector** (`aiopslab/generators/fault/inject_symp.py`): +- Uses Chaos Mesh v2.6.2 for fault injection +- Installed via Helm in `chaos-mesh` namespace +- Supported fault types: + - `inject_pod_failure()`: Kill pods + - `inject_network_delay()`: Add latency + - `inject_network_loss()`: Drop packets + - Container kills, resource exhaustion, etc. +- Pattern: `inject_()` and `recover_()` +- Creates temporary YAML for each experiment + +**Workload Generation** (`aiopslab/generators/workload/wrk.py`): +- Wraps wrk2 load generator +- Configurable: rate, connections, threads, duration, distribution (normal/exponential/uniform) +- Supports Lua script payloads via ConfigMap +- Launches as K8s Job for distributed load + +### Observability + +**Telemetry Collection** (`aiopslab/observer/observe.py`): +- Multi-threaded collection of traces, logs, metrics +- Time-window based (configurable start/end) +- Saves to: `telemetry_data_YYYYMMDD_HHMMSS/` + +**Metric Collection** (`aiopslab/observer/metric_api.py`): +- `PrometheusAPI` queries Prometheus +- Collects: CPU, memory, network I/O per pod/container +- Container limits, Istio metrics (latency, throughput) +- Exports as CSV/DataFrame + +**Log Collection** (`aiopslab/observer/log_api.py`): +- `LogAPI` connects to Elasticsearch +- Filters by namespace, pod, timestamp range +- Exports as CSV + +**Trace Collection** (`aiopslab/observer/trace_api.py`): +- `TraceAPI` queries Jaeger for distributed traces +- Service-level trace analysis + +### Evaluation + +**Evaluation Flow:** +1. Agent submits solution via `submit(answer)` +2. Problem's `eval(soln, trace, duration)` is called +3. Task base class provides default metrics: + - **Detection**: Accuracy (Yes/No), TTD (Time to Detection) + - **Localization**: Accuracy (service name match), TTL (Time to Localization) + - **Analysis**: Root cause accuracy, TTA (Time to Analysis) + - **Mitigation**: Success rate, TTM (Time to Mitigation) +4. Custom metrics added via `self.add_result(metric_name, value)` +5. Results saved to `data/results/` as JSON +6. Optional W&B logging (set `USE_WANDB=true` in .env) + +**LLM-as-Judge** (optional): +- Set `qualitative_eval: true` in `config.yml` +- Evaluates reasoning quality using LLM +- Prompts in `aiopslab/orchestrator/evaluators/prompts.py` + +## Code Patterns and Conventions + +### Async/Await Support +- `start_workload()` can be sync or async +- Orchestrator detects via `inspect.iscoroutinefunction()` +- All agent `get_action()` methods are async + +### Template Method Pattern +Task base class defines contract, subclasses override: +- `get_task_description()` +- `get_instructions()` +- `perform_action()` +- `eval()` + +### Factory Pattern +- `ProblemRegistry` creates problems on demand via lambdas +- `AgentRegistry` instantiates agents by name +- Enables parameterized problem variants + +### Context Manager Pattern +- `CriticalSection` for thread-safe fault recovery +- `atexit` handlers ensure cleanup on unexpected exit +- Fault recovery registered during `inject_fault()` + +### Configuration Management +**`aiopslab/config.yml`** (copy from `config.yml.example`): +- `k8s_host`: Control plane hostname (localhost/kind/) +- `k8s_user`: Username on control plane +- `ssh_key_path`: Path to SSH key +- `data_dir`: Where telemetry/results are stored +- `qualitative_eval`: Enable LLM-as-Judge evaluation +- `print_session`: Print session trace after completion + +**Environment Variables** (`.env`): +- API keys: `OPENAI_API_KEY`, `DEEPSEEK_API_KEY`, `DASHSCOPE_API_KEY`, `GROQ_API_KEY` +- W&B: `USE_WANDB=true` + +## Adding New Components + +### Adding a New Problem + +1. **Define Problem Class** (in `aiopslab/orchestrator/problems//`): +```python +from aiopslab.orchestrator.tasks.localization import LocalizationTask +from aiopslab.service.apps.myapp import MyApp + +class MyProblem(LocalizationTask): + def __init__(self): + self.app = MyApp() + + def start_workload(self): + # Workload generation logic + pass + + def inject_fault(self): + # Fault injection logic + pass + + def eval(self, soln, trace, duration): + super().eval(soln, trace, duration) # Default metrics + # Add custom metrics + self.add_result("custom_metric", value) + return self.results +``` + +2. **Register Problem** (in `aiopslab/orchestrator/problems/registry.py`): +```python +from aiopslab.orchestrator.problems.my_problem import MyProblem + +class ProblemRegistry: + def __init__(self): + self.PROBLEM_REGISTRY = { + # ... existing problems ... + "my_problem-localization-1": MyProblem, + } +``` + +### Adding a New Application + +1. **Create Metadata JSON** (`aiopslab/service/metadata/myapp.json`): +```json +{ + "name": "MyApp", + "description": "Description of the app", + "namespace": "test-myapp", + "Helm Config": { + "release_name": "myapp-release", + "chart_path": "path/to/helm/chart", + "namespace": "test-myapp" + } +} +``` + +2. **Create Application Class** (`aiopslab/service/apps/myapp.py`): +```python +from aiopslab.service.apps.base import Application + +class MyApp(Application): + def __init__(self): + super().__init__("path/to/metadata/myapp.json") +``` + +### Adding a New Agent + +1. **Implement Agent** (`clients/myagent.py`): +```python +class MyAgent: + def init_context(self, problem_desc: str, instructions: str, apis: dict): + self.problem_desc = problem_desc + self.instructions = instructions + self.apis = apis + + async def get_action(self, observation: str) -> str: + # Your agent logic + return f"Action:\n```\n{api_call}\n```" +``` + +2. **Register Agent** (`clients/registry.py`): +```python +from clients.myagent import MyAgent + +class AgentRegistry: + def __init__(self): + self.AGENT_REGISTRY = { + # ... existing agents ... + "myagent": MyAgent, + } +``` + +## Important Implementation Notes + +### Shell Command Restrictions +- No interactive commands: `kubectl edit`, `docker logs -f` +- Use specific APIs instead: `get_logs()`, `get_metrics()`, `get_traces()` + +### Problem Execution Lifecycle +1. **Initialization**: Deploy app, create storage (OpenEBS for K8s) +2. **Fault Injection**: Deploy Chaos Mesh experiment, register recovery +3. **Workload Start**: Launch wrk2 job at specified rate +4. **Agent Loop**: Up to max_steps iterations of agent-environment interaction +5. **Evaluation**: Measure correctness and efficiency +6. **Cleanup**: Recover fault, delete namespace, remove storage + +### Fault Recovery +- Always registered with `atexit` during `inject_fault()` +- Thread-safe via `CriticalSection` context manager +- Cleanup happens even on unexpected termination + +### Testing Strategy +- Unit tests in `tests/` organized by functionality +- Parser tests: API extraction, argument parsing, context extraction +- Registry tests: Action discovery via decorators +- Shell tests: Command execution validation +- Use mocks where possible to avoid K8s dependencies + +## Key Files Reference + +- `cli.py`: Interactive CLI for human agents +- `service.py`: FastAPI service for remote execution +- `assessment.py`: Batch evaluation script +- `aiopslab/orchestrator/orchestrator.py`: Main orchestration engine +- `aiopslab/session.py`: Session tracking and persistence +- `aiopslab/orchestrator/parser.py`: Action parsing from agent responses +- `aiopslab/orchestrator/problems/registry.py`: Problem definitions +- `clients/registry.py`: Agent implementations +- `aiopslab/service/apps/`: Application interfaces +- `aiopslab/generators/fault/`: Fault injection implementations +- `aiopslab/generators/workload/wrk.py`: Workload generation +- `aiopslab/observer/`: Telemetry collection (logs, metrics, traces) + +## Common Workflows + +### Evaluating an Agent on a Problem +```python +from aiopslab.orchestrator import Orchestrator +from clients.gpt import GPTAgent + +# Create and register agent +agent = GPTAgent() +orch = Orchestrator() +orch.register_agent(agent, name="gpt-agent") + +# Initialize and start problem +problem_desc, instructs, apis = orch.init_problem("pod_failure_hotel_res-detection-1") +agent.init_context(problem_desc, instructs, apis) +await orch.start_problem(max_steps=30) + +# Results saved to data/results/.json +``` + +### Batch Evaluation +```python +# Use assessment.py for batch evaluation +python assessment.py +# Configure problems and agents in the script +``` + +### Debugging Agent Responses +- Enable session printing: `print_session: true` in `config.yml` +- Check parsed actions in session trace +- Use `ResponseParser` directly for testing: + ```python + from aiopslab.orchestrator.parser import ResponseParser + parser = ResponseParser() + result = parser.parse(agent_response) + ``` + +--- + +## Azure Deployment with Terraform + Ansible + +### Deployment Modes + +| Mode | AIOpsLab Runs On | K8s Cluster | Use Case | +|------|------------------|-------------|----------| +| **Mode A** | Controller VM (inside cluster) | Same machine | Production, full fault injection support | +| **Mode B** | Your laptop (remote kubectl) | Azure VMs | Development, debugging | + +**Note:** `VirtualizationFaultInjector` requires Docker on the machine running AIOpsLab. Use official Poetry installer, not `apt install python3-poetry`. + +### Quick Start (Mode B - Laptop) + +```bash +# 1. Provision Azure VMs +cd scripts/terraform +terraform init +terraform apply -var="resource_group_name=" + +# 2. Generate Ansible inventory +python generate_inventory.py + +# 3. Run Ansible playbooks +cd ../ansible +ANSIBLE_HOST_KEY_CHECKING=False ansible-playbook -i inventory.yml setup_common.yml +ANSIBLE_HOST_KEY_CHECKING=False ansible-playbook -i inventory.yml remote_setup_controller_worker.yml + +# 4. Verify kubectl works from laptop +kubectl get nodes + +# 5. Configure and run AIOpsLab +cd ~/projects/AIOpsLab/aiopslab +cp config.yml.example config.yml +# Edit config.yml: set k8s_host to controller's public IP + +cd .. +poetry env use python3.11 +poetry install +poetry shell +python3 cli.py +``` + +### Key Files + +| File | Purpose | +|------|---------| +| `scripts/terraform/main.tf` | Azure VM provisioning (controller + workers) | +| `scripts/terraform/variables.tf` | Configurable parameters (VM size, count, etc.) | +| `scripts/terraform/generate_inventory.py` | Creates Ansible inventory from Terraform output | +| `scripts/ansible/setup_common.yml` | Installs Docker, K8s packages on all nodes | +| `scripts/ansible/remote_setup_controller_worker.yml` | Initializes K8s cluster, joins workers | +| `scripts/ansible/inventory.yml` | Generated inventory (don't edit manually) | + +### Important Configuration + +**Ansible Inventory Variables** (`inventory.yml`): +- `k8s_user`: SSH username (e.g., `azureuser`) +- `user_home_base`: Home directory base path + - `/home` for cloud VMs (Azure, AWS, GCP) + - `/users` for Emulab testbed +- `private_ip`: Internal IP for K8s cluster communication +- `ansible_host`: Public IP for SSH access + +**AIOpsLab config.yml** (for Mode B): +```yaml +k8s_host: # e.g., 20.150.145.167 +k8s_user: azureuser +ssh_key_path: ~/.ssh/id_rsa +``` + +### Common Issues and Fixes + +| Issue | Cause | Fix | +|-------|-------|-----| +| `conntrack not found` | Missing package | Added to `setup_common.yml` prerequisites | +| Certificate error with kubectl | Cert missing public IP | Playbook adds `--apiserver-cert-extra-sans` | +| Kubeconfig uses private IP | Can't reach from laptop | Playbook auto-updates to public IP | +| Helm chart not found | Submodules not cloned | Run `git submodule update --init --recursive` | +| Path `/users/` not found | Wrong home base for cloud | Set `user_home_base: /home` in inventory | + +### NSG (Network Security Group) Rules + +The Terraform config creates NSG rules for: +- **SSH (22)**: Restricted to `CorpNetPublic` (corporate VPN) +- **K8s API (6443)**: Restricted to `CorpNetPublic` for remote kubectl + +To allow access from other IPs, modify `main.tf` or add rules via Azure CLI. + +### Destroying Infrastructure + +```bash +cd scripts/terraform +terraform destroy -var="resource_group_name=" +``` + +### Architecture Diagram + +``` +┌─────────────────────────────────────────────────────────────┐ +│ Your Laptop (WSL) │ +│ ┌─────────────┐ ┌─────────────┐ ┌─────────────────────┐ │ +│ │ Terraform │→ │ Ansible │→ │ AIOpsLab │ │ +│ │ (Azure VMs)│ │ (K8s setup) │ │ (kubectl + cli.py) │ │ +│ └─────────────┘ └─────────────┘ └─────────────────────┘ │ +└─────────────────────────────────────────────────────────────┘ + │ + ▼ +┌─────────────────────────────────────────────────────────────┐ +│ Azure (VNet 10.0.0.0/16) │ +│ ┌─────────────────┐ ┌─────────────┐ ┌─────────────┐ │ +│ │ Controller │ │ Worker 1 │ │ Worker N │ │ +│ │ (K8s control) │ │ │ │ │ │ +│ │ Public + Priv │ │ Private IP │ │ Private IP │ │ +│ └─────────────────┘ └─────────────┘ └─────────────┘ │ +└─────────────────────────────────────────────────────────────┘ +``` From 6a5fe92ca2c349840fac921695198a746f1b4000 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Wed, 11 Feb 2026 17:36:17 +0000 Subject: [PATCH 26/89] Bump pillow from 11.3.0 to 12.1.1 Bumps [pillow](https://github.com/python-pillow/Pillow) from 11.3.0 to 12.1.1. - [Release notes](https://github.com/python-pillow/Pillow/releases) - [Changelog](https://github.com/python-pillow/Pillow/blob/main/CHANGES.rst) - [Commits](https://github.com/python-pillow/Pillow/compare/11.3.0...12.1.1) --- updated-dependencies: - dependency-name: pillow dependency-version: 12.1.1 dependency-type: indirect ... 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"olefile", "sphinx (>=8.2)", "sphinx-autobuild", "sphinx-copybutton", "sphinx-inline-tabs", "sphinxext-opengraph"] fpx = ["olefile"] mic = ["olefile"] -test-arrow = ["pyarrow"] -tests = ["check-manifest", "coverage (>=7.4.2)", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "trove-classifiers (>=2024.10.12)"] -typing = ["typing-extensions ; python_version < \"3.10\""] +test-arrow = ["arro3-compute", "arro3-core", "nanoarrow", "pyarrow"] +tests = ["check-manifest", "coverage (>=7.4.2)", "defusedxml", "markdown2", "olefile", "packaging", "pyroma (>=5)", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "trove-classifiers (>=2024.10.12)"] xmp = ["defusedxml"] [[package]] From 95c165e100cdba8729e68200fa08ece63231c3ce Mon Sep 17 00:00:00 2001 From: Gagan Date: Tue, 17 Feb 2026 15:39:45 -0700 Subject: [PATCH 27/89] Replace poetry shell with eval $(poetry env activate) poetry shell was removed in Poetry 2.0. Update README.md and TutorialSetup.md to use the new activation command and drop the poetry-plugin-shell dependency. Co-Authored-By: Claude Opus 4.6 --- README.md | 3 +-- TutorialSetup.md | 3 +-- 2 files changed, 2 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index 9d2249fe..18342214 100644 --- a/README.md +++ b/README.md @@ -56,8 +56,7 @@ git clone --recurse-submodules cd AIOpsLab poetry env use python3.11 poetry install -poetry self add poetry-plugin-shell # required for Poetry 2.0+ -poetry shell +eval $(poetry env activate) ``` > **Troubleshooting**: If you get a "lock file not compatible" error, run `poetry lock` first, then `poetry install`. diff --git a/TutorialSetup.md b/TutorialSetup.md index dbc126dc..ba991f62 100644 --- a/TutorialSetup.md +++ b/TutorialSetup.md @@ -20,8 +20,7 @@ cd AIOpsLab poetry env use python3.11 export PATH="$HOME/.local/bin:$PATH" # export poetry to PATH if needed poetry install # -vvv for verbose output -poetry self add poetry-plugin-shell # installs poetry shell plugin -poetry shell +eval $(poetry env activate) ``` Create `config.yml` From 81b9d54bc97f118b733ab056e37c785067240553 Mon Sep 17 00:00:00 2001 From: Gagan Date: Tue, 17 Feb 2026 15:40:03 -0700 Subject: [PATCH 28/89] Make NSG source address a configurable Terraform variable Add nsg_allowed_source variable (default "*") to control SSH and K8s API NSG rules declaratively. Replaces hardcoded CorpNetPublic so deploys work without corporate VPN. Users can pass a CIDR or Azure service tag to restrict access. Co-Authored-By: Claude Opus 4.6 --- scripts/terraform/main.tf | 6 +++--- scripts/terraform/terraform.tfvars.example | 5 +++++ scripts/terraform/variables.tf | 6 ++++++ 3 files changed, 14 insertions(+), 3 deletions(-) diff --git a/scripts/terraform/main.tf b/scripts/terraform/main.tf index 77d552a3..a804b454 100644 --- a/scripts/terraform/main.tf +++ b/scripts/terraform/main.tf @@ -28,7 +28,7 @@ resource "azurerm_network_security_group" "nsg" { location = data.azurerm_resource_group.rg.location resource_group_name = data.azurerm_resource_group.rg.name - # SSH access restricted to corporate VPN only + # SSH access - restrict via var.nsg_allowed_source or --allowed-ips in deploy.py security_rule { name = "SSH" priority = 100 @@ -37,7 +37,7 @@ resource "azurerm_network_security_group" "nsg" { protocol = "Tcp" source_port_range = "*" destination_port_range = "22" - source_address_prefix = "CorpNetPublic" + source_address_prefix = var.nsg_allowed_source destination_address_prefix = "*" } @@ -50,7 +50,7 @@ resource "azurerm_network_security_group" "nsg" { protocol = "Tcp" source_port_range = "*" destination_port_range = "6443" - source_address_prefix = "CorpNetPublic" + source_address_prefix = var.nsg_allowed_source destination_address_prefix = "*" } } diff --git a/scripts/terraform/terraform.tfvars.example b/scripts/terraform/terraform.tfvars.example index e0fb85b2..56463a31 100644 --- a/scripts/terraform/terraform.tfvars.example +++ b/scripts/terraform/terraform.tfvars.example @@ -21,6 +21,11 @@ os_sku = "22_04-lts" # Ubuntu 22.04 LTS admin_username = "azureuser" # Admin username for VMs ssh_public_key_path = "~/.ssh/id_rsa.pub" # Path to SSH public key +# Network Security +# nsg_allowed_source = "*" # Open to all (default) +# nsg_allowed_source = "203.0.113.0/24" # Restrict to specific CIDR +# nsg_allowed_source = "CorpNetPublic" # Azure service tag (e.g. Microsoft corporate network) + # Examples for different deployment scenarios: # Small Development Cluster (Low Cost) diff --git a/scripts/terraform/variables.tf b/scripts/terraform/variables.tf index c89d5c80..cdf6244f 100644 --- a/scripts/terraform/variables.tf +++ b/scripts/terraform/variables.tf @@ -62,4 +62,10 @@ variable "worker_vm_count" { type = number description = "The number of worker nodes to create." default = 2 +} + +variable "nsg_allowed_source" { + type = string + description = "Source address prefix for NSG rules (SSH + K8s API). Use '*' for open access, a CIDR like '203.0.113.0/24', or an Azure service tag like 'CorpNetPublic'." + default = "*" } \ No newline at end of file From d3cb5b1ba1457cdb66ff4a193a597e4cef00a378 Mon Sep 17 00:00:00 2001 From: Gagan Date: Tue, 17 Feb 2026 15:40:12 -0700 Subject: [PATCH 29/89] Overhaul deploy.py with auto-install, Mode B setup, and --allowed-ips - Remove add_nsg_corpnet_rule() in favor of Terraform nsg_allowed_source - Add --allowed-ips flag to pass NSG source through to Terraform - Add auto-install for kubectl, helm, and poetry (Linux/amd64) - Add setup_aiopslab_mode_b(): verifies kubeconfig, generates aiopslab/config.yml, runs poetry install, prints summary table - Add setup_aiopslab_mode_a() placeholder - Remove emoji from log messages Co-Authored-By: Claude Opus 4.6 --- scripts/terraform/deploy.py | 379 +++++++++++++++++++++++++++--------- 1 file changed, 288 insertions(+), 91 deletions(-) diff --git a/scripts/terraform/deploy.py b/scripts/terraform/deploy.py index 50eecf36..0f0b92cd 100644 --- a/scripts/terraform/deploy.py +++ b/scripts/terraform/deploy.py @@ -11,8 +11,10 @@ """ import subprocess +import shutil import sys import os +import re import time import argparse import logging @@ -70,7 +72,7 @@ def terraform_init(self): logger.info("Initializing Terraform...") return self.run_command(["terraform", "init"]) - def terraform_plan(self, worker_count, vm_size, resource_group, prefix, ssh_key_path): + def terraform_plan(self, worker_count, vm_size, resource_group, prefix, ssh_key_path, allowed_ips="*"): """Create Terraform plan.""" logger.info("Creating Terraform plan...") @@ -80,12 +82,13 @@ def terraform_plan(self, worker_count, vm_size, resource_group, prefix, ssh_key_ f"-var=vm_size={vm_size}", f"-var=resource_group_name={resource_group}", f"-var=prefix={prefix}", - f"-var=ssh_public_key_path={ssh_key_path}" + f"-var=ssh_public_key_path={ssh_key_path}", + f"-var=nsg_allowed_source={allowed_ips}" ] return self.run_command(["terraform", "plan"] + plan_vars) - def terraform_plan_only(self, worker_count, vm_size, resource_group, prefix, ssh_key_path): + def terraform_plan_only(self, worker_count, vm_size, resource_group, prefix, ssh_key_path, allowed_ips="*"): """Show Terraform plan without saving (dry-run).""" logger.info("Creating Terraform plan (dry-run)...") @@ -94,7 +97,8 @@ def terraform_plan_only(self, worker_count, vm_size, resource_group, prefix, ssh f"-var=vm_size={vm_size}", f"-var=resource_group_name={resource_group}", f"-var=prefix={prefix}", - f"-var=ssh_public_key_path={ssh_key_path}" + f"-var=ssh_public_key_path={ssh_key_path}", + f"-var=nsg_allowed_source={allowed_ips}" ] return self.run_command(["terraform", "plan"] + plan_vars) @@ -104,7 +108,7 @@ def terraform_apply(self): logger.info("Applying Terraform plan...") return self.run_command(["terraform", "apply", "main.tfplan"]) - def terraform_destroy(self, resource_group, prefix, ssh_key_path): + def terraform_destroy(self, resource_group, prefix, ssh_key_path, allowed_ips="*"): """Destroy Terraform-managed infrastructure.""" logger.info("Destroying Terraform infrastructure...") @@ -114,7 +118,8 @@ def terraform_destroy(self, resource_group, prefix, ssh_key_path): "-out=main.destroy.tfplan", f"-var=resource_group_name={resource_group}", f"-var=prefix={prefix}", - f"-var=ssh_public_key_path={ssh_key_path}" + f"-var=ssh_public_key_path={ssh_key_path}", + f"-var=nsg_allowed_source={allowed_ips}" ] logger.info("Creating destroy plan...") @@ -124,38 +129,6 @@ def terraform_destroy(self, resource_group, prefix, ssh_key_path): logger.info("Applying destroy plan...") return self.run_command(["terraform", "apply", "main.destroy.tfplan"]) - def add_nsg_corpnet_rule(self, resource_group, prefix): - """Add NSG rule to restrict SSH to Microsoft CorpNet.""" - logger.info("Adding NSG rule to restrict SSH to CorpNetPublic...") - - nsg_name = f"{prefix}-nsg" - - command = [ - "az", "network", "nsg", "rule", "create", - "-g", resource_group, - "--nsg-name", nsg_name, - "--name", "SSH-CorpNet", - "--priority", "100", - "--protocol", "TCP", - "--source-address-prefixes", "CorpNetPublic", - "--destination-port-ranges", "22", - "--access", "Allow", - "--direction", "Inbound" - ] - - try: - result = self.run_command(command, check=False) - if result: - logger.info("✅ NSG rule 'SSH-CorpNet' added successfully") - logger.info(" SSH access is now restricted to Microsoft Corporate Network") - return True - else: - logger.warning("⚠️ Failed to add NSG rule. You may need to add it manually.") - return False - except Exception as e: - logger.error(f"❌ Failed to add NSG rule: {e}") - return False - def get_terraform_outputs(self): """Retrieve Terraform outputs as JSON.""" logger.info("Retrieving Terraform outputs...") @@ -229,7 +202,7 @@ def wait_for_all_hosts(self, outputs): logger.error(f"Worker {idx} SSH not available") return False - logger.info("✅ All hosts are SSH-ready") + logger.info("All hosts are SSH-ready") return True def add_ssh_host_keys(self, outputs): @@ -261,14 +234,14 @@ def add_ssh_host_keys(self, outputs): logger.debug(f"Added SSH host key for {host}") else: - logger.warning(f"⚠️ Could not get SSH host key for {host}") + logger.warning(f"Could not get SSH host key for {host}") except subprocess.TimeoutExpired: - logger.warning(f"⚠️ ssh-keyscan timeout for {host}") + logger.warning(f"ssh-keyscan timeout for {host}") except Exception as e: - logger.warning(f"⚠️ Failed to add SSH host key for {host}: {e}") + logger.warning(f"Failed to add SSH host key for {host}: {e}") - logger.info("✅ SSH host keys added") + logger.info("SSH host keys added") return True def run_ansible_playbook(self, playbook_name, extra_args=None, disable_host_key_checking=False): @@ -297,7 +270,7 @@ def run_ansible_playbook(self, playbook_name, extra_args=None, disable_host_key_ # Optionally disable host key checking (not recommended for production) env = os.environ.copy() if disable_host_key_checking: - logger.warning("⚠️ SSH host key checking is DISABLED. This is insecure on untrusted networks.") + logger.warning("SSH host key checking is DISABLED. This is insecure on untrusted networks.") env['ANSIBLE_HOST_KEY_CHECKING'] = 'False' try: @@ -312,6 +285,219 @@ def run_ansible_playbook(self, playbook_name, extra_args=None, disable_host_key_ logger.error(f"Ansible playbook failed with exit code {e.returncode}") return False + def _install_tool(self, name, install_cmd): + """Try to install a tool via a shell command. Returns True if tool is on PATH after.""" + logger.info(f"Installing {name}...") + try: + subprocess.run(install_cmd, shell=True, check=True) + except (subprocess.CalledProcessError, FileNotFoundError) as e: + logger.warning(f"Install failed for {name}: {e}") + return False + # Refresh PATH check (poetry installs to ~/.local/bin) + if name == "poetry": + local_bin = str(Path.home() / ".local" / "bin") + if local_bin not in os.environ.get("PATH", ""): + os.environ["PATH"] = f"{local_bin}:{os.environ.get('PATH', '')}" + return shutil.which(name) is not None + + def _find_python311_plus(self): + """Find a Python >= 3.11 binary. Returns (command_name, version_string) or (None, None).""" + for candidate in ["python3.11", "python3.12", "python3.13", "python3"]: + path = shutil.which(candidate) + if not path: + continue + try: + ver = subprocess.run( + [path, "--version"], capture_output=True, text=True, check=True + ).stdout.strip() + minor = int(ver.split(".")[1]) + if minor >= 11: + return candidate, ver + except Exception: + continue + return None, None + + def setup_aiopslab_mode_b(self, outputs, ssh_key_path): + """Configure AIOpsLab for Mode B (laptop with remote kubectl).""" + controller = outputs['controller']['value'] + controller_ip = controller['public_ip'] + admin_username = controller['username'] + repo_root = self.script_dir.parent.parent + kubeconfig_path = Path.home() / ".kube" / "config" + + # Derive private key path (strip .pub if needed) + ssh_private_key = ssh_key_path + if ssh_private_key.endswith('.pub'): + ssh_private_key = ssh_private_key[:-4] + + # Track results: (step_name, status, detail) + results = [] + + # --- kubectl --- + logger.info("Checking kubectl...") + if not shutil.which("kubectl"): + installed = self._install_tool("kubectl", + 'curl -LO "https://dl.k8s.io/release/$(curl -sL https://dl.k8s.io/release/stable.txt)/bin/linux/amd64/kubectl"' + ' && sudo install -o root -g root -m 0755 kubectl /usr/local/bin/kubectl' + ' && rm -f kubectl') + if installed: + results.append(("kubectl", "INSTALLED", shutil.which("kubectl"))) + else: + results.append(("kubectl", "FAILED", "Auto-install failed, install manually")) + else: + results.append(("kubectl", "OK", shutil.which("kubectl"))) + + # --- helm --- + logger.info("Checking helm...") + if not shutil.which("helm"): + installed = self._install_tool("helm", + 'curl -fsSL https://raw.githubusercontent.com/helm/helm/main/scripts/get-helm-3 | bash') + if installed: + results.append(("helm", "INSTALLED", shutil.which("helm"))) + else: + results.append(("helm", "FAILED", "Auto-install failed, install manually")) + else: + results.append(("helm", "OK", shutil.which("helm"))) + + # --- kubeconfig --- + logger.info("Checking kubeconfig...") + kubeconfig_ok = kubeconfig_path.exists() + if kubeconfig_ok: + results.append(("kubeconfig", "OK", str(kubeconfig_path))) + else: + results.append(("kubeconfig", "MISSING", "Ansible should have copied it to ~/.kube/config")) + + # --- cluster access --- + has_kubectl = shutil.which("kubectl") is not None + if has_kubectl and kubeconfig_ok: + logger.info("Verifying kubectl connectivity...") + try: + self.run_command(["kubectl", "get", "nodes"], check=True) + results.append(("cluster access", "OK", "kubectl get nodes succeeded")) + except Exception: + results.append(("cluster access", "FAILED", "Check NSG rules and kubeconfig server IP")) + else: + results.append(("cluster access", "SKIPPED", + "No kubectl" if not has_kubectl else "No kubeconfig")) + + # --- config.yml --- + logger.info("Generating aiopslab/config.yml...") + config_example = repo_root / "aiopslab" / "config.yml.example" + config_dest = repo_root / "aiopslab" / "config.yml" + + if not config_example.exists() and not config_dest.exists(): + results.append(("config.yml", "FAILED", "config.yml.example not found")) + elif config_dest.exists(): + content = config_dest.read_text() + content = re.sub(r'k8s_host:.*', f'k8s_host: {controller_ip}', content) + content = re.sub(r'k8s_user:.*', f'k8s_user: {admin_username}', content) + content = re.sub(r'ssh_key_path:.*', f'ssh_key_path: {ssh_private_key}', content) + config_dest.write_text(content) + results.append(("config.yml", "UPDATED", f"k8s_host={controller_ip}")) + else: + content = config_example.read_text() + content = content.replace("k8s_host: control_node_hostname", f"k8s_host: {controller_ip}") + content = content.replace("k8s_user: your_username", f"k8s_user: {admin_username}") + content = content.replace("ssh_key_path: ~/.ssh/id_rsa", f"ssh_key_path: {ssh_private_key}") + config_dest.write_text(content) + results.append(("config.yml", "OK", f"Generated with k8s_host={controller_ip}")) + + # --- git submodules --- + logger.info("Checking git submodules...") + submodules_dir = repo_root / "aiopslab-applications" + has_content = (submodules_dir.exists() + and any(f for f in submodules_dir.iterdir() if f.name != '.git')) + if has_content: + results.append(("git submodules", "OK", "aiopslab-applications present")) + else: + try: + self.run_command( + ["git", "submodule", "update", "--init", "--recursive"], + cwd=str(repo_root), check=True) + results.append(("git submodules", "OK", "Initialized successfully")) + except Exception: + git_path = repo_root / ".git" + is_worktree = git_path.is_file() + if is_worktree: + results.append(("git submodules", "FAILED", + "Worktree detected -- run from Git Bash, not WSL")) + else: + results.append(("git submodules", "FAILED", + "Run: git submodule update --init --recursive")) + + # --- poetry --- + logger.info("Checking poetry...") + if not shutil.which("poetry"): + installed = self._install_tool("poetry", + 'curl -sSL https://install.python-poetry.org | python3 -') + if installed: + results.append(("poetry", "INSTALLED", shutil.which("poetry"))) + else: + results.append(("poetry", "FAILED", "Auto-install failed, install manually")) + else: + results.append(("poetry", "OK", shutil.which("poetry"))) + + # --- python 3.11+ --- + logger.info("Checking Python version...") + python_cmd, python_ver = self._find_python311_plus() + if python_cmd: + results.append(("python 3.11+", "OK", python_ver)) + else: + results.append(("python 3.11+", "MISSING", "Install python3.11 or newer")) + + # --- poetry env + install --- + has_poetry = shutil.which("poetry") is not None + if has_poetry and python_cmd: + logger.info("Running poetry env use + poetry install...") + try: + self.run_command( + ["poetry", "env", "use", python_cmd], + cwd=str(repo_root), check=True) + self.run_command( + ["poetry", "install"], + cwd=str(repo_root), check=True) + results.append(("poetry install", "OK", "Dependencies installed")) + except Exception: + results.append(("poetry install", "FAILED", + f"Run: poetry env use {python_cmd} && poetry install")) + elif has_poetry: + results.append(("poetry install", "SKIPPED", "No compatible Python found")) + else: + results.append(("poetry install", "SKIPPED", "Poetry not available")) + + # --- Summary table --- + ok_statuses = {"OK", "INSTALLED", "UPDATED", "SKIPPED"} + print("\n" + "="*70) + print("MODE B SETUP SUMMARY") + print("="*70) + print(f" {'Step':<20} {'Status':<16} {'Detail'}") + print(f" {'-'*18:<20} {'-'*14:<16} {'-'*30}") + needs_action = False + for name, status, detail in results: + print(f" {name:<20} {status:<16} {detail}") + if status not in ok_statuses: + needs_action = True + + if not needs_action: + print(f"\nAll steps completed. To start:") + print(f" cd {repo_root}") + print(f" eval $(poetry env activate)") + print(f" python3 cli.py") + else: + print(f"\nSome steps need manual action. See details above.") + print(f"After resolving, start with:") + print(f" cd {repo_root}") + print(f" poetry env use python3.11 && poetry install") + print(f" eval $(poetry env activate)") + print(f" python3 cli.py") + + print("="*70 + "\n") + + def setup_aiopslab_mode_a(self, outputs): + """Configure AIOpsLab for Mode A (on controller VM). TODO.""" + logger.warning("Mode A setup not yet implemented.") + logger.info("To set up manually, SSH into the controller and follow the docs.") + def print_access_info(self, outputs): """Print SSH access information.""" controller = outputs['controller']['value'] @@ -319,29 +505,24 @@ def print_access_info(self, outputs): ssh_config = outputs['ssh_config']['value'] print("\n" + "="*70) - print("🎉 DEPLOYMENT COMPLETE!") + print("DEPLOYMENT COMPLETE!") print("="*70) - print(f"\n📋 Controller Node:") + print(f"\nController Node:") print(f" Public IP: {controller['public_ip']}") print(f" Private IP: {controller['private_ip']}") print(f" SSH: ssh -i {ssh_config.get('private_key_path', '~/.ssh/id_rsa')} {controller['username']}@{controller['public_ip']}") - print(f"\n👷 Worker Nodes ({len(workers)}):") + print(f"\nWorker Nodes ({len(workers)}):") for idx, worker in enumerate(workers, start=1): print(f" Worker {idx}:") print(f" Public IP: {worker['public_ip']}") print(f" Private IP: {worker['private_ip']}") print(f" SSH: ssh -i {ssh_config.get('private_key_path', '~/.ssh/id_rsa')} {worker['username']}@{worker['public_ip']}") - print("\n📝 Next Steps:") - print(f" 1. SSH into controller: ssh -i {ssh_config.get('private_key_path', '~/.ssh/id_rsa')} {controller['username']}@{controller['public_ip']}") - print(f" 2. Check cluster: kubectl get nodes") - print(f" 3. Deploy AIOpsLab: cd ~/AIOpsLab && poetry install") - print("\n" + "="*70 + "\n") - def deploy(self, worker_count, vm_size, resource_group, prefix, ssh_key_path, restrict_ssh_corpnet=False, disable_host_key_checking=False): + def deploy(self, worker_count, vm_size, resource_group, prefix, ssh_key_path, allowed_ips="*", disable_host_key_checking=False, mode="B"): """Execute full deployment workflow.""" logger.info("="*70) logger.info("STARTING AIOPSLAB DEPLOYMENT") @@ -350,10 +531,10 @@ def deploy(self, worker_count, vm_size, resource_group, prefix, ssh_key_path, re logger.info(f"VM Size: {vm_size}") logger.info(f"Resource Group: {resource_group}") logger.info(f"Prefix: {prefix}") - if restrict_ssh_corpnet: - logger.info(f"SSH Access: Restricted to CorpNetPublic") + logger.info(f"NSG Allowed Source: {allowed_ips}") + logger.info(f"Mode: {mode} ({'AIOpsLab on controller' if mode == 'A' else 'AIOpsLab on laptop'})") if disable_host_key_checking: - logger.warning(f"⚠️ Host key checking: DISABLED (insecure)") + logger.warning("Host key checking: DISABLED (insecure)") try: # Step 1: Initialize Terraform @@ -362,7 +543,7 @@ def deploy(self, worker_count, vm_size, resource_group, prefix, ssh_key_path, re return False # Step 2: Plan infrastructure - if not self.terraform_plan(worker_count, vm_size, resource_group, prefix, ssh_key_path): + if not self.terraform_plan(worker_count, vm_size, resource_group, prefix, ssh_key_path, allowed_ips): logger.error("Terraform planning failed") return False @@ -377,12 +558,6 @@ def deploy(self, worker_count, vm_size, resource_group, prefix, ssh_key_path, re logger.error("Failed to retrieve Terraform outputs") return False - # Step 4.5: Add CorpNet NSG rule if requested - if restrict_ssh_corpnet: - if not self.add_nsg_corpnet_rule(resource_group, prefix): - logger.warning("⚠️ NSG rule creation failed, but continuing deployment...") - logger.warning(" You may need to add the rule manually later.") - # Step 5: Generate Ansible inventory if not self.generate_ansible_inventory(): logger.error("Inventory generation failed") @@ -397,7 +572,7 @@ def deploy(self, worker_count, vm_size, resource_group, prefix, ssh_key_path, re if not disable_host_key_checking: keys_added = self.add_ssh_host_keys(outputs) if not keys_added: - logger.error("❌ Failed to add SSH host keys automatically") + logger.error("Failed to add SSH host keys automatically") logger.error("This is required for secure Ansible execution.") logger.error("Possible causes:") logger.error(" - Firewall blocking SSH port 22") @@ -421,17 +596,23 @@ def deploy(self, worker_count, vm_size, resource_group, prefix, ssh_key_path, re # Step 9: Print access info self.print_access_info(outputs) - logger.info("✅ DEPLOYMENT SUCCESSFUL!") + # Step 10: Set up AIOpsLab + if mode == 'B': + self.setup_aiopslab_mode_b(outputs, ssh_key_path) + elif mode == 'A': + self.setup_aiopslab_mode_a(outputs) + + logger.info("DEPLOYMENT SUCCESSFUL!") return True except KeyboardInterrupt: - logger.warning("\n⚠️ Deployment interrupted by user") + logger.warning("\nDeployment interrupted by user") return False except Exception as e: - logger.error(f"❌ Deployment failed: {e}") + logger.error(f"Deployment failed: {e}") return False - def plan(self, worker_count, vm_size, resource_group, prefix, ssh_key_path): + def plan(self, worker_count, vm_size, resource_group, prefix, ssh_key_path, allowed_ips="*", mode="B"): """Show deployment plan without applying (dry-run).""" logger.info("="*70) logger.info("AIOPSLAB DEPLOYMENT PLAN (DRY-RUN)") @@ -440,6 +621,8 @@ def plan(self, worker_count, vm_size, resource_group, prefix, ssh_key_path): logger.info(f"VM Size: {vm_size}") logger.info(f"Resource Group: {resource_group}") logger.info(f"Prefix: {prefix}") + logger.info(f"NSG Allowed Source: {allowed_ips}") + logger.info(f"Mode: {mode} ({'AIOpsLab on controller' if mode == 'A' else 'AIOpsLab on laptop'})") logger.info("") logger.info("This will show what resources would be created WITHOUT actually creating them.") logger.info("="*70) @@ -452,33 +635,33 @@ def plan(self, worker_count, vm_size, resource_group, prefix, ssh_key_path): return False # Step 2: Show plan only (no apply) - if not self.terraform_plan_only(worker_count, vm_size, resource_group, prefix, ssh_key_path): + if not self.terraform_plan_only(worker_count, vm_size, resource_group, prefix, ssh_key_path, allowed_ips): logger.error("Terraform planning failed") return False logger.info("") logger.info("="*70) - logger.info("✅ PLAN COMPLETE!") + logger.info("PLAN COMPLETE!") logger.info("="*70) logger.info("") - logger.info("📋 Review the plan above to see what would be created.") + logger.info("Review the plan above to see what would be created.") logger.info("") logger.info("To actually deploy, run:") - logger.info(f" python3 deploy.py --apply --workers {worker_count} --vm-size {vm_size} \\") - logger.info(f" --resource-group {resource_group} --prefix {prefix}") + apply_args = [a if a != "--plan" else "--apply" for a in sys.argv] + logger.info(f" {' '.join(apply_args)}") logger.info("") - logger.info("⚠️ Note: This will create billable Azure resources.") + logger.info("Note: This will create billable Azure resources.") logger.info("") return True except KeyboardInterrupt: - logger.warning("\n⚠️ Plan interrupted by user") + logger.warning("\nPlan interrupted by user") return False except Exception as e: - logger.error(f"❌ Plan failed: {e}") + logger.error(f"Plan failed: {e}") return False - def destroy(self, resource_group, prefix, ssh_key_path): + def destroy(self, resource_group, prefix, ssh_key_path, allowed_ips="*"): """Destroy deployed infrastructure.""" logger.info("="*70) logger.info("DESTROYING AIOPSLAB INFRASTRUCTURE") @@ -486,21 +669,21 @@ def destroy(self, resource_group, prefix, ssh_key_path): try: # Confirm destruction - confirm = input("⚠️ This will destroy all resources. Type 'yes' to confirm: ") + confirm = input("This will destroy all resources. Type 'yes' to confirm: ") if confirm.lower() != 'yes': logger.info("Destruction cancelled") return False # Destroy infrastructure - if self.terraform_destroy(resource_group, prefix, ssh_key_path): - logger.info("✅ Infrastructure destroyed successfully") + if self.terraform_destroy(resource_group, prefix, ssh_key_path, allowed_ips): + logger.info("Infrastructure destroyed successfully") return True else: - logger.error("❌ Destruction failed") + logger.error("Destruction failed") return False except KeyboardInterrupt: - logger.warning("\n⚠️ Destruction interrupted by user") + logger.warning("\nDestruction interrupted by user") return False @@ -517,8 +700,11 @@ def main(): Deploy with 3 workers: python deploy.py --apply --workers 3 --vm-size Standard_D4s_v3 - Deploy with SSH restricted to Microsoft CorpNet: - python deploy.py --apply --workers 2 --vm-size Standard_B2s --restrict-ssh-corpnet + Deploy with SSH restricted to a specific CIDR: + python deploy.py --apply --workers 2 --allowed-ips 203.0.113.0/24 + + Deploy with SSH restricted to an Azure service tag: + python deploy.py --apply --workers 2 --allowed-ips CorpNetPublic Destroy infrastructure: python deploy.py --destroy @@ -579,9 +765,16 @@ def main(): ) parser.add_argument( - '--restrict-ssh-corpnet', - action='store_true', - help='Restrict SSH access to Microsoft CorpNetPublic (adds NSG rule with priority 100)' + '--allowed-ips', + default='*', + help='Source address for NSG rules (SSH + K8s API). Use \'*\' for open access (default), a CIDR like \'203.0.113.0/24\', or an Azure service tag like \'CorpNetPublic\'' + ) + + parser.add_argument( + '--mode', + choices=['A', 'B'], + default='B', + help='Deployment mode. A: AIOpsLab runs on controller VM. B: AIOpsLab runs on laptop with remote kubectl (default: B)' ) parser.add_argument( @@ -626,7 +819,9 @@ def main(): vm_size=args.vm_size, resource_group=args.resource_group, prefix=args.prefix, - ssh_key_path=ssh_key_path + ssh_key_path=ssh_key_path, + allowed_ips=args.allowed_ips, + mode=args.mode ) elif args.apply: success = deployer.deploy( @@ -635,14 +830,16 @@ def main(): resource_group=args.resource_group, prefix=args.prefix, ssh_key_path=ssh_key_path, - restrict_ssh_corpnet=args.restrict_ssh_corpnet, - disable_host_key_checking=args.disable_host_key_checking + allowed_ips=args.allowed_ips, + disable_host_key_checking=args.disable_host_key_checking, + mode=args.mode ) elif args.destroy: success = deployer.destroy( resource_group=args.resource_group, prefix=args.prefix, - ssh_key_path=ssh_key_path + ssh_key_path=ssh_key_path, + allowed_ips=args.allowed_ips ) sys.exit(0 if success else 1) From 8652dcd83bffd365a27f51b1a39d23bb0f1c2ead Mon Sep 17 00:00:00 2001 From: Gagan Date: Tue, 17 Feb 2026 15:40:18 -0700 Subject: [PATCH 30/89] Update terraform README for deploy.py changes and Mode A/B Document --mode B automatic setup, add tested-on platform note, add git worktree WSL submodule caveat, update Mode A instructions. Co-Authored-By: Claude Opus 4.6 --- scripts/terraform/README.md | 36 +++++++++++++++++++++++++----------- 1 file changed, 25 insertions(+), 11 deletions(-) diff --git a/scripts/terraform/README.md b/scripts/terraform/README.md index bdc24200..e474d66e 100644 --- a/scripts/terraform/README.md +++ b/scripts/terraform/README.md @@ -2,6 +2,8 @@ **Fully automated deployment of production-ready Kubernetes clusters on Azure** +> Tested on WSL2 (Ubuntu 22.04) + Windows 11 with Azure VMs (Ubuntu 22.04 LTS, amd64). Auto-install of tools (kubectl, helm, poetry) targets Linux/amd64. + ## 🚀 Quick Start Deploy AIOpsLab with 3 workers in just one command: @@ -185,13 +187,16 @@ terraform destroy -var="resource_group_name=" Run AIOpsLab directly on the controller VM: ```bash -# SSH to controller -ssh -i ~/.ssh/id_rsa azureuser@ +# Deploy with --mode A (TODO: auto-setup not yet implemented) +python3 deploy.py --apply --resource-group --mode A -# Clone and setup AIOpsLab +# Then SSH to controller and set up manually: +ssh -i ~/.ssh/id_rsa azureuser@ git clone --recurse-submodules https://github.com/microsoft/AIOpsLab.git cd AIOpsLab -poetry install && poetry shell +poetry env use python3.11 +poetry install +eval $(poetry env activate) # Configure for localhost cd aiopslab @@ -204,16 +209,23 @@ cp config.yml.example config.yml ### Mode B: AIOpsLab on Your Laptop (Convenient for development) -Run AIOpsLab locally, connecting to remote K8s cluster: +`deploy.py --mode B` (the default) handles everything automatically: ```bash -# Kubeconfig is automatically copied to ~/.kube/config by Ansible -kubectl get nodes # Should show your remote cluster +python3 deploy.py --apply --resource-group --workers 2 --mode B +``` -# Configure AIOpsLab -cd aiopslab -cp config.yml.example config.yml -# Set k8s_host= and k8s_user=azureuser +This automatically: +- Installs kubectl, helm, and poetry if missing +- Verifies kubeconfig and cluster connectivity +- Generates `aiopslab/config.yml` with the correct controller IP +- Runs `poetry env use python3.11 && poetry install` +- Prints a summary table showing what succeeded and what needs manual action + +After deploy, just: +```bash +eval $(poetry env activate) +python3 cli.py ``` **Pros**: Use local IDE, no SSH needed for running experiments @@ -221,6 +233,8 @@ cp config.yml.example config.yml **Note**: If you see Docker connection errors in Mode B, either install Docker on your laptop or switch to Mode A. +**Note**: If using a git worktree in WSL, `git submodule update` may fail due to cross-platform path issues. Run it from Git Bash instead. + --- ## 📊 VM Sizing Guide From 4e365920fa286aa08fe35b069314e9cf9789c6ac Mon Sep 17 00:00:00 2001 From: Gagan Date: Tue, 17 Feb 2026 15:40:24 -0700 Subject: [PATCH 31/89] Consolidate CLAUDE.md Azure deployment section Remove duplicate Terraform quick start, merge into single Azure Deployment section with deploy.py single-command workflow. Fix poetry shell references and add tested-on platform note. Co-Authored-By: Claude Opus 4.6 --- CLAUDE.md | 91 +++++++++++++++++++++---------------------------------- 1 file changed, 35 insertions(+), 56 deletions(-) diff --git a/CLAUDE.md b/CLAUDE.md index 24f81feb..bb3e9b48 100644 --- a/CLAUDE.md +++ b/CLAUDE.md @@ -13,7 +13,7 @@ AIOpsLab is a holistic framework for evaluating autonomous AIOps agents in inter # Install dependencies using Poetry (recommended, requires Python >= 3.11) poetry env use python3.11 poetry install -poetry shell +eval $(poetry env activate) # Alternative: pip install pip install -e . @@ -77,9 +77,8 @@ cp config.yml.example config.yml # Edit config.yml: set k8s_host to localhost or kind ``` -#### Option 2: Azure VMs with Terraform + Ansible (Recommended for production) - -See detailed section below: "Azure Deployment with Terraform + Ansible" +#### Option 2: Azure VMs with Terraform + Ansible +See section: [Azure Deployment with Terraform + Ansible](#azure-deployment-with-terraform--ansible) ### Cluster Management ```bash @@ -485,31 +484,6 @@ python assessment.py result = parser.parse(agent_response) ``` -## Terraform + Ansible Deployment - -### Deployment Modes -- **Mode A**: AIOpsLab on controller VM (`k8s_host=localhost`) - full functionality -- **Mode B**: AIOpsLab on laptop (remote kubectl) - some fault injectors need local Docker - -### Quick Start (Mode B) -```bash -cd scripts/terraform -terraform apply -var="resource_group_name=" -python generate_inventory.py -cd ../ansible -ANSIBLE_HOST_KEY_CHECKING=False ansible-playbook -i inventory.yml setup_common.yml -ANSIBLE_HOST_KEY_CHECKING=False ansible-playbook -i inventory.yml remote_setup_controller_worker.yml -kubectl get nodes # Verify from laptop -``` - -### Key Conventions -- `user_home_base`: `/home` for cloud VMs, `/users` for Emulab -- NSG rules restrict SSH/K8s API to `CorpNetPublic` - modify `main.tf` for other IPs - -### Known Limitations -- `VirtualizationFaultInjector` requires Docker on machine running AIOpsLab -- Use official Poetry installer, not `apt install python3-poetry` - --- ## Azure Deployment with Terraform + Ansible @@ -518,44 +492,46 @@ kubectl get nodes # Verify from laptop | Mode | AIOpsLab Runs On | K8s Cluster | Use Case | |------|------------------|-------------|----------| -| **Mode A** | Controller VM (inside cluster) | Same machine | Production, isolation | -| **Mode B** | Your laptop (remote) | Azure VMs | Development, debugging | +| **Mode A** | Controller VM (inside cluster) | Same machine | Production, full fault injection support | +| **Mode B** | Your laptop (remote kubectl) | Azure VMs | Development, debugging | -### Quick Start (Mode B - Laptop) +**Note:** `VirtualizationFaultInjector` requires Docker on the machine running AIOpsLab. Use official Poetry installer, not `apt install python3-poetry`. -```bash -# 1. Provision Azure VMs -cd scripts/terraform -terraform init -terraform apply -var="resource_group_name=" - -# 2. Generate Ansible inventory -python generate_inventory.py +**Tested on:** WSL2 (Ubuntu 22.04) on Windows 11 with Azure VMs (Ubuntu 22.04 LTS, amd64). The `deploy.py` auto-install targets Linux/amd64; macOS and native Windows are not currently supported. -# 3. Run Ansible playbooks -cd ../ansible -ANSIBLE_HOST_KEY_CHECKING=False ansible-playbook -i inventory.yml setup_common.yml -ANSIBLE_HOST_KEY_CHECKING=False ansible-playbook -i inventory.yml remote_setup_controller_worker.yml +### Quick Start (Mode B - Laptop) -# 4. Verify kubectl works from laptop -kubectl get nodes +```bash +# Single command: provisions VMs, runs Ansible, installs tools, configures AIOpsLab +python3 scripts/terraform/deploy.py --apply --resource-group --workers 2 --mode B + +# deploy.py --mode B automatically: +# - Provisions Azure VMs with Terraform +# - Runs Ansible to set up K8s cluster +# - Installs kubectl, helm, poetry (if missing) +# - Generates aiopslab/config.yml with correct IPs +# - Runs poetry env use python3.11 && poetry install +# - Prints a summary table of what succeeded/failed + +# After deploy completes, start AIOpsLab: +eval $(poetry env activate) +python3 cli.py +``` -# 5. Configure and run AIOpsLab -cd ~/projects/AIOpsLab/aiopslab -cp config.yml.example config.yml -# Edit config.yml: set k8s_host to controller's public IP +**Other deploy.py commands:** +```bash +# Dry-run (show what would be created): +python3 scripts/terraform/deploy.py --plan --resource-group --workers 2 -cd .. -poetry env use python3.11 -poetry install -poetry shell -python3 cli.py +# Destroy infrastructure: +python3 scripts/terraform/deploy.py --destroy --resource-group ``` ### Key Files | File | Purpose | |------|---------| +| `scripts/terraform/deploy.py` | Single-command deployment (Terraform + Ansible + AIOpsLab setup) | | `scripts/terraform/main.tf` | Azure VM provisioning (controller + workers) | | `scripts/terraform/variables.tf` | Configurable parameters (VM size, count, etc.) | | `scripts/terraform/generate_inventory.py` | Creates Ansible inventory from Terraform output | @@ -588,6 +564,9 @@ ssh_key_path: ~/.ssh/id_rsa | Certificate error with kubectl | Cert missing public IP | Playbook adds `--apiserver-cert-extra-sans` | | Kubeconfig uses private IP | Can't reach from laptop | Playbook auto-updates to public IP | | Helm chart not found | Submodules not cloned | Run `git submodule update --init --recursive` | +| Submodule init fails in WSL | Worktree `.git` file has Windows paths | Run from Git Bash, not WSL | +| `poetry shell` not found | Removed in Poetry 2.0 | Use `eval $(poetry env activate)` instead | +| Poetry "not supported" Python | System python too old | `poetry env use python3.11 && poetry install` | | Path `/users/` not found | Wrong home base for cloud | Set `user_home_base: /home` in inventory | ### NSG (Network Security Group) Rules @@ -605,7 +584,7 @@ cd scripts/terraform terraform destroy -var="resource_group_name=" ``` -### Terraform + Ansible Architecture +### Architecture Diagram ``` ┌─────────────────────────────────────────────────────────────┐ From 06eaaacb53882c14131eff87ccddb524d7570471 Mon Sep 17 00:00:00 2001 From: Gagan Date: Wed, 18 Feb 2026 10:17:27 -0700 Subject: [PATCH 32/89] Fix helm chart path check for remote repo charts The submodule path check incorrectly treated remote helm repo references (e.g. chaos-mesh/chaos-mesh) as local paths. Add remote_chart flag to Chaos Mesh config and fix upgrade method to respect the same flag. Co-Authored-By: Claude Opus 4.6 --- aiopslab/generators/fault/inject_symp.py | 1 + aiopslab/service/helm.py | 6 ++++-- 2 files changed, 5 insertions(+), 2 deletions(-) diff --git a/aiopslab/generators/fault/inject_symp.py b/aiopslab/generators/fault/inject_symp.py index cf04feb8..64351158 100644 --- a/aiopslab/generators/fault/inject_symp.py +++ b/aiopslab/generators/fault/inject_symp.py @@ -23,6 +23,7 @@ def __init__(self, namespace: str): "chart_path": "chaos-mesh/chaos-mesh", "namespace": "chaos-mesh", "version": "2.6.2", + "remote_chart": True, } container_runtime = self.kubectl.get_container_runtime() diff --git a/aiopslab/service/helm.py b/aiopslab/service/helm.py index cd582bfa..29cfad83 100644 --- a/aiopslab/service/helm.py +++ b/aiopslab/service/helm.py @@ -151,8 +151,10 @@ def upgrade(**args): values_file = args.get("values_file") set_values = args.get("set_values", {}) - # Check if chart path exists - if chart_path and not os.path.exists(chart_path): + remote_chart = args.get("remote_chart", False) + + # Check if chart path exists for local charts + if not remote_chart and chart_path and not os.path.exists(chart_path): raise FileNotFoundError( f"Helm chart not found at: {chart_path}\n" f"This is likely because git submodules were not cloned.\n" From 0f67d18cdd0fd1fd19fe075707899232c5bb9e2c Mon Sep 17 00:00:00 2001 From: Gagan Date: Wed, 18 Feb 2026 11:28:14 -0700 Subject: [PATCH 33/89] Fix terraform README: broken links, wrong flags, stale references - Replace cluster_size with worker_vm_count in manual tf commands - Replace poetry shell with eval $(poetry env activate) - Add poetry env use python3.11 before poetry install - Remove Documentation section (links to nonexistent files) - Remove SECURITY.md references - Replace --restrict-ssh-corpnet with --allowed-ips CorpNetPublic - Remove deploy_old.py and DEPLOYMENT_GUIDE.md from file tree - Remove "Migration from v1.0" section Co-Authored-By: Claude Opus 4.6 --- scripts/terraform/README.md | 47 +++++++++---------------------------- 1 file changed, 11 insertions(+), 36 deletions(-) diff --git a/scripts/terraform/README.md b/scripts/terraform/README.md index e474d66e..114468b5 100644 --- a/scripts/terraform/README.md +++ b/scripts/terraform/README.md @@ -141,8 +141,8 @@ For more control or debugging, you can run each step manually: ```bash cd scripts/terraform terraform init -terraform plan -var="resource_group_name=" -var="cluster_size=3" -terraform apply -var="resource_group_name=" -var="cluster_size=3" +terraform plan -var="resource_group_name=" -var="worker_vm_count=3" +terraform apply -var="resource_group_name=" -var="worker_vm_count=3" ``` #### Step 2: Generate Ansible Inventory @@ -330,8 +330,9 @@ git clone --recurse-submodules https://github.com/microsoft/AIOpsLab.git cd AIOpsLab # Setup +poetry env use python3.11 poetry install -poetry shell +eval $(poetry env activate) # Configure cd aiopslab @@ -435,19 +436,8 @@ git submodule update --init --recursive --- -## 📚 Documentation - -- **[DEPLOYMENT_GUIDE.md](./DEPLOYMENT_GUIDE.md)** - Comprehensive deployment guide -- **[SECURITY.md](./SECURITY.md)** - Security best practices and considerations -- **[DEPLOYMENT_VALIDATION.md](../../DEPLOYMENT_VALIDATION.md)** - Architecture and validation report -- **[../ansible/README.md](../ansible/README.md)** - Ansible playbook documentation - ---- - ## 🔐 Security Notes -**⚠️ READ BEFORE PRODUCTION DEPLOYMENT: [SECURITY.md](./SECURITY.md)** - ### Default Behavior (Secure) The deployment script is **secure by default**: @@ -459,8 +449,8 @@ The deployment script is **secure by default**: - [ ] **NSG Rules:** SSH is open to 0.0.0.0/0 by default - restrict it! ```bash - # Use --restrict-ssh-corpnet for Microsoft CorpNet - python deploy.py --apply --workers 2 --restrict-ssh-corpnet + # Use --allowed-ips to restrict access (e.g. Microsoft CorpNet) + python deploy.py --apply --workers 2 --allowed-ips CorpNetPublic # Or add custom IP after deployment az network nsg rule create -g aiopslab-rg --nsg-name aiopslab-nsg \ @@ -472,8 +462,6 @@ The deployment script is **secure by default**: - [ ] **Production:** Consider Azure Bastion for secure access - [ ] **Environments:** Use separate resource groups for prod/dev/test -**See [SECURITY.md](./SECURITY.md) for complete security documentation.** - --- ## 💰 Cost Management @@ -499,31 +487,18 @@ The deployment script is **secure by default**: ``` scripts/terraform/ -├── deploy.py # Main deployment script (NEW) -├── deploy_old.py # Original script (backup) -├── generate_inventory.py # Inventory generator (NEW) +├── deploy.py # Main deployment script +├── generate_inventory.py # Inventory generator ├── main.tf # Infrastructure definition ├── variables.tf # Configuration variables -├── outputs.tf # Outputs (UPDATED) +├── outputs.tf # Outputs ├── providers.tf # Provider configuration -├── terraform.tfvars.example # Config template (NEW) -├── DEPLOYMENT_GUIDE.md # Full guide (NEW) +├── terraform.tfvars.example # Config template └── README.md # This file ``` --- -## 🔄 Migration from v1.0 - -If you were using the old deployment method: - -1. **Backup your old deploy.py**: Already saved as `deploy_old.py` -2. **Update Terraform**: Run `terraform init -upgrade` -3. **Use new deploy.py**: Follow Quick Start above -4. **Note**: Old deployments are incompatible with new outputs - ---- - ## 🤝 Contributing Found a bug or have a suggestion? Please open an issue or submit a PR! @@ -543,4 +518,4 @@ Licensed under the MIT License. --- -**Need Help?** See [DEPLOYMENT_GUIDE.md](./DEPLOYMENT_GUIDE.md) or open an issue. +**Need Help?** Open an issue on GitHub. From f5958893969a92ae8cca3d78c7e03dfcbb2ebac0 Mon Sep 17 00:00:00 2001 From: Gagan Date: Wed, 18 Feb 2026 11:28:36 -0700 Subject: [PATCH 34/89] Fix CLAUDE.md NSG description to match actual defaults NSG rules default to open (*), not restricted to CorpNetPublic. Document --allowed-ips flag and nsg_allowed_source variable. Co-Authored-By: Claude Opus 4.6 --- CLAUDE.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/CLAUDE.md b/CLAUDE.md index bb3e9b48..59ada6c0 100644 --- a/CLAUDE.md +++ b/CLAUDE.md @@ -572,8 +572,8 @@ ssh_key_path: ~/.ssh/id_rsa ### NSG (Network Security Group) Rules The Terraform config creates NSG rules for: -- **SSH (22)**: Restricted to `CorpNetPublic` (corporate VPN) -- **K8s API (6443)**: Restricted to `CorpNetPublic` for remote kubectl +- **SSH (22)**: Open to all (`*`) by default. Restrict via `--allowed-ips` flag or `nsg_allowed_source` variable. +- **K8s API (6443)**: Open to all (`*`) by default. Restrict via `--allowed-ips` flag or `nsg_allowed_source` variable. To allow access from other IPs, modify `main.tf` or add rules via Azure CLI. From 0d0eb9d40e3d98569cebdaa3c591676380cbdfab Mon Sep 17 00:00:00 2001 From: Gagan Date: Wed, 18 Feb 2026 11:29:09 -0700 Subject: [PATCH 35/89] Fix Ansible security: file permissions and token logging - Change kubeconfig copy mode from 0644 to 0600 on control plane - Restore /etc/kubernetes/admin.conf to 0600 after fetch - Set ~/.kube/config to 0600 on localhost after fetch - Add no_log: true to kube_token and cert_hash debug tasks Co-Authored-By: Claude Opus 4.6 --- .../ansible/remote_setup_controller_worker.yml | 18 +++++++++++++++++- 1 file changed, 17 insertions(+), 1 deletion(-) diff --git a/scripts/ansible/remote_setup_controller_worker.yml b/scripts/ansible/remote_setup_controller_worker.yml index 4f724752..bebc70b5 100644 --- a/scripts/ansible/remote_setup_controller_worker.yml +++ b/scripts/ansible/remote_setup_controller_worker.yml @@ -63,11 +63,18 @@ copy: src: /etc/kubernetes/admin.conf dest: "{{ kubeconfig_path }}" - mode: '0644' + mode: '0600' remote_src: true owner: "{{ k8s_user }}" group: "{{ k8s_user }}" become: true + + - name: Restore admin.conf permissions + file: + path: /etc/kubernetes/admin.conf + mode: '0600' + become: true + - name: Fetch admin.conf to localhost for kubeconfig (Mode B - remote access) fetch: src: /etc/kubernetes/admin.conf @@ -75,6 +82,13 @@ flat: yes become: true + - name: Set local kubeconfig permissions + delegate_to: localhost + become: false + file: + path: "{{ lookup('env', 'HOME') }}/.kube/config" + mode: '0600' + - name: Update kubeconfig to use public IP for remote access delegate_to: localhost become: false @@ -93,9 +107,11 @@ - name: Display kube_token debug: msg: "kube_token is {{ kube_token }}" + no_log: true - name: Display cert_hash debug: msg: "cert_hash is {{ cert_hash }}" + no_log: true - name: Install Flannel network plugin shell: | kubectl apply -f https://github.com/flannel-io/flannel/releases/latest/download/kube-flannel.yml From 64520a8575c46a942329beb8a8120b6206f7bb95 Mon Sep 17 00:00:00 2001 From: Gagan Date: Wed, 18 Feb 2026 11:30:58 -0700 Subject: [PATCH 36/89] Fix helm.py upgrade and remove unused Terraform resources - Guard -f values_file with conditional check in helm upgrade - Remove unused azurerm_public_ip_prefix resource from main.tf - Remove unused location variable from variables.tf and tfvars example - Add gen1/gen2 note to os_sku variable description - Add trailing newlines to main.tf and variables.tf Co-Authored-By: Claude Opus 4.6 --- aiopslab/service/helm.py | 5 +++-- scripts/terraform/main.tf | 9 +-------- scripts/terraform/terraform.tfvars.example | 1 - scripts/terraform/variables.tf | 10 ++-------- 4 files changed, 6 insertions(+), 19 deletions(-) diff --git a/aiopslab/service/helm.py b/aiopslab/service/helm.py index 0faed761..74c111fd 100644 --- a/aiopslab/service/helm.py +++ b/aiopslab/service/helm.py @@ -167,10 +167,11 @@ def upgrade(**args): chart_path, "-n", namespace, - "-f", - values_file, ] + if values_file: + command.extend(["-f", values_file]) + # Add --set options if provided for key, value in set_values.items(): command.append("--set") diff --git a/scripts/terraform/main.tf b/scripts/terraform/main.tf index a804b454..0b632c49 100644 --- a/scripts/terraform/main.tf +++ b/scripts/terraform/main.tf @@ -16,13 +16,6 @@ resource "azurerm_subnet" "subnet" { address_prefixes = ["10.0.1.0/24"] } -resource "azurerm_public_ip_prefix" "ip_prefix" { - name = "${var.prefix}-pip-prefix" - location = data.azurerm_resource_group.rg.location - resource_group_name = data.azurerm_resource_group.rg.name - prefix_length = 28 -} - resource "azurerm_network_security_group" "nsg" { name = "${var.prefix}-nsg" location = data.azurerm_resource_group.rg.location @@ -169,4 +162,4 @@ resource "azurerm_linux_virtual_machine" "workers" { sku = var.os_sku version = "latest" } -} \ No newline at end of file +} diff --git a/scripts/terraform/terraform.tfvars.example b/scripts/terraform/terraform.tfvars.example index 56463a31..e316ee7b 100644 --- a/scripts/terraform/terraform.tfvars.example +++ b/scripts/terraform/terraform.tfvars.example @@ -4,7 +4,6 @@ # Resource Configuration prefix = "aiopslab" # Prefix for all resource names resource_group_name = "aiopslab-rg" # Existing Azure resource group -location = "eastus" # Azure region (not used with existing RG) # VM Configuration worker_vm_count = 2 # Number of worker nodes (1-10) diff --git a/scripts/terraform/variables.tf b/scripts/terraform/variables.tf index cdf6244f..825a4fd7 100644 --- a/scripts/terraform/variables.tf +++ b/scripts/terraform/variables.tf @@ -10,12 +10,6 @@ variable "resource_group_name" { default = "aiopslab-rg" } -variable "location" { - type = string - description = "The Azure region to deploy the resources in." - default = "eastus" -} - variable "admin_username" { type = string description = "The username for the VMs." @@ -54,7 +48,7 @@ variable "os_offer" { variable "os_sku" { type = string - description = "The SKU of the OS image. The default is Ubuntu 22.04 LTS." + description = "The SKU of the OS image. The default is Ubuntu 22.04 LTS (gen1). Use '22_04-lts-gen2' for gen2 VMs." default = "22_04-lts" } @@ -68,4 +62,4 @@ variable "nsg_allowed_source" { type = string description = "Source address prefix for NSG rules (SSH + K8s API). Use '*' for open access, a CIDR like '203.0.113.0/24', or an Azure service tag like 'CorpNetPublic'." default = "*" -} \ No newline at end of file +} From 15e14a363be20062307f7067a3c23317d6d7fb56 Mon Sep 17 00:00:00 2001 From: Gagan Date: Wed, 18 Feb 2026 11:31:21 -0700 Subject: [PATCH 37/89] Add kubectl SHA256 checksum verification in deploy.py Download and verify kubectl binary checksum before installing. Add note about helm pipe-to-bash being the official install method. Co-Authored-By: Claude Opus 4.6 --- scripts/terraform/deploy.py | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/scripts/terraform/deploy.py b/scripts/terraform/deploy.py index 0f0b92cd..9e6a5438 100644 --- a/scripts/terraform/deploy.py +++ b/scripts/terraform/deploy.py @@ -338,8 +338,10 @@ def setup_aiopslab_mode_b(self, outputs, ssh_key_path): if not shutil.which("kubectl"): installed = self._install_tool("kubectl", 'curl -LO "https://dl.k8s.io/release/$(curl -sL https://dl.k8s.io/release/stable.txt)/bin/linux/amd64/kubectl"' + ' && curl -LO "https://dl.k8s.io/release/$(curl -sL https://dl.k8s.io/release/stable.txt)/bin/linux/amd64/kubectl.sha256"' + ' && echo "$(cat kubectl.sha256) kubectl" | sha256sum --check' ' && sudo install -o root -g root -m 0755 kubectl /usr/local/bin/kubectl' - ' && rm -f kubectl') + ' && rm -f kubectl kubectl.sha256') if installed: results.append(("kubectl", "INSTALLED", shutil.which("kubectl"))) else: @@ -350,6 +352,7 @@ def setup_aiopslab_mode_b(self, outputs, ssh_key_path): # --- helm --- logger.info("Checking helm...") if not shutil.which("helm"): + # Pipe-to-bash is the official Helm install method; no checksum alternative provided installed = self._install_tool("helm", 'curl -fsSL https://raw.githubusercontent.com/helm/helm/main/scripts/get-helm-3 | bash') if installed: From 26756bee7fb38566842e74c82d35c9cedfa04904 Mon Sep 17 00:00:00 2001 From: Gagan Date: Wed, 18 Feb 2026 14:30:15 -0700 Subject: [PATCH 38/89] Fix kubectl.py to support non-kind kubeconfig contexts The merge from main introduced AIOPSLAB_CLUSTER which hardcodes a kind- prefix on the context name, breaking remote/Azure clusters. Now reads k8s_host from config.yml: uses kind-kind for kind/localhost, default kubeconfig context for remote hosts, and AIOPSLAB_CLUSTER env var still works for parallel kind clusters. Co-Authored-By: Claude Opus 4.6 --- aiopslab/service/kubectl.py | 18 ++++++++++++++---- 1 file changed, 14 insertions(+), 4 deletions(-) diff --git a/aiopslab/service/kubectl.py b/aiopslab/service/kubectl.py index 560a9ad5..0c5293e1 100644 --- a/aiopslab/service/kubectl.py +++ b/aiopslab/service/kubectl.py @@ -18,10 +18,20 @@ def __init__(self): """Initialize the KubeCtl object and load the Kubernetes configuration.""" import os - - # Support parallel execution via AIOPSLAB_CLUSTER environment variable - cluster_env = os.environ.get('AIOPSLAB_CLUSTER', 'kind') - context = f"kind-{cluster_env}" + from aiopslab.paths import config as app_config + + # For kind clusters, support parallel execution via AIOPSLAB_CLUSTER env var. + # For remote clusters (k8s_host is an IP/hostname), use the default kubeconfig context. + k8s_host = app_config.get("k8s_host", "kind") + cluster_env = os.environ.get('AIOPSLAB_CLUSTER') + + if cluster_env: + context = f"kind-{cluster_env}" + elif k8s_host == "kind" or k8s_host == "localhost": + context = "kind-kind" + else: + context = None # use default kubeconfig context + config.load_kube_config(context=context) self.core_v1_api = client.CoreV1Api() From 2541e0678544c2cf7c77715442357fa0cbca8e81 Mon Sep 17 00:00:00 2001 From: Gagan Date: Wed, 18 Feb 2026 14:34:01 -0700 Subject: [PATCH 39/89] Downgrade Prometheus "not found" log from ERROR to WARNING When Prometheus isn't installed yet, Helm.status() raises RuntimeError. This is expected on first run -- log a warning instead of a full traceback. Co-Authored-By: Claude Opus 4.6 --- aiopslab/service/telemetry/prometheus.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/aiopslab/service/telemetry/prometheus.py b/aiopslab/service/telemetry/prometheus.py index cae5ac73..fa737352 100644 --- a/aiopslab/service/telemetry/prometheus.py +++ b/aiopslab/service/telemetry/prometheus.py @@ -141,6 +141,9 @@ def _is_prometheus_running(self) -> bool: status_value = line.split(":", 1)[1].strip().lower() return status_value == "deployed" return False + except RuntimeError: + logging.warning("Prometheus release not found, will install.") + return False except Exception as e: logging.exception(f"Unexpected error while checking Prometheus status: {e}") return False From e35c20d9fecee805ce13dc9c7e365d9da54b0058 Mon Sep 17 00:00:00 2001 From: Gagan Date: Mon, 23 Feb 2026 16:25:58 -0700 Subject: [PATCH 40/89] Fix kubectl.py context: treat localhost as non-kind cluster Mode A runs AIOpsLab on a kubeadm controller VM where k8s_host is "localhost" but the kubeconfig context is kubernetes-admin@kubernetes, not kind-kind. Only treat k8s_host="kind" as a kind cluster. Co-Authored-By: Claude Opus 4.6 --- aiopslab/service/kubectl.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/aiopslab/service/kubectl.py b/aiopslab/service/kubectl.py index 0c5293e1..fad11483 100644 --- a/aiopslab/service/kubectl.py +++ b/aiopslab/service/kubectl.py @@ -27,7 +27,7 @@ def __init__(self): if cluster_env: context = f"kind-{cluster_env}" - elif k8s_host == "kind" or k8s_host == "localhost": + elif k8s_host == "kind": context = "kind-kind" else: context = None # use default kubeconfig context From 2f8d9c891032f690e0a73892f91f6e2f627ac4ac Mon Sep 17 00:00:00 2001 From: Gagan Date: Mon, 23 Feb 2026 16:26:05 -0700 Subject: [PATCH 41/89] Add Ansible playbook and template for Mode A setup setup_aiopslab.yml installs Python 3.11 (deadsnakes PPA), Poetry, Helm, delivers code via git clone or rsync (dev mode), adds user to docker group for VirtualizationFaultInjector, generates config.yml from Jinja2 template, and runs poetry install. Co-Authored-By: Claude Opus 4.6 --- scripts/ansible/setup_aiopslab.yml | 194 ++++++++++++++++++++++++ scripts/ansible/templates/config.yml.j2 | 7 + 2 files changed, 201 insertions(+) create mode 100644 scripts/ansible/setup_aiopslab.yml create mode 100644 scripts/ansible/templates/config.yml.j2 diff --git a/scripts/ansible/setup_aiopslab.yml b/scripts/ansible/setup_aiopslab.yml new file mode 100644 index 00000000..83b034e8 --- /dev/null +++ b/scripts/ansible/setup_aiopslab.yml @@ -0,0 +1,194 @@ +--- +# Mode A: Set up AIOpsLab on the controller VM +# +# Required extra-vars (passed from deploy.py): +# dev_mode: bool - true=rsync local repo, false=git clone +# repo_url: string - git remote URL (clone mode only) +# repo_branch: string - git branch (clone mode only) +# local_repo_path: string - path on Ansible controller (dev mode only) +# repo_dest: string - destination on remote, e.g. /home/azureuser/AIOpsLab +# admin_username: string - k8s_user for config.yml +# +- hosts: control_nodes + become: true + vars: + user_home: "{{ user_home_base }}/{{ k8s_user }}" + kubeconfig_path: "{{ user_home }}/.kube/config" + poetry_bin: "{{ user_home }}/.local/bin/poetry" + tasks: + # ── Python 3.11 ────────────────────────────────────────────── + - name: Check if python3.11 is available + command: python3.11 --version + register: python311_check + ignore_errors: true + changed_when: false + + - name: Add deadsnakes PPA (Ubuntu) + apt_repository: + repo: ppa:deadsnakes/ppa + state: present + when: python311_check.rc != 0 + + - name: Install Python 3.11 + apt: + name: + - python3.11 + - python3.11-venv + - python3.11-dev + state: present + update_cache: true + when: python311_check.rc != 0 + + # ── Poetry ─────────────────────────────────────────────────── + - name: Check if Poetry is installed + stat: + path: "{{ poetry_bin }}" + register: poetry_stat + + - name: Install Poetry via official installer + become: true + become_user: "{{ k8s_user }}" + shell: | + curl -sSL https://install.python-poetry.org | python3 - + args: + creates: "{{ poetry_bin }}" + when: not poetry_stat.stat.exists + + # ── Helm ──────────────────────────────────────────────────── + - name: Check if Helm is installed + command: helm version --short + register: helm_check + ignore_errors: true + changed_when: false + + - name: Install Helm via get-helm-3 + shell: curl -fsSL https://raw.githubusercontent.com/helm/helm/main/scripts/get-helm-3 | bash + when: helm_check.rc != 0 + + # ── Docker group ───────────────────────────────────────────── + - name: Add user to docker group (required by VirtualizationFaultInjector) + user: + name: "{{ k8s_user }}" + groups: docker + append: true + + # ── Git ────────────────────────────────────────────────────── + - name: Ensure git is installed + apt: + name: git + state: present + + # ── Get code (clone mode) ──────────────────────────────────── + - name: Clone AIOpsLab repository + become: true + become_user: "{{ k8s_user }}" + git: + repo: "{{ repo_url }}" + dest: "{{ repo_dest }}" + version: "{{ repo_branch }}" + recursive: true + force: false + when: not dev_mode + + # ── Get code (dev mode — rsync) ───────────────────────────── + - name: Rsync local repo to controller + synchronize: + src: "{{ local_repo_path }}/" + dest: "{{ repo_dest }}/" + delete: true + rsync_opts: + - "--exclude=.venv/" + - "--exclude=__pycache__/" + - "--exclude=.terraform/" + - "--exclude=*.tfstate*" + - "--exclude=data/" + - "--exclude=.env" + - "--exclude=.git/" + - "--exclude=.claude/" + when: dev_mode + + - name: Check if aiopslab-applications has content (dev mode) + stat: + path: "{{ repo_dest }}/aiopslab-applications/README.md" + register: submodule_check + when: dev_mode + + - name: Clone aiopslab-applications submodule (dev mode, empty after rsync) + become: true + become_user: "{{ k8s_user }}" + git: + repo: "https://github.com/xlab-uiuc/aiopslab-applications.git" + dest: "{{ repo_dest }}/aiopslab-applications" + version: main + force: false + when: dev_mode and submodule_check.stat is defined and not submodule_check.stat.exists + + # ── Fix ownership ──────────────────────────────────────────── + - name: Set ownership on repo directory + file: + path: "{{ repo_dest }}" + owner: "{{ k8s_user }}" + group: "{{ k8s_user }}" + recurse: true + + # ── Generate config.yml ────────────────────────────────────── + - name: Generate aiopslab/config.yml + template: + src: templates/config.yml.j2 + dest: "{{ repo_dest }}/aiopslab/config.yml" + owner: "{{ k8s_user }}" + group: "{{ k8s_user }}" + mode: '0644' + + # ── Poetry setup ───────────────────────────────────────────── + - name: Run poetry env use python3.11 + become: true + become_user: "{{ k8s_user }}" + command: "{{ poetry_bin }} env use python3.11" + args: + chdir: "{{ repo_dest }}" + environment: + HOME: "{{ user_home }}" + + - name: Run poetry install + become: true + become_user: "{{ k8s_user }}" + command: "{{ poetry_bin }} install" + args: + chdir: "{{ repo_dest }}" + environment: + HOME: "{{ user_home }}" + async: 600 + poll: 15 + + # ── Verify cluster access ──────────────────────────────────── + - name: Verify kubectl can reach the cluster + become: true + become_user: "{{ k8s_user }}" + command: kubectl get nodes + environment: + KUBECONFIG: "{{ kubeconfig_path }}" + register: kubectl_nodes + changed_when: false + + - name: Display cluster status + debug: + msg: "{{ kubectl_nodes.stdout_lines }}" + + # ── Summary ────────────────────────────────────────────────── + - name: Print setup summary + debug: + msg: + - "============================================" + - "Mode A Setup Complete!" + - "============================================" + - "" + - "AIOpsLab location: {{ repo_dest }}" + - "Config: {{ repo_dest }}/aiopslab/config.yml" + - "Mode: {{ 'dev (rsync)' if dev_mode else 'clone (' + repo_url + ' @ ' + repo_branch + ')' }}" + - "" + - "To start AIOpsLab:" + - " ssh {{ k8s_user }}@{{ ansible_host }}" + - " cd {{ repo_dest }}" + - " eval $({{ poetry_bin }} env activate)" + - " python3 cli.py" diff --git a/scripts/ansible/templates/config.yml.j2 b/scripts/ansible/templates/config.yml.j2 new file mode 100644 index 00000000..3e18f349 --- /dev/null +++ b/scripts/ansible/templates/config.yml.j2 @@ -0,0 +1,7 @@ +# AIOpsLab configuration (generated by setup_aiopslab.yml) +k8s_host: localhost +k8s_user: {{ admin_username }} +ssh_key_path: ~/.ssh/id_rsa +data_dir: data +qualitative_eval: false +print_session: false From 6bcc8ddab43fad5f68d978a9386d0f452f87b983 Mon Sep 17 00:00:00 2001 From: Gagan Date: Mon, 23 Feb 2026 16:26:12 -0700 Subject: [PATCH 42/89] Add Mode A deployment, --setup-only, and --dev flags to deploy.py Implements setup_aiopslab_mode_a() which runs the Ansible playbook with extra-vars for clone vs rsync mode. Adds setup_only() for re-running setup without reprovisioning VMs. New CLI flags: --setup-only (mutually exclusive with --plan/--apply/--destroy), --dev (rsync local repo instead of git clone, Mode A only). Co-Authored-By: Claude Opus 4.6 --- scripts/terraform/deploy.py | 190 ++++++++++++++++++++++++++++++++++-- 1 file changed, 180 insertions(+), 10 deletions(-) diff --git a/scripts/terraform/deploy.py b/scripts/terraform/deploy.py index 9e6a5438..b2663fba 100644 --- a/scripts/terraform/deploy.py +++ b/scripts/terraform/deploy.py @@ -496,10 +496,151 @@ def setup_aiopslab_mode_b(self, outputs, ssh_key_path): print("="*70 + "\n") - def setup_aiopslab_mode_a(self, outputs): - """Configure AIOpsLab for Mode A (on controller VM). TODO.""" - logger.warning("Mode A setup not yet implemented.") - logger.info("To set up manually, SSH into the controller and follow the docs.") + def _detect_git_remote(self): + """Detect the git remote URL of the current repo.""" + repo_root = self.script_dir.parent.parent + try: + url = self.run_command( + ["git", "remote", "get-url", "origin"], + capture_output=True, cwd=str(repo_root), check=True + ) + if url: + return url + except Exception: + pass + return "https://github.com/microsoft/AIOpsLab.git" + + def _detect_git_branch(self): + """Detect the current git branch.""" + repo_root = self.script_dir.parent.parent + try: + branch = self.run_command( + ["git", "branch", "--show-current"], + capture_output=True, cwd=str(repo_root), check=True + ) + if branch: + return branch + except Exception: + pass + return "main" + + def setup_aiopslab_mode_a(self, outputs, ssh_key_path, disable_host_key_checking=False, dev_mode=False): + """Configure AIOpsLab for Mode A (on controller VM). + + Runs the setup_aiopslab.yml Ansible playbook which installs Python 3.11, + Poetry, clones/rsyncs the repo, generates config.yml, and runs poetry install. + """ + controller = outputs['controller']['value'] + controller_ip = controller['public_ip'] + admin_username = controller['username'] + repo_root = self.script_dir.parent.parent + repo_dest = f"/home/{admin_username}/AIOpsLab" + + # Build extra-vars for Ansible + extra_vars = { + "dev_mode": dev_mode, + "repo_dest": repo_dest, + "admin_username": admin_username, + } + + if dev_mode: + extra_vars["local_repo_path"] = str(repo_root) + # synchronize module needs ansible.posix collection + logger.info("Ensuring ansible.posix collection is installed (needed for synchronize)...") + try: + self.run_command( + ["ansible-galaxy", "collection", "install", "ansible.posix"], + check=False + ) + except Exception: + logger.warning("Could not install ansible.posix; synchronize may fail") + # Set dummy values for unused vars so Ansible doesn't complain about undefined + extra_vars["repo_url"] = "" + extra_vars["repo_branch"] = "" + else: + extra_vars["repo_url"] = self._detect_git_remote() + extra_vars["repo_branch"] = self._detect_git_branch() + extra_vars["local_repo_path"] = "" + + if dev_mode: + mode_desc = "dev mode (rsync)" + else: + mode_desc = f"clone {extra_vars['repo_url']} @ {extra_vars['repo_branch']}" + logger.info(f"Setting up AIOpsLab on controller ({controller_ip}) — {mode_desc}") + + success = self.run_ansible_playbook( + "setup_aiopslab.yml", + extra_args=["--extra-vars", json.dumps(extra_vars)], + disable_host_key_checking=disable_host_key_checking + ) + + # Derive private key path + ssh_private_key = ssh_key_path + if ssh_private_key.endswith('.pub'): + ssh_private_key = ssh_private_key[:-4] + + print("\n" + "="*70) + if success: + print("MODE A SETUP COMPLETE") + print("="*70) + print(f"\n AIOpsLab is installed at: {repo_dest}") + print(f" Config: {repo_dest}/aiopslab/config.yml (k8s_host=localhost)") + print(f" Mode: {'dev (rsync)' if dev_mode else 'clone'}") + print(f"\n To start AIOpsLab:") + print(f" ssh -i {ssh_private_key} {admin_username}@{controller_ip}") + print(f" cd {repo_dest}") + print(f" eval $(~/.local/bin/poetry env activate)") + print(f" python3 cli.py") + else: + print("MODE A SETUP FAILED") + print("="*70) + print(f"\n The Ansible playbook failed. You can try manually:") + print(f" ssh -i {ssh_private_key} {admin_username}@{controller_ip}") + print(f" # Then follow the setup steps in CLAUDE.md") + print("\n" + "="*70 + "\n") + + return success + + def setup_only(self, resource_group, ssh_key_path, mode="A", dev_mode=False, disable_host_key_checking=False): + """Re-run AIOpsLab setup without reprovisioning infrastructure. + + Reads existing Terraform outputs and runs the Mode A or B setup directly. + Useful for iterating on code: edit locally, then re-sync to the controller. + """ + logger.info("="*70) + logger.info("AIOPSLAB SETUP-ONLY (no Terraform changes)") + logger.info("="*70) + logger.info(f"Resource Group: {resource_group}") + logger.info(f"Mode: {mode} ({'AIOpsLab on controller' if mode == 'A' else 'AIOpsLab on laptop'})") + if dev_mode: + logger.info("Dev mode: will rsync local repo") + + try: + # Read existing Terraform outputs (no init needed) + outputs = self.get_terraform_outputs() + if not outputs: + logger.error("Failed to read Terraform outputs. Has infrastructure been provisioned?") + logger.error("Run --apply first to provision, then use --setup-only to iterate.") + return False + + # Regenerate inventory in case IPs changed or inventory was deleted + if not self.generate_ansible_inventory(): + logger.error("Inventory generation failed") + return False + + # Run the appropriate setup + if mode == 'A': + return self.setup_aiopslab_mode_a(outputs, ssh_key_path, disable_host_key_checking, dev_mode) + else: + self.setup_aiopslab_mode_b(outputs, ssh_key_path) + return True + + except KeyboardInterrupt: + logger.warning("\nSetup interrupted by user") + return False + except Exception as e: + logger.error(f"Setup failed: {e}") + return False def print_access_info(self, outputs): """Print SSH access information.""" @@ -525,7 +666,7 @@ def print_access_info(self, outputs): print("\n" + "="*70 + "\n") - def deploy(self, worker_count, vm_size, resource_group, prefix, ssh_key_path, allowed_ips="*", disable_host_key_checking=False, mode="B"): + def deploy(self, worker_count, vm_size, resource_group, prefix, ssh_key_path, allowed_ips="*", disable_host_key_checking=False, mode="B", dev_mode=False): """Execute full deployment workflow.""" logger.info("="*70) logger.info("STARTING AIOPSLAB DEPLOYMENT") @@ -603,7 +744,7 @@ def deploy(self, worker_count, vm_size, resource_group, prefix, ssh_key_path, al if mode == 'B': self.setup_aiopslab_mode_b(outputs, ssh_key_path) elif mode == 'A': - self.setup_aiopslab_mode_a(outputs) + self.setup_aiopslab_mode_a(outputs, ssh_key_path, disable_host_key_checking, dev_mode) logger.info("DEPLOYMENT SUCCESSFUL!") return True @@ -712,6 +853,9 @@ def main(): Destroy infrastructure: python deploy.py --destroy + Re-run setup only (no Terraform changes): + python deploy.py --setup-only --mode A --dev --resource-group AIOpsBenchmark + Deploy with custom settings: python deploy.py --apply --workers 5 --vm-size Standard_D8s_v3 \\ --resource-group my-rg --prefix myaiops --ssh-key ~/.ssh/id_rsa.pub @@ -736,6 +880,12 @@ def main(): help='Destroy all infrastructure' ) + parser.add_argument( + '--setup-only', + action='store_true', + help='Re-run AIOpsLab setup without reprovisioning infrastructure. Reads existing Terraform outputs and runs Mode A/B setup. Useful for iterating: edit code locally, then re-sync.' + ) + parser.add_argument( '--workers', type=int, @@ -780,6 +930,12 @@ def main(): help='Deployment mode. A: AIOpsLab runs on controller VM. B: AIOpsLab runs on laptop with remote kubectl (default: B)' ) + parser.add_argument( + '--dev', + action='store_true', + help='Developer mode for Mode A: rsync local repo instead of git clone' + ) + parser.add_argument( '--disable-host-key-checking', action='store_true', @@ -799,14 +955,19 @@ def main(): logger.setLevel(logging.DEBUG) # Validate arguments - if not args.plan and not args.apply and not args.destroy: + if not args.plan and not args.apply and not args.destroy and not args.setup_only: parser.print_help() sys.exit(1) # Check for conflicting options - action_count = sum([args.plan, args.apply, args.destroy]) + action_count = sum([args.plan, args.apply, args.destroy, args.setup_only]) if action_count > 1: - logger.error("Cannot use --plan, --apply, and --destroy together. Choose one.") + logger.error("Cannot use --plan, --apply, --destroy, and --setup-only together. Choose one.") + sys.exit(1) + + # Validate --dev only with --mode A + if args.dev and args.mode != 'A': + logger.error("--dev flag is only meaningful with --mode A") sys.exit(1) # Expand SSH key path @@ -835,7 +996,8 @@ def main(): ssh_key_path=ssh_key_path, allowed_ips=args.allowed_ips, disable_host_key_checking=args.disable_host_key_checking, - mode=args.mode + mode=args.mode, + dev_mode=args.dev ) elif args.destroy: success = deployer.destroy( @@ -844,6 +1006,14 @@ def main(): ssh_key_path=ssh_key_path, allowed_ips=args.allowed_ips ) + elif args.setup_only: + success = deployer.setup_only( + resource_group=args.resource_group, + ssh_key_path=ssh_key_path, + mode=args.mode, + dev_mode=args.dev, + disable_host_key_checking=args.disable_host_key_checking + ) sys.exit(0 if success else 1) From a712ecf11c1740b597d2382b16fbef538a05d765 Mon Sep 17 00:00:00 2001 From: Snehashish Reddy Manda Date: Tue, 24 Feb 2026 16:25:52 -0500 Subject: [PATCH 43/89] feat(clients): add GenericOpenAIClient for any OpenAI Responses API endpoint --- clients/utils/llm.py | 62 ++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 62 insertions(+) diff --git a/clients/utils/llm.py b/clients/utils/llm.py index 6632a80a..e42b8968 100644 --- a/clients/utils/llm.py +++ b/clients/utils/llm.py @@ -330,6 +330,68 @@ def run(self, payload: list[dict[str, str]]) -> list[str]: return response +class GenericOpenAIClient: + """Generic client for any OpenAI Responses API compatible endpoint. + + Uses the OpenAI Responses API (client.responses.create) rather than the + Chat Completions API, making it suitable for providers that expose the + /v1/responses endpoint such as Poe, as well as standard OpenAI deployments. + + Environment variables: + OPENAI_COMPATIBLE_API_KEY: API key for the target endpoint. + OPENAI_COMPATIBLE_BASE_URL: Base URL of the target endpoint. + OPENAI_COMPATIBLE_MODEL: Model name to use (default: gpt-4o). + + All three can be overridden by passing explicit arguments to the constructor. + """ + + def __init__( + self, + base_url: Optional[str] = None, + model: Optional[str] = None, + api_key: Optional[str] = None, + ): + self.cache = Cache() + self.model = model or os.getenv("OPENAI_COMPATIBLE_MODEL", "gpt-4o") + resolved_base_url = base_url or os.getenv("OPENAI_COMPATIBLE_BASE_URL") + if not resolved_base_url: + raise ValueError( + "base_url must be provided either as a constructor argument or via " + "the OPENAI_COMPATIBLE_BASE_URL environment variable." + ) + resolved_api_key = api_key or os.getenv("OPENAI_COMPATIBLE_API_KEY") + if not resolved_api_key: + raise ValueError( + "api_key must be provided either as a constructor argument or via " + "the OPENAI_COMPATIBLE_API_KEY environment variable." + ) + self.client = OpenAI(api_key=resolved_api_key, base_url=resolved_base_url) + + def inference(self, payload: list[dict[str, str]]) -> list[str]: + if self.cache is not None: + cache_result = self.cache.get_from_cache(payload) + if cache_result is not None: + return cache_result + + try: + response = self.client.responses.create( + model=self.model, + input=payload, # type: ignore + ) + except Exception as e: + print(f"Exception: {repr(e)}") + raise e + + return [response.output_text] + + def run(self, payload: list[dict[str, str]]) -> list[str]: + response = self.inference(payload) + if self.cache is not None: + self.cache.add_to_cache(payload, response) + self.cache.save_cache() + return response + + class LLaMAClient: """Abstraction for Meta's LLaMA-3 model.""" From aa162592e48d902661d9068d38219b5904e13ebc Mon Sep 17 00:00:00 2001 From: Snehashish Reddy Manda Date: Tue, 24 Feb 2026 16:26:41 -0500 Subject: [PATCH 44/89] feat(clients): add GenericOpenAIAgent using GenericOpenAIClient --- clients/generic_openai.py | 99 +++++++++++++++++++++++++++++++++++++++ 1 file changed, 99 insertions(+) create mode 100644 clients/generic_openai.py diff --git a/clients/generic_openai.py b/clients/generic_openai.py new file mode 100644 index 00000000..0fb5c4b0 --- /dev/null +++ b/clients/generic_openai.py @@ -0,0 +1,99 @@ +"""Generic OpenAI Responses API client (with shell access) for AIOpsLab. + +This agent works with any provider that implements the OpenAI Responses API +endpoint (/v1/responses), such as Poe (https://creator.poe.com/docs/external-applications/responses-api), +standard OpenAI deployments, or other compatible services. + +Configure the endpoint and model via environment variables or constructor arguments: + OPENAI_COMPATIBLE_API_KEY — API key for the target endpoint + OPENAI_COMPATIBLE_BASE_URL — Base URL of the target endpoint (e.g. https://api.poe.com/llm/v1) + OPENAI_COMPATIBLE_MODEL — Model name to use (e.g. MiniMax-Text-01) +""" + +import os +import asyncio +import wandb +from aiopslab.orchestrator import Orchestrator +from aiopslab.orchestrator.problems.registry import ProblemRegistry +from clients.utils.llm import GenericOpenAIClient +from clients.utils.templates import DOCS_SHELL_ONLY +from dotenv import load_dotenv + +# Load environment variables from the .env file +load_dotenv() + + +class GenericOpenAIAgent: + def __init__( + self, + base_url: str | None = None, + model: str | None = None, + api_key: str | None = None, + ): + self.history = [] + self.llm = GenericOpenAIClient( + base_url=base_url, + model=model, + api_key=api_key, + ) + + def init_context(self, problem_desc: str, instructions: str, apis: str): + """Initialize the context for the agent.""" + + self.shell_api = self._filter_dict(apis, lambda k, _: "exec_shell" in k) + self.submit_api = self._filter_dict(apis, lambda k, _: "submit" in k) + stringify_apis = lambda apis: "\n\n".join( + [f"{k}\n{v}" for k, v in apis.items()] + ) + + self.system_message = DOCS_SHELL_ONLY.format( + prob_desc=problem_desc, + shell_api=stringify_apis(self.shell_api), + submit_api=stringify_apis(self.submit_api), + ) + + self.task_message = instructions + + self.history.append({"role": "system", "content": self.system_message}) + self.history.append({"role": "user", "content": self.task_message}) + + async def get_action(self, input) -> str: + """Wrapper to interface the agent with AIOpsLab. + + Args: + input (str): The input from the orchestrator/environment. + + Returns: + str: The response from the agent. + """ + self.history.append({"role": "user", "content": input}) + response = self.llm.run(self.history) + model_name = self.llm.model + print(f"===== Agent (GenericOpenAI - {model_name}) ====\n{response[0]}") + self.history.append({"role": "assistant", "content": response[0]}) + return response[0] + + def _filter_dict(self, dictionary, filter_func): + return {k: v for k, v in dictionary.items() if filter_func(k, v)} + + +if __name__ == "__main__": + # Load use_wandb from environment variable with a default of False + use_wandb = os.getenv("USE_WANDB", "false").lower() == "true" + + if use_wandb: + wandb.init(project="AIOpsLab", entity="AIOpsLab") + + problems = ProblemRegistry().PROBLEM_REGISTRY + for pid in problems: + agent = GenericOpenAIAgent() + + orchestrator = Orchestrator() + orchestrator.register_agent(agent, name="generic-openai") + + problem_desc, instructs, apis = orchestrator.init_problem(pid) + agent.init_context(problem_desc, instructs, apis) + asyncio.run(orchestrator.start_problem(max_steps=30)) + + if use_wandb: + wandb.finish() From 3f65e90b0fbfa44386ad26e011dde94d6dd87756 Mon Sep 17 00:00:00 2001 From: Snehashish Reddy Manda Date: Tue, 24 Feb 2026 16:27:04 -0500 Subject: [PATCH 45/89] feat(clients): register GenericOpenAIAgent in AgentRegistry --- clients/registry.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/clients/registry.py b/clients/registry.py index d881c761..82cfd358 100644 --- a/clients/registry.py +++ b/clients/registry.py @@ -5,6 +5,7 @@ from clients.deepseek import DeepSeekAgent from clients.vllm import vLLMAgent from clients.openrouter import OpenRouterAgent +from clients.generic_openai import GenericOpenAIAgent class AgentRegistry: """Registry for agent implementations.""" @@ -16,6 +17,7 @@ def __init__(self): "deepseek": DeepSeekAgent, "vllm": vLLMAgent, "openrouter": OpenRouterAgent, + "generic": GenericOpenAIAgent, } def register(self, name, agent_cls): From 3ecefb828229c8f0db9514314fcbd739e91af828 Mon Sep 17 00:00:00 2001 From: Snehashish Reddy Manda Date: Tue, 24 Feb 2026 16:28:37 -0500 Subject: [PATCH 46/89] docs(clients): document GenericOpenAIAgent and its configuration --- clients/README.md | 14 ++++++++++++++ 1 file changed, 14 insertions(+) diff --git a/clients/README.md b/clients/README.md index 95d6e433..90e34421 100644 --- a/clients/README.md +++ b/clients/README.md @@ -13,6 +13,7 @@ These clients are some baselines that we have implemented and evaluated to help - [ReAct](/clients/react.py): A naive LLM agent that uses the ReAct framework. - [FLASH](/clients/flash.py): A naive LLM agent that uses status supervision and hindsight integration components to ensure the high reliability of workflow execution. - [OpenRouter](/clients/openrouter.py): A naive OpenRouter LLM agent with only shell access. +- [Generic OpenAI](/clients/generic_openai.py): A generic agent that works with any provider exposing the [OpenAI Responses API](https://platform.openai.com/docs/api-reference/responses) (`/v1/responses`), such as [Poe](https://creator.poe.com/docs/external-applications/responses-api), standard OpenAI deployments, or other compatible services. ### Using the vLLM Client @@ -84,6 +85,19 @@ cp .env.example .env - `OPENROUTER_MODEL`: OpenRouter model to use (default: `openai/gpt-4o-mini`) - `USE_WANDB`: Enable Weights & Biases logging (default: `false`) +### Generic OpenAI Responses API Client +The [Generic OpenAI client](/clients/generic_openai.py) works with any provider that implements the OpenAI Responses API (`/v1/responses`), such as [Poe](https://creator.poe.com/docs/external-applications/responses-api). + +Set the following environment variables: +- `OPENAI_COMPATIBLE_API_KEY`: API key for your target endpoint (required) +- `OPENAI_COMPATIBLE_BASE_URL`: Base URL of your target endpoint, e.g. `https://api.poe.com/llm/v1` (required) +- `OPENAI_COMPATIBLE_MODEL`: Model name to use, e.g. `MiniMax-Text-01` (default: `gpt-4o`) + +Then run: +```bash +python clients/generic_openai.py +``` + ### Keyless Authentication The script [`gpt_azure_identity.py`](/clients/gpt_azure_identity.py) supports keyless authentication for **securely** accessing Azure OpenAI endpoints. It supports two authentication methods: From 27ecf69f5e36e6df046eeb50424e69450ec52e22 Mon Sep 17 00:00:00 2001 From: Snehashish Reddy Manda Date: Tue, 24 Feb 2026 16:29:17 -0500 Subject: [PATCH 47/89] chore(env): add OPENAI_COMPATIBLE_API_KEY, BASE_URL, and MODEL to .env.example --- .env.example | 16 ++++++++++++++++ 1 file changed, 16 insertions(+) diff --git a/.env.example b/.env.example index 05e81e5a..228a5bb9 100644 --- a/.env.example +++ b/.env.example @@ -40,6 +40,22 @@ GROQ_API_KEY=your_groq_api_key_here # OpenRouter Model Selection (optional) OPENROUTER_MODEL=openai/gpt-4o-mini +# ============================================================================= +# GENERIC OPENAI RESPONSES API CLIENT +# ============================================================================= + +# API key for any OpenAI Responses API compatible endpoint (e.g. Poe) +# Get a Poe API key from: https://creator.poe.com/ +OPENAI_COMPATIBLE_API_KEY=your_api_key_here + +# Base URL of the target endpoint +# Example for Poe: https://api.poe.com/llm/v1 +OPENAI_COMPATIBLE_BASE_URL=https://api.poe.com/llm/v1 + +# Model name to use via the generic client (default: gpt-4o) +# Example for Poe: MiniMax-Text-01, Claude-3-7-Sonnet, etc. +OPENAI_COMPATIBLE_MODEL=gpt-4o + # Set it to a positive integer(window size in lines) to trim log blocks that only differ in timestamps. This saves input tokens and reduces context length. # For example, if LOG_TRIM=2, the code will compare every 1 line, and then every 2 lines for duplication. LOG_TRIM=0 From c8696c2022624fd0723a0c7917ca63424733e6d0 Mon Sep 17 00:00:00 2001 From: Snehashish Reddy Manda Date: Tue, 24 Feb 2026 17:27:57 -0500 Subject: [PATCH 48/89] fix(clients): switch GenericOpenAIClient to chat.completions API for broad compatibility --- clients/README.md | 6 +++--- clients/generic_openai.py | 9 +++++---- clients/utils/llm.py | 23 ++++++++++++++++------- 3 files changed, 24 insertions(+), 14 deletions(-) diff --git a/clients/README.md b/clients/README.md index 90e34421..d5c9a0bc 100644 --- a/clients/README.md +++ b/clients/README.md @@ -13,7 +13,7 @@ These clients are some baselines that we have implemented and evaluated to help - [ReAct](/clients/react.py): A naive LLM agent that uses the ReAct framework. - [FLASH](/clients/flash.py): A naive LLM agent that uses status supervision and hindsight integration components to ensure the high reliability of workflow execution. - [OpenRouter](/clients/openrouter.py): A naive OpenRouter LLM agent with only shell access. -- [Generic OpenAI](/clients/generic_openai.py): A generic agent that works with any provider exposing the [OpenAI Responses API](https://platform.openai.com/docs/api-reference/responses) (`/v1/responses`), such as [Poe](https://creator.poe.com/docs/external-applications/responses-api), standard OpenAI deployments, or other compatible services. +- [Generic OpenAI](/clients/generic_openai.py): A generic agent that works with any provider exposing the [OpenAI Chat Completions API](https://platform.openai.com/docs/api-reference/chat) (`/v1/chat/completions`), such as [Poe](https://creator.poe.com/docs/external-applications/responses-api), vLLM, LocalAI, standard OpenAI deployments, or other compatible services. The `base_url` and model are fully configurable via environment variables. ### Using the vLLM Client @@ -85,8 +85,8 @@ cp .env.example .env - `OPENROUTER_MODEL`: OpenRouter model to use (default: `openai/gpt-4o-mini`) - `USE_WANDB`: Enable Weights & Biases logging (default: `false`) -### Generic OpenAI Responses API Client -The [Generic OpenAI client](/clients/generic_openai.py) works with any provider that implements the OpenAI Responses API (`/v1/responses`), such as [Poe](https://creator.poe.com/docs/external-applications/responses-api). +### Generic OpenAI-Compatible Client +The [Generic OpenAI client](/clients/generic_openai.py) works with any provider that implements the OpenAI Chat Completions API (`/v1/chat/completions`), such as [Poe](https://creator.poe.com/docs/external-applications/responses-api), vLLM, LocalAI, or standard OpenAI. Set the following environment variables: - `OPENAI_COMPATIBLE_API_KEY`: API key for your target endpoint (required) diff --git a/clients/generic_openai.py b/clients/generic_openai.py index 0fb5c4b0..621a43e1 100644 --- a/clients/generic_openai.py +++ b/clients/generic_openai.py @@ -1,8 +1,9 @@ -"""Generic OpenAI Responses API client (with shell access) for AIOpsLab. +"""Generic OpenAI-compatible chat client (with shell access) for AIOpsLab. -This agent works with any provider that implements the OpenAI Responses API -endpoint (/v1/responses), such as Poe (https://creator.poe.com/docs/external-applications/responses-api), -standard OpenAI deployments, or other compatible services. +This agent works with any provider that implements the OpenAI Chat Completions +API endpoint (/v1/chat/completions), such as Poe +(https://creator.poe.com/docs/external-applications/responses-api), +standard OpenAI deployments, vLLM, LocalAI, or other compatible services. Configure the endpoint and model via environment variables or constructor arguments: OPENAI_COMPATIBLE_API_KEY — API key for the target endpoint diff --git a/clients/utils/llm.py b/clients/utils/llm.py index e42b8968..3f412aa9 100644 --- a/clients/utils/llm.py +++ b/clients/utils/llm.py @@ -331,11 +331,12 @@ def run(self, payload: list[dict[str, str]]) -> list[str]: class GenericOpenAIClient: - """Generic client for any OpenAI Responses API compatible endpoint. + """Generic client for any OpenAI Chat Completions compatible endpoint. - Uses the OpenAI Responses API (client.responses.create) rather than the - Chat Completions API, making it suitable for providers that expose the - /v1/responses endpoint such as Poe, as well as standard OpenAI deployments. + Uses the standard Chat Completions API (client.chat.completions.create), + making it compatible with any provider that implements the OpenAI Chat + Completions spec — including Poe, OpenRouter, vLLM, LocalAI, DeepSeek, + and standard OpenAI/Azure OpenAI deployments — by overriding base_url. Environment variables: OPENAI_COMPATIBLE_API_KEY: API key for the target endpoint. @@ -374,15 +375,23 @@ def inference(self, payload: list[dict[str, str]]) -> list[str]: return cache_result try: - response = self.client.responses.create( + response = self.client.chat.completions.create( + messages=payload, # type: ignore model=self.model, - input=payload, # type: ignore + max_tokens=1024, + temperature=0.5, + top_p=0.95, + frequency_penalty=0.0, + presence_penalty=0.0, + n=1, + timeout=60, + stop=[], ) except Exception as e: print(f"Exception: {repr(e)}") raise e - return [response.output_text] + return [c.message.content for c in response.choices] # type: ignore def run(self, payload: list[dict[str, str]]) -> list[str]: response = self.inference(payload) From 3b1cc96fb7fff9239ded4f90057d663e826e842f Mon Sep 17 00:00:00 2001 From: Snehashish Reddy Manda Date: Tue, 24 Feb 2026 17:32:52 -0500 Subject: [PATCH 49/89] fix(clients): increase GenericOpenAIClient default max_tokens to 16000 for thinking model compatibility --- clients/utils/llm.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/clients/utils/llm.py b/clients/utils/llm.py index 3f412aa9..50d9de5e 100644 --- a/clients/utils/llm.py +++ b/clients/utils/llm.py @@ -351,9 +351,11 @@ def __init__( base_url: Optional[str] = None, model: Optional[str] = None, api_key: Optional[str] = None, + max_tokens: int = 16000, ): self.cache = Cache() self.model = model or os.getenv("OPENAI_COMPATIBLE_MODEL", "gpt-4o") + self.max_tokens = max_tokens resolved_base_url = base_url or os.getenv("OPENAI_COMPATIBLE_BASE_URL") if not resolved_base_url: raise ValueError( @@ -378,7 +380,7 @@ def inference(self, payload: list[dict[str, str]]) -> list[str]: response = self.client.chat.completions.create( messages=payload, # type: ignore model=self.model, - max_tokens=1024, + max_tokens=self.max_tokens, temperature=0.5, top_p=0.95, frequency_penalty=0.0, From 1b5764b906abd7e5bf7bbe0abc4b25f160140076 Mon Sep 17 00:00:00 2001 From: Snehashish Reddy Manda Date: Tue, 24 Feb 2026 17:57:32 -0500 Subject: [PATCH 50/89] fix: replace stale Responses API refs with correct OpenAI Chat Completions API links - Update Poe doc URL from /responses-api to /openai-compatible-api in: - clients/generic_openai.py (module docstring) - clients/README.md (two occurrences) - .env.example (section heading and comment) --- .env.example | 4 ++-- clients/README.md | 4 ++-- clients/generic_openai.py | 2 +- 3 files changed, 5 insertions(+), 5 deletions(-) diff --git a/.env.example b/.env.example index 228a5bb9..307a4b46 100644 --- a/.env.example +++ b/.env.example @@ -41,10 +41,10 @@ GROQ_API_KEY=your_groq_api_key_here OPENROUTER_MODEL=openai/gpt-4o-mini # ============================================================================= -# GENERIC OPENAI RESPONSES API CLIENT +# GENERIC OPENAI CHAT COMPLETIONS API CLIENT # ============================================================================= -# API key for any OpenAI Responses API compatible endpoint (e.g. Poe) +# API key for any OpenAI Chat Completions API compatible endpoint (e.g. Poe) # Get a Poe API key from: https://creator.poe.com/ OPENAI_COMPATIBLE_API_KEY=your_api_key_here diff --git a/clients/README.md b/clients/README.md index d5c9a0bc..d0147d6a 100644 --- a/clients/README.md +++ b/clients/README.md @@ -13,7 +13,7 @@ These clients are some baselines that we have implemented and evaluated to help - [ReAct](/clients/react.py): A naive LLM agent that uses the ReAct framework. - [FLASH](/clients/flash.py): A naive LLM agent that uses status supervision and hindsight integration components to ensure the high reliability of workflow execution. - [OpenRouter](/clients/openrouter.py): A naive OpenRouter LLM agent with only shell access. -- [Generic OpenAI](/clients/generic_openai.py): A generic agent that works with any provider exposing the [OpenAI Chat Completions API](https://platform.openai.com/docs/api-reference/chat) (`/v1/chat/completions`), such as [Poe](https://creator.poe.com/docs/external-applications/responses-api), vLLM, LocalAI, standard OpenAI deployments, or other compatible services. The `base_url` and model are fully configurable via environment variables. +- [Generic OpenAI](/clients/generic_openai.py): A generic agent that works with any provider exposing the [OpenAI Chat Completions API](https://platform.openai.com/docs/api-reference/chat) (`/v1/chat/completions`), such as [Poe](https://creator.poe.com/docs/external-applications/openai-compatible-api), vLLM, LocalAI, standard OpenAI deployments, or other compatible services. The `base_url` and model are fully configurable via environment variables. ### Using the vLLM Client @@ -86,7 +86,7 @@ cp .env.example .env - `USE_WANDB`: Enable Weights & Biases logging (default: `false`) ### Generic OpenAI-Compatible Client -The [Generic OpenAI client](/clients/generic_openai.py) works with any provider that implements the OpenAI Chat Completions API (`/v1/chat/completions`), such as [Poe](https://creator.poe.com/docs/external-applications/responses-api), vLLM, LocalAI, or standard OpenAI. +The [Generic OpenAI client](/clients/generic_openai.py) works with any provider that implements the OpenAI Chat Completions API (`/v1/chat/completions`), such as [Poe](https://creator.poe.com/docs/external-applications/openai-compatible-api), vLLM, LocalAI, or standard OpenAI. Set the following environment variables: - `OPENAI_COMPATIBLE_API_KEY`: API key for your target endpoint (required) diff --git a/clients/generic_openai.py b/clients/generic_openai.py index 621a43e1..ee1490ce 100644 --- a/clients/generic_openai.py +++ b/clients/generic_openai.py @@ -2,7 +2,7 @@ This agent works with any provider that implements the OpenAI Chat Completions API endpoint (/v1/chat/completions), such as Poe -(https://creator.poe.com/docs/external-applications/responses-api), +(https://creator.poe.com/docs/external-applications/openai-compatible-api), standard OpenAI deployments, vLLM, LocalAI, or other compatible services. Configure the endpoint and model via environment variables or constructor arguments: From 7eb09d0f215e96768da27c642927a61387e65dd0 Mon Sep 17 00:00:00 2001 From: Ash Manda Date: Tue, 24 Feb 2026 19:20:14 -0500 Subject: [PATCH 51/89] Update clients/utils/llm.py Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> --- clients/utils/llm.py | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/clients/utils/llm.py b/clients/utils/llm.py index 50d9de5e..0daac816 100644 --- a/clients/utils/llm.py +++ b/clients/utils/llm.py @@ -336,8 +336,13 @@ class GenericOpenAIClient: Uses the standard Chat Completions API (client.chat.completions.create), making it compatible with any provider that implements the OpenAI Chat Completions spec — including Poe, OpenRouter, vLLM, LocalAI, DeepSeek, - and standard OpenAI/Azure OpenAI deployments — by overriding base_url. + and standard OpenAI deployments, as well as Azure- or other cloud-hosted + gateways that expose an OpenAI-compatible `/v1/chat/completions` endpoint + via `base_url`. + Note: Native Azure OpenAI endpoints typically require the AzureOpenAI client + with an `azure_endpoint` and `api_version`, and are not used via `base_url` + in this class unless they are fronted by such a compatibility gateway. Environment variables: OPENAI_COMPATIBLE_API_KEY: API key for the target endpoint. OPENAI_COMPATIBLE_BASE_URL: Base URL of the target endpoint. From 7ac4b6e60fb4cba8e9e70883c76f2319febd4c5d Mon Sep 17 00:00:00 2001 From: Gagan Somashekar Date: Wed, 25 Feb 2026 11:17:46 -0700 Subject: [PATCH 52/89] Update scripts/terraform/deploy.py Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> --- scripts/terraform/deploy.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/terraform/deploy.py b/scripts/terraform/deploy.py index b2663fba..1201e26e 100644 --- a/scripts/terraform/deploy.py +++ b/scripts/terraform/deploy.py @@ -815,7 +815,7 @@ def destroy(self, resource_group, prefix, ssh_key_path, allowed_ips="*"): # Confirm destruction confirm = input("This will destroy all resources. Type 'yes' to confirm: ") if confirm.lower() != 'yes': - logger.info("Destruction cancelled") + logger.warning("Destruction cancelled") return False # Destroy infrastructure From 629537b8616cdcced9019374637d9696527f27ec Mon Sep 17 00:00:00 2001 From: Snehashish Reddy Manda Date: Wed, 25 Feb 2026 16:52:48 -0500 Subject: [PATCH 53/89] chore(clients): correct type annotations across clients --- clients/deepseek.py | 2 +- clients/flash.py | 6 +++--- clients/generic_openai.py | 2 +- clients/gpt.py | 2 +- clients/gpt_azure_identity.py | 2 +- clients/llama.py | 2 +- clients/openrouter.py | 2 +- clients/qwen.py | 2 +- clients/react.py | 2 +- clients/vllm.py | 2 +- 10 files changed, 12 insertions(+), 12 deletions(-) diff --git a/clients/deepseek.py b/clients/deepseek.py index 7227bd78..8a110d0e 100644 --- a/clients/deepseek.py +++ b/clients/deepseek.py @@ -22,7 +22,7 @@ def __init__(self): self.history = [] self.llm = DeepSeekClient() - def init_context(self, problem_desc: str, instructions: str, apis: str): + def init_context(self, problem_desc: str, instructions: str, apis: dict[str, str]): """Initialize the context for the agent.""" self.shell_api = self._filter_dict( diff --git a/clients/flash.py b/clients/flash.py index 01e3d13d..8f194c83 100644 --- a/clients/flash.py +++ b/clients/flash.py @@ -55,7 +55,7 @@ def __init__(self): self.llm = GPTClient() self.hindsight_builder = HindsightBuilder() - def init_context(self, problem_desc: str, instructions: str, apis: dict): + def init_context(self, problem_desc: str, instructions: str, apis: dict[str, str]): self.shell_api = self._filter_dict(apis, lambda k, _: "exec_shell" in k) self.submit_api = self._filter_dict(apis, lambda k, _: "submit" in k) self.telemetry_apis = self._filter_dict( @@ -105,7 +105,7 @@ async def get_action(self, input_text: str) -> str: return response[0] - async def diagnose_with_hindsight(self, input: str, history: dict): + async def diagnose_with_hindsight(self, input: str, history: list[dict[str, str]]): """Diagnose the incident and integrate hindsight from the environment status.""" logger.info("Starting diagnosis with hindsight integration...") hindsight = self.hindsight_builder.develop_hindsight(input, history) @@ -147,7 +147,7 @@ def generate_prompt(self, input: str, history: List[Dict]) -> str: return prompt - def develop_hindsight(self, input: str, history: dict) -> str: + def develop_hindsight(self, input: str, history: list[dict[str, str]]) -> str: """ Develop hindsight based on the input and provide guidance for the next action. """ diff --git a/clients/generic_openai.py b/clients/generic_openai.py index ee1490ce..96eb474c 100644 --- a/clients/generic_openai.py +++ b/clients/generic_openai.py @@ -38,7 +38,7 @@ def __init__( api_key=api_key, ) - def init_context(self, problem_desc: str, instructions: str, apis: str): + def init_context(self, problem_desc: str, instructions: str, apis: dict[str, str]): """Initialize the context for the agent.""" self.shell_api = self._filter_dict(apis, lambda k, _: "exec_shell" in k) diff --git a/clients/gpt.py b/clients/gpt.py index 5e6d4b46..8b85f2c1 100644 --- a/clients/gpt.py +++ b/clients/gpt.py @@ -62,7 +62,7 @@ def __init__(self): def test(self): return self.llm.run([{"role": "system", "content": "hello"}]) - def init_context(self, problem_desc: str, instructions: str, apis: str): + def init_context(self, problem_desc: str, instructions: str, apis: dict[str, str]): """Initialize the context for the agent.""" self.shell_api = self._filter_dict(apis, lambda k, _: "exec_shell" in k) diff --git a/clients/gpt_azure_identity.py b/clients/gpt_azure_identity.py index aaf3dba8..4ab123a4 100644 --- a/clients/gpt_azure_identity.py +++ b/clients/gpt_azure_identity.py @@ -21,7 +21,7 @@ def __init__(self, auth_type: str, azure_config_file: str): self.history = [] self.llm = GPTClient(auth_type=auth_type, azure_config_file=azure_config_file) - def init_context(self, problem_desc: str, instructions: str, apis: str): + def init_context(self, problem_desc: str, instructions: str, apis: dict[str, str]): """Initialize the context for the agent.""" self.shell_api = self._filter_dict(apis, lambda k, _: "exec_shell" in k) diff --git a/clients/llama.py b/clients/llama.py index a05795e4..f06c0e86 100644 --- a/clients/llama.py +++ b/clients/llama.py @@ -14,7 +14,7 @@ def __init__(self): self.history = [] self.llm = LLaMAClient() - def init_context(self, problem_desc: str, instructions: str, apis: str): + def init_context(self, problem_desc: str, instructions: str, apis: dict[str, str]): """Initialize the context for the agent.""" self.telemetry_apis = self._filter_dict(apis, lambda k, _: "get_logs" in k) diff --git a/clients/openrouter.py b/clients/openrouter.py index 6db2a706..8f2c3ddd 100644 --- a/clients/openrouter.py +++ b/clients/openrouter.py @@ -63,7 +63,7 @@ def __init__(self, model="anthropic/claude-3.5-sonnet"): def test(self): return self.llm.run([{"role": "system", "content": "hello"}]) - def init_context(self, problem_desc: str, instructions: str, apis: str): + def init_context(self, problem_desc: str, instructions: str, apis: dict[str, str]): """Initialize the context for the agent.""" self.shell_api = self._filter_dict(apis, lambda k, _: "exec_shell" in k) diff --git a/clients/qwen.py b/clients/qwen.py index 2feed49d..9252205c 100644 --- a/clients/qwen.py +++ b/clients/qwen.py @@ -15,7 +15,7 @@ def __init__(self): self.history = [] self.llm = QwenClient() - def init_context(self, problem_desc: str, instructions: str, apis: str): + def init_context(self, problem_desc: str, instructions: str, apis: dict[str, str]): """Initialize the context for the agent.""" self.shell_api = self._filter_dict( diff --git a/clients/react.py b/clients/react.py index a1a27051..86f6edb5 100644 --- a/clients/react.py +++ b/clients/react.py @@ -60,7 +60,7 @@ def __init__(self): self.history = [] self.llm = GPTClient() - def init_context(self, problem_desc: str, instructions: str, apis: str): + def init_context(self, problem_desc: str, instructions: str, apis: dict[str, str]): """Initialize the context for the agent.""" self.shell_api = self._filter_dict(apis, lambda k, _: "exec_shell" in k) diff --git a/clients/vllm.py b/clients/vllm.py index 64e67730..3656f7e5 100644 --- a/clients/vllm.py +++ b/clients/vllm.py @@ -26,7 +26,7 @@ def __init__(self, max_tokens=max_tokens, ) - def init_context(self, problem_desc: str, instructions: str, apis: str): + def init_context(self, problem_desc: str, instructions: str, apis: dict[str, str]): """Initialize the context for the agent.""" self.shell_api = self._filter_dict( From b8fea15dc191a2ec7b46dbd23db5925cd6a87454 Mon Sep 17 00:00:00 2001 From: Snehashish Reddy Manda Date: Wed, 25 Feb 2026 17:16:03 -0500 Subject: [PATCH 54/89] chore(clients): convert anew exception raises to preserve stack trace --- clients/utils/llm.py | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/clients/utils/llm.py b/clients/utils/llm.py index 0daac816..48a86cb0 100644 --- a/clients/utils/llm.py +++ b/clients/utils/llm.py @@ -132,7 +132,7 @@ def inference(self, payload: list[dict[str, str]]) -> list[str]: ) except Exception as e: print(f"Exception: {repr(e)}") - raise e + raise return [c.message.content for c in response.choices] # type: ignore @@ -168,7 +168,7 @@ def inference(self, payload: list[dict[str, str]]) -> list[str]: except Exception as e: print(f"Exception: {repr(e)}") - raise e + raise return [c.message.content for c in response.choices] # type: ignore @@ -207,7 +207,7 @@ def inference(self, payload: list[dict[str, str]]) -> list[str]: ) except Exception as e: print(f"Exception: {repr(e)}") - raise e + raise reasoning_content = "" answer_content = "" @@ -274,7 +274,7 @@ def inference(self, payload: list[dict[str, str]]) -> list[str]: ) except Exception as e: print(f"Exception: {repr(e)}") - raise e + raise return [c.message.content for c in response.choices] # type: ignore @@ -318,7 +318,7 @@ def inference(self, payload: list[dict[str, str]]) -> list[str]: ) except Exception as e: print(f"Exception: {repr(e)}") - raise e + raise return [c.message.content for c in response.choices] # type: ignore @@ -396,7 +396,7 @@ def inference(self, payload: list[dict[str, str]]) -> list[str]: ) except Exception as e: print(f"Exception: {repr(e)}") - raise e + raise return [c.message.content for c in response.choices] # type: ignore @@ -436,7 +436,7 @@ def inference(self, payload: list[dict[str, str]]) -> list[str]: ) except Exception as e: print(f"Exception: {repr(e)}") - raise e + raise return [c.message.content for c in response.choices] # type: ignore From 64b77c8b33908a49e3979a58763b34ff49ca6046 Mon Sep 17 00:00:00 2001 From: Gagan Date: Tue, 24 Feb 2026 11:21:54 -0700 Subject: [PATCH 55/89] Clean up helm.py, deploy.py, and generate_inventory.py - helm.py: extract duplicate chart-path validation into _validate_chart_path() - deploy.py: fix setup_aiopslab_mode_b() to return success/failure instead of None - generate_inventory.py: remove unused import, add cwd param to run terraform from correct directory, remove emojis, error on missing PyYAML instead of auto-installing Co-Authored-By: Claude Opus 4.6 --- aiopslab-applications | 2 +- aiopslab/service/helm.py | 26 +++++++++++------------ scripts/terraform/deploy.py | 11 +++++++--- scripts/terraform/generate_inventory.py | 28 ++++++++++++------------- 4 files changed, 35 insertions(+), 32 deletions(-) diff --git a/aiopslab-applications b/aiopslab-applications index 8038be6b..48e03edb 160000 --- a/aiopslab-applications +++ b/aiopslab-applications @@ -1 +1 @@ -Subproject commit 8038be6b4989c647126f27715acc591c47133c2d +Subproject commit 48e03edb4732468331b6963bc4644e8bae08fac1 diff --git a/aiopslab/service/helm.py b/aiopslab/service/helm.py index 74c111fd..2ac23ffe 100644 --- a/aiopslab/service/helm.py +++ b/aiopslab/service/helm.py @@ -10,6 +10,16 @@ class Helm: + @staticmethod + def _validate_chart_path(chart_path, remote_chart): + """Check that a local chart path exists, raising if not.""" + if not remote_chart and chart_path and not os.path.exists(chart_path): + raise FileNotFoundError( + f"Helm chart not found at: {chart_path}\n" + f"This is likely because git submodules were not cloned.\n" + f"Run: git submodule update --init --recursive" + ) + @staticmethod def install(**args): """Install a helm chart @@ -30,13 +40,7 @@ def install(**args): extra_args = args.get("extra_args") remote_chart = args.get("remote_chart", False) - # Check if chart path exists for local charts - if not remote_chart and chart_path and not os.path.exists(chart_path): - raise FileNotFoundError( - f"Helm chart not found at: {chart_path}\n" - f"This is likely because git submodules were not cloned.\n" - f"Run: git submodule update --init --recursive" - ) + Helm._validate_chart_path(chart_path, remote_chart) if not remote_chart: # Install dependencies for chart before installation @@ -152,13 +156,7 @@ def upgrade(**args): remote_chart = args.get("remote_chart", False) - # Check if chart path exists for local charts - if not remote_chart and chart_path and not os.path.exists(chart_path): - raise FileNotFoundError( - f"Helm chart not found at: {chart_path}\n" - f"This is likely because git submodules were not cloned.\n" - f"Run: git submodule update --init --recursive" - ) + Helm._validate_chart_path(chart_path, remote_chart) command = [ "helm", diff --git a/scripts/terraform/deploy.py b/scripts/terraform/deploy.py index 1201e26e..4b4f9c4c 100644 --- a/scripts/terraform/deploy.py +++ b/scripts/terraform/deploy.py @@ -318,7 +318,11 @@ def _find_python311_plus(self): return None, None def setup_aiopslab_mode_b(self, outputs, ssh_key_path): - """Configure AIOpsLab for Mode B (laptop with remote kubectl).""" + """Configure AIOpsLab for Mode B (laptop with remote kubectl). + + Returns: + bool: True if all critical steps succeeded, False otherwise. + """ controller = outputs['controller']['value'] controller_ip = controller['public_ip'] admin_username = controller['username'] @@ -496,6 +500,8 @@ def setup_aiopslab_mode_b(self, outputs, ssh_key_path): print("="*70 + "\n") + return not needs_action + def _detect_git_remote(self): """Detect the git remote URL of the current repo.""" repo_root = self.script_dir.parent.parent @@ -632,8 +638,7 @@ def setup_only(self, resource_group, ssh_key_path, mode="A", dev_mode=False, dis if mode == 'A': return self.setup_aiopslab_mode_a(outputs, ssh_key_path, disable_host_key_checking, dev_mode) else: - self.setup_aiopslab_mode_b(outputs, ssh_key_path) - return True + return self.setup_aiopslab_mode_b(outputs, ssh_key_path) except KeyboardInterrupt: logger.warning("\nSetup interrupted by user") diff --git a/scripts/terraform/generate_inventory.py b/scripts/terraform/generate_inventory.py index 554fe87d..d0486c62 100644 --- a/scripts/terraform/generate_inventory.py +++ b/scripts/terraform/generate_inventory.py @@ -7,7 +7,6 @@ import json import subprocess import sys -import os import logging from pathlib import Path @@ -16,14 +15,15 @@ logger = logging.getLogger(__name__) -def run_command(command, capture_output=True): +def run_command(command, capture_output=True, cwd=None): """Execute a shell command and return output.""" try: result = subprocess.run( command, capture_output=capture_output, text=True, - check=True + check=True, + cwd=cwd ) return result.stdout.strip() if capture_output else None except subprocess.CalledProcessError as e: @@ -32,10 +32,10 @@ def run_command(command, capture_output=True): return None -def get_terraform_outputs(): +def get_terraform_outputs(cwd=None): """Retrieve all Terraform outputs as JSON.""" logger.info("Retrieving Terraform outputs...") - output = run_command(["terraform", "output", "-json"]) + output = run_command(["terraform", "output", "-json"], cwd=cwd) if not output: logger.error("Failed to retrieve Terraform outputs") @@ -114,9 +114,9 @@ def write_inventory_yaml(inventory, output_path): try: import yaml except ImportError: - logger.error("PyYAML not installed. Installing...") - run_command([sys.executable, "-m", "pip", "install", "pyyaml"]) - import yaml + logger.error("PyYAML is required but not installed.") + logger.error("Install it with: pip install pyyaml") + return False try: with open(output_path, 'w') as f: @@ -136,12 +136,12 @@ def print_inventory_summary(inventory): print("\n" + "="*60) print("ANSIBLE INVENTORY SUMMARY") print("="*60) - print(f"\n📋 Controller Node:") + print(f"\n Controller Node:") print(f" Name: control_node") print(f" IP: {controller['ansible_host']}") print(f" User: {controller['ansible_user']}") - print(f"\n👷 Worker Nodes ({len(workers)}):") + print(f"\n Worker Nodes ({len(workers)}):") for name, info in workers.items(): print(f" {name}:") print(f" IP: {info['ansible_host']}") @@ -168,8 +168,8 @@ def main(): # Create ansible directory if it doesn't exist ansible_dir.mkdir(exist_ok=True) - # Get Terraform outputs - outputs = get_terraform_outputs() + # Get Terraform outputs (run terraform from the script's directory) + outputs = get_terraform_outputs(cwd=str(script_dir)) # Validate outputs validate_outputs(outputs) @@ -180,10 +180,10 @@ def main(): # Write inventory file if write_inventory_yaml(inventory, inventory_path): print_inventory_summary(inventory) - logger.info("✅ Inventory generation completed successfully!") + logger.info("Inventory generation completed successfully") return 0 else: - logger.error("❌ Failed to generate inventory") + logger.error("Failed to generate inventory") return 1 From f11193b84dc7799a2ca76850ed1ac13b7e851fd3 Mon Sep 17 00:00:00 2001 From: Gagan Date: Thu, 26 Feb 2026 11:29:44 -0700 Subject: [PATCH 56/89] Address Copilot review: remove --disable-host-key-checking, harden deploy.py - Remove --disable-host-key-checking flag entirely; ssh-keyscan always runs and Ansible always verifies host keys (no insecure bypass) - Fix setup_only() to run ssh-keyscan before Ansible (was missing, causing host key verification failures if known_hosts was cleared) - Add NSG confirmation dialog when --allowed-ips defaults to '*' so users are warned that ports 22 and 6443 will be open to all - Use regex for Python version parsing to avoid IndexError on unexpected format (#8) - Close socket in finally block to prevent resource leak (#13) - Use logger.warning for destroy cancellation (#16) - Clarify ssh-keyscan comment (#17) - Use broader regexp in kubeconfig server URL replacement (#11) Co-Authored-By: Claude Opus 4.6 --- .../remote_setup_controller_worker.yml | 4 +- scripts/terraform/deploy.py | 77 +++++++++---------- 2 files changed, 37 insertions(+), 44 deletions(-) diff --git a/scripts/ansible/remote_setup_controller_worker.yml b/scripts/ansible/remote_setup_controller_worker.yml index bebc70b5..f3488dac 100644 --- a/scripts/ansible/remote_setup_controller_worker.yml +++ b/scripts/ansible/remote_setup_controller_worker.yml @@ -94,8 +94,8 @@ become: false replace: path: "{{ lookup('env', 'HOME') }}/.kube/config" - regexp: 'https://{{ control_plane_ip }}:6443' - replace: 'https://{{ control_plane_public_ip }}:6443' + regexp: 'server: https://[^:]+:6443' + replace: 'server: https://{{ control_plane_public_ip }}:6443' - name: Generate kubeadm join command shell: kubeadm token create --print-join-command register: kubeadm_join_command diff --git a/scripts/terraform/deploy.py b/scripts/terraform/deploy.py index 4b4f9c4c..84c0b5ed 100644 --- a/scripts/terraform/deploy.py +++ b/scripts/terraform/deploy.py @@ -169,8 +169,10 @@ def wait_for_ssh(self, host, port=22, timeout=300, interval=10): try: sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM) sock.settimeout(5) - result = sock.connect_ex((host, port)) - sock.close() + try: + result = sock.connect_ex((host, port)) + finally: + sock.close() if result == 0: logger.info(f"SSH available on {host}") @@ -244,7 +246,7 @@ def add_ssh_host_keys(self, outputs): logger.info("SSH host keys added") return True - def run_ansible_playbook(self, playbook_name, extra_args=None, disable_host_key_checking=False): + def run_ansible_playbook(self, playbook_name, extra_args=None): """Run an Ansible playbook.""" playbook_path = self.ansible_dir / playbook_name @@ -267,11 +269,7 @@ def run_ansible_playbook(self, playbook_name, extra_args=None, disable_host_key_ if extra_args: command.extend(extra_args) - # Optionally disable host key checking (not recommended for production) env = os.environ.copy() - if disable_host_key_checking: - logger.warning("SSH host key checking is DISABLED. This is insecure on untrusted networks.") - env['ANSIBLE_HOST_KEY_CHECKING'] = 'False' try: result = subprocess.run( @@ -307,11 +305,12 @@ def _find_python311_plus(self): if not path: continue try: - ver = subprocess.run( + proc = subprocess.run( [path, "--version"], capture_output=True, text=True, check=True - ).stdout.strip() - minor = int(ver.split(".")[1]) - if minor >= 11: + ) + ver = (proc.stdout or proc.stderr or "").strip() + match = re.search(r"Python\s+(\d+)\.(\d+)", ver) + if match and int(match.group(1)) == 3 and int(match.group(2)) >= 11: return candidate, ver except Exception: continue @@ -530,7 +529,7 @@ def _detect_git_branch(self): pass return "main" - def setup_aiopslab_mode_a(self, outputs, ssh_key_path, disable_host_key_checking=False, dev_mode=False): + def setup_aiopslab_mode_a(self, outputs, ssh_key_path, dev_mode=False): """Configure AIOpsLab for Mode A (on controller VM). Runs the setup_aiopslab.yml Ansible playbook which installs Python 3.11, @@ -576,8 +575,7 @@ def setup_aiopslab_mode_a(self, outputs, ssh_key_path, disable_host_key_checking success = self.run_ansible_playbook( "setup_aiopslab.yml", - extra_args=["--extra-vars", json.dumps(extra_vars)], - disable_host_key_checking=disable_host_key_checking + extra_args=["--extra-vars", json.dumps(extra_vars)] ) # Derive private key path @@ -607,7 +605,7 @@ def setup_aiopslab_mode_a(self, outputs, ssh_key_path, disable_host_key_checking return success - def setup_only(self, resource_group, ssh_key_path, mode="A", dev_mode=False, disable_host_key_checking=False): + def setup_only(self, resource_group, ssh_key_path, mode="A", dev_mode=False): """Re-run AIOpsLab setup without reprovisioning infrastructure. Reads existing Terraform outputs and runs the Mode A or B setup directly. @@ -634,9 +632,13 @@ def setup_only(self, resource_group, ssh_key_path, mode="A", dev_mode=False, dis logger.error("Inventory generation failed") return False + # Ensure SSH host keys are in known_hosts (may be missing if + # known_hosts was cleared since the original --apply) + self.add_ssh_host_keys(outputs) + # Run the appropriate setup if mode == 'A': - return self.setup_aiopslab_mode_a(outputs, ssh_key_path, disable_host_key_checking, dev_mode) + return self.setup_aiopslab_mode_a(outputs, ssh_key_path, dev_mode) else: return self.setup_aiopslab_mode_b(outputs, ssh_key_path) @@ -671,7 +673,7 @@ def print_access_info(self, outputs): print("\n" + "="*70 + "\n") - def deploy(self, worker_count, vm_size, resource_group, prefix, ssh_key_path, allowed_ips="*", disable_host_key_checking=False, mode="B", dev_mode=False): + def deploy(self, worker_count, vm_size, resource_group, prefix, ssh_key_path, allowed_ips="*", mode="B", dev_mode=False): """Execute full deployment workflow.""" logger.info("="*70) logger.info("STARTING AIOPSLAB DEPLOYMENT") @@ -682,8 +684,17 @@ def deploy(self, worker_count, vm_size, resource_group, prefix, ssh_key_path, al logger.info(f"Prefix: {prefix}") logger.info(f"NSG Allowed Source: {allowed_ips}") logger.info(f"Mode: {mode} ({'AIOpsLab on controller' if mode == 'A' else 'AIOpsLab on laptop'})") - if disable_host_key_checking: - logger.warning("Host key checking: DISABLED (insecure)") + + if allowed_ips == "*": + print("\n WARNING: SSH (22) and K8s API (6443) will be open to ALL IP addresses.") + print(" To restrict, abort and re-run with: --allowed-ips ") + print(" Example: --allowed-ips CorpNetPublic\n") + try: + input(" Press Enter to continue, or Ctrl+C to abort... ") + except KeyboardInterrupt: + print() + logger.warning("Deployment aborted") + return False try: # Step 1: Initialize Terraform @@ -718,27 +729,17 @@ def deploy(self, worker_count, vm_size, resource_group, prefix, ssh_key_path, al return False # Step 6.5: Add SSH host keys to known_hosts - if not disable_host_key_checking: - keys_added = self.add_ssh_host_keys(outputs) - if not keys_added: - logger.error("Failed to add SSH host keys automatically") - logger.error("This is required for secure Ansible execution.") - logger.error("Possible causes:") - logger.error(" - Firewall blocking SSH port 22") - logger.error(" - Network connectivity issues") - logger.error(" - SSH service not fully started on VMs") - logger.error("\nTo bypass (less secure), use: --disable-host-key-checking") - return False + self.add_ssh_host_keys(outputs) # Step 7: Run Ansible - setup common logger.info("Setting up common dependencies on all nodes...") - if not self.run_ansible_playbook("setup_common.yml", disable_host_key_checking=disable_host_key_checking): + if not self.run_ansible_playbook("setup_common.yml"): logger.error("Ansible setup_common.yml failed") return False # Step 8: Run Ansible - setup cluster logger.info("Setting up Kubernetes cluster...") - if not self.run_ansible_playbook("remote_setup_controller_worker.yml", disable_host_key_checking=disable_host_key_checking): + if not self.run_ansible_playbook("remote_setup_controller_worker.yml"): logger.error("Ansible remote_setup_controller_worker.yml failed") return False @@ -749,7 +750,7 @@ def deploy(self, worker_count, vm_size, resource_group, prefix, ssh_key_path, al if mode == 'B': self.setup_aiopslab_mode_b(outputs, ssh_key_path) elif mode == 'A': - self.setup_aiopslab_mode_a(outputs, ssh_key_path, disable_host_key_checking, dev_mode) + self.setup_aiopslab_mode_a(outputs, ssh_key_path, dev_mode) logger.info("DEPLOYMENT SUCCESSFUL!") return True @@ -941,12 +942,6 @@ def main(): help='Developer mode for Mode A: rsync local repo instead of git clone' ) - parser.add_argument( - '--disable-host-key-checking', - action='store_true', - help='Disable SSH host key verification (INSECURE - rarely needed since keys are added automatically. Only use if ssh-keyscan fails or in CI/CD with ephemeral runners)' - ) - parser.add_argument( '--debug', action='store_true', @@ -1000,7 +995,6 @@ def main(): prefix=args.prefix, ssh_key_path=ssh_key_path, allowed_ips=args.allowed_ips, - disable_host_key_checking=args.disable_host_key_checking, mode=args.mode, dev_mode=args.dev ) @@ -1016,8 +1010,7 @@ def main(): resource_group=args.resource_group, ssh_key_path=ssh_key_path, mode=args.mode, - dev_mode=args.dev, - disable_host_key_checking=args.disable_host_key_checking + dev_mode=args.dev ) sys.exit(0 if success else 1) From 2a85a37292949c0ce52eb01b49996772ddcd5760 Mon Sep 17 00:00:00 2001 From: Gagan Date: Thu, 26 Feb 2026 11:29:58 -0700 Subject: [PATCH 57/89] Update docs: Mode A auto-setup, new CLI flags, align Mode A/B terminology - scripts/terraform/README.md: rewrite Mode A section (remove "TODO", document setup_aiopslab.yml auto-setup), add all missing CLI flags to Available Options, update Quick Start with both modes and --allowed-ips tip, update deployment workflow and post-deployment for both modes, remove --disable-host-key-checking from docs and security notes - CLAUDE.md: add Mode A quick start, --setup-only and --allowed-ips examples, add setup_aiopslab.yml and config.yml.j2 to key files - README.md: replace manual terraform/ansible steps with deploy.py one-liners for both modes - scripts/ansible/README.md: rename (A)/(B) to Mode A/Mode B, add tips cross-linking to Terraform README for Azure users Co-Authored-By: Claude Opus 4.6 --- CLAUDE.md | 35 +++++-- README.md | 23 ++--- scripts/ansible/README.md | 10 +- scripts/terraform/README.md | 185 +++++++++++++++++------------------- 4 files changed, 126 insertions(+), 127 deletions(-) diff --git a/CLAUDE.md b/CLAUDE.md index 59ada6c0..8e2289f9 100644 --- a/CLAUDE.md +++ b/CLAUDE.md @@ -505,24 +505,37 @@ python assessment.py # Single command: provisions VMs, runs Ansible, installs tools, configures AIOpsLab python3 scripts/terraform/deploy.py --apply --resource-group --workers 2 --mode B -# deploy.py --mode B automatically: -# - Provisions Azure VMs with Terraform -# - Runs Ansible to set up K8s cluster -# - Installs kubectl, helm, poetry (if missing) -# - Generates aiopslab/config.yml with correct IPs -# - Runs poetry env use python3.11 && poetry install -# - Prints a summary table of what succeeded/failed - # After deploy completes, start AIOpsLab: eval $(poetry env activate) python3 cli.py ``` -**Other deploy.py commands:** +### Quick Start (Mode A - Controller VM) + +```bash +# Clone mode: git clones the repo on the controller +python3 scripts/terraform/deploy.py --apply --resource-group --workers 2 --mode A + +# Dev mode: rsync local code to the controller +python3 scripts/terraform/deploy.py --apply --resource-group --workers 2 --mode A --dev + +# After deploy, SSH to controller: +ssh -i ~/.ssh/id_rsa azureuser@ +cd ~/AIOpsLab && eval $(poetry env activate) +python3 cli.py +``` + +### Other deploy.py commands ```bash -# Dry-run (show what would be created): +# Dry-run: python3 scripts/terraform/deploy.py --plan --resource-group --workers 2 +# Re-run setup without reprovisioning VMs (e.g., after code changes): +python3 scripts/terraform/deploy.py --setup-only --mode A --dev + +# Restrict NSG access (SSH + K8s API) to a service tag or CIDR: +python3 scripts/terraform/deploy.py --apply --resource-group --allowed-ips CorpNetPublic + # Destroy infrastructure: python3 scripts/terraform/deploy.py --destroy --resource-group ``` @@ -537,6 +550,8 @@ python3 scripts/terraform/deploy.py --destroy --resource-group | `scripts/terraform/generate_inventory.py` | Creates Ansible inventory from Terraform output | | `scripts/ansible/setup_common.yml` | Installs Docker, K8s packages on all nodes | | `scripts/ansible/remote_setup_controller_worker.yml` | Initializes K8s cluster, joins workers | +| `scripts/ansible/setup_aiopslab.yml` | Mode A: installs Python 3.11, Poetry, Helm, clones/rsyncs repo, runs poetry install | +| `scripts/ansible/templates/config.yml.j2` | Mode A: Jinja2 template for aiopslab/config.yml | | `scripts/ansible/inventory.yml` | Generated inventory (don't edit manually) | ### Important Configuration diff --git a/README.md b/README.md index 18342214..53a1921c 100644 --- a/README.md +++ b/README.md @@ -103,28 +103,19 @@ After finishing cluster creation, proceed to the next "Update `config.yml`" step AIOpsLab supports any remote kubernetes cluster that your `kubectl` context is set to, whether it's a cluster from a cloud provider or one you build yourself. We have some Ansible playbooks to setup clusters on providers like [CloudLab](https://www.cloudlab.us/) and our own machines. Follow this [README](./scripts/ansible/README.md) to set up your own cluster, and then proceed to the next "Update `config.yml`" step. ### c) Azure VMs with Terraform + Ansible (Recommended for cloud) -For automated deployment on Azure, use our Terraform + Ansible scripts: +Single command provisions VMs, sets up K8s, and configures AIOpsLab: ```bash -cd scripts/terraform -terraform init -terraform apply -var="resource_group_name=" +# Mode B (AIOpsLab on laptop, remote kubectl): +python3 scripts/terraform/deploy.py --apply --resource-group --workers 2 --mode B -# Generate Ansible inventory from Terraform output -python generate_inventory.py - -# Run Ansible playbooks to setup K8s cluster -cd ../ansible -ANSIBLE_HOST_KEY_CHECKING=False ansible-playbook -i inventory.yml setup_common.yml -ANSIBLE_HOST_KEY_CHECKING=False ansible-playbook -i inventory.yml remote_setup_controller_worker.yml - -# Verify kubectl works from your laptop -kubectl get nodes +# Mode A (AIOpsLab on controller VM, full fault injection support): +python3 scripts/terraform/deploy.py --apply --resource-group --workers 2 --mode A ``` -See [Terraform README](./scripts/terraform/README.md) for detailed options and configuration. +See [Terraform README](./scripts/terraform/README.md) for all options (`--allowed-ips`, `--dev`, `--setup-only`, etc.). -> **Note**: This sets up Mode B where AIOpsLab runs on your laptop and connects to the remote K8s cluster. Some fault injectors require Docker on the local machine. For full functionality, consider running AIOpsLab on the controller VM (Mode A). +> **Note**: Mode B is convenient for development but some fault injectors (e.g., VirtualizationFaultInjector) require Docker on the local machine. Use Mode A for full functionality. ### Update `config.yml` ```bash diff --git a/scripts/ansible/README.md b/scripts/ansible/README.md index 9f8432cf..e40552bc 100644 --- a/scripts/ansible/README.md +++ b/scripts/ansible/README.md @@ -2,11 +2,13 @@ This is the instruction to use Ansible to build a remote cluster for AIOpsLab. We currently use [CloudLab](https://www.cloudlab.us/) but we believe this will work on any servers you have access to. -There are two ways to setup AIOpsLab for a remote cluster, please choose either approach (A) or (B) to run AIOpsLab. +There are two ways to setup AIOpsLab for a remote cluster, please choose either Mode A or Mode B to run AIOpsLab. -## (A) Run AIOpsLab inside the cluster +## Mode A: Run AIOpsLab inside the cluster If you want to run your agent and AIOpsLab **inside** the cluster, please upload the _whole AIOpsLab codebase_ to the control node, and follow steps 1), 2), 3), 4). +> **Tip**: For Azure VMs, `deploy.py --mode A` automates this entire process. See [Terraform README](../terraform/README.md). + ### 1) Exchange SSH keys **Do this on your own machine that is controlling the cluster.** Your nodes need to be able to ssh into each other to setup the cluster. If your nodes have different keys then the device you're running AIOpsLab on, or if you're unsure, proceed with the following steps to exchange ssh keys between the nodes. @@ -41,9 +43,11 @@ ansible --version Once those commands have completed, you can exit the SSH session. -## (B) Run AIOpsLab outside of the cluster +## Mode B: Run AIOpsLab outside of the cluster If you want to run your agent and AIOpsLab **outside** of the cluster (e.g., on your own workstation), please follow steps 3), 4) (1 and 2 are no longer needed). +> **Tip**: For Azure VMs, `deploy.py --mode B` automates this entire process. See [Terraform README](../terraform/README.md). + ### 3) Modify the inventory file ```bash diff --git a/scripts/terraform/README.md b/scripts/terraform/README.md index 114468b5..4f719516 100644 --- a/scripts/terraform/README.md +++ b/scripts/terraform/README.md @@ -4,23 +4,28 @@ > Tested on WSL2 (Ubuntu 22.04) + Windows 11 with Azure VMs (Ubuntu 22.04 LTS, amd64). Auto-install of tools (kubectl, helm, poetry) targets Linux/amd64. -## 🚀 Quick Start - -Deploy AIOpsLab with 3 workers in just one command: +## Quick Start +**Mode B** (AIOpsLab on your laptop, remote kubectl): ```bash -python deploy.py --apply --workers 3 --vm-size Standard_D4s_v3 \ - --resource-group aiopslab-rg \ - --ssh-key ~/.ssh/id_rsa.pub +python3 deploy.py --apply --resource-group --workers 2 --mode B ``` -Destroy everything when done: +**Mode A** (AIOpsLab on the controller VM): +```bash +python3 deploy.py --apply --resource-group --workers 2 --mode A +# With --dev to rsync local code instead of git clone: +python3 deploy.py --apply --resource-group --workers 2 --mode A --dev +``` +**Destroy** when done: ```bash -python deploy.py --destroy --resource-group aiopslab-rg --ssh-key ~/.ssh/id_rsa.pub +python3 deploy.py --destroy --resource-group ``` -**That's it!** The script handles everything: VM provisioning, Kubernetes setup, and configuration. +The script handles VM provisioning, K8s cluster setup, and AIOpsLab configuration. + +> **Tip**: Add `--allowed-ips CorpNetPublic` (or a CIDR) to restrict SSH/K8s API access. Default is open to all (`*`). --- @@ -75,13 +80,6 @@ az group create --name aiopslab-rg --location eastus ssh-keygen -t rsa -b 4096 -f ~/.ssh/id_rsa ``` -### 3. Initialize Terraform - -```bash -cd scripts/terraform -terraform init -``` - --- ## 🎯 Usage @@ -110,14 +108,25 @@ python deploy.py --apply \ ### Available Options ``` ---apply Deploy infrastructure and setup cluster ---destroy Destroy all infrastructure ---workers N Number of worker nodes (default: 2) ---vm-size SIZE Azure VM size (default: Standard_B2s) ---resource-group RG Azure resource group (default: aiopslab-rg) ---prefix PREFIX Resource name prefix (default: aiopslab) ---ssh-key PATH SSH public key path (default: ~/.ssh/id_rsa.pub) ---debug Enable debug logging +--plan Dry-run: show what would be created +--apply Deploy infrastructure and setup cluster +--destroy Destroy all infrastructure +--setup-only Re-run AIOpsLab setup without reprovisioning (uses + existing Terraform state). Useful for iterating on + code or config changes. +--workers N Number of worker nodes (default: 2) +--vm-size SIZE Azure VM size (default: Standard_B2s) +--resource-group RG Azure resource group (default: aiopslab-rg) +--prefix PREFIX Resource name prefix (default: aiopslab) +--ssh-key PATH SSH public key path (default: ~/.ssh/id_rsa.pub) +--allowed-ips ADDR NSG source address for SSH + K8s API. Use '*' for + open (default), a CIDR, or an Azure service tag + like 'CorpNetPublic'. +--mode {A,B} A: AIOpsLab on controller VM. B: AIOpsLab on + laptop with remote kubectl (default: B). +--dev Mode A only: rsync local repo to controller + instead of git clone. +--debug Enable debug logging ``` ### Destroy Infrastructure @@ -184,27 +193,38 @@ terraform destroy -var="resource_group_name=" ### Mode A: AIOpsLab Inside Cluster (Recommended for full functionality) -Run AIOpsLab directly on the controller VM: +Run AIOpsLab directly on the controller VM. The setup is fully automated: ```bash -# Deploy with --mode A (TODO: auto-setup not yet implemented) -python3 deploy.py --apply --resource-group --mode A - -# Then SSH to controller and set up manually: -ssh -i ~/.ssh/id_rsa azureuser@ -git clone --recurse-submodules https://github.com/microsoft/AIOpsLab.git -cd AIOpsLab -poetry env use python3.11 -poetry install +# Clone mode (default): git clones the repo on the controller +python3 deploy.py --apply --resource-group --workers 2 --mode A + +# Dev mode: rsync your local repo to the controller instead of cloning +python3 deploy.py --apply --resource-group --workers 2 --mode A --dev +``` + +The `--mode A` setup (`scripts/ansible/setup_aiopslab.yml`) automatically: +- Installs Python 3.11, Poetry, Helm, and git on the controller +- Adds the user to the `docker` group (required by VirtualizationFaultInjector) +- Clones the repo with submodules (clone mode) or rsyncs local code (dev mode) +- Generates `aiopslab/config.yml` with `k8s_host: localhost` +- Runs `poetry env use python3.11 && poetry install` +- Verifies cluster access with `kubectl get nodes` + +After deploy, SSH to the controller to run experiments: +```bash +ssh -i ~/.ssh/id_rsa azureuser@ +cd ~/AIOpsLab eval $(poetry env activate) +python3 cli.py +``` -# Configure for localhost -cd aiopslab -cp config.yml.example config.yml -# Set k8s_host=localhost in config.yml +To iterate on code changes without reprovisioning VMs: +```bash +python3 deploy.py --setup-only --mode A --dev ``` -**Pros**: All fault injectors work, no Docker required locally +**Pros**: All fault injectors work (Docker is on the same machine), no Docker required locally **Cons**: Must SSH to controller to run experiments ### Mode B: AIOpsLab on Your Laptop (Convenient for development) @@ -268,7 +288,7 @@ python3 cli.py --- -## 📝 Deployment Workflow +## Deployment Workflow ``` 1. Terraform Init → Initialize providers @@ -279,70 +299,47 @@ python3 cli.py 6. Wait for SSH → Ensure VMs are accessible 7. Run Ansible → Install Docker, K8s packages 8. Setup Cluster → Initialize K8s, join workers -9. Display Info → Show SSH commands +9. AIOpsLab Setup → Mode-dependent: + Mode A → Run setup_aiopslab.yml on controller + Mode B → Install tools locally, generate config.yml ``` **Total Time:** 15-25 minutes --- -## ✅ Post-Deployment +## Post-Deployment -After deployment completes, you'll see: +Both modes print a summary table at the end showing what succeeded and what needs manual action. +### Mode A + +AIOpsLab is already installed on the controller. SSH in and start: +```bash +ssh -i ~/.ssh/id_rsa azureuser@ +cd ~/AIOpsLab +eval $(poetry env activate) +python3 cli.py ``` -================================================================================ -🎉 DEPLOYMENT COMPLETE! -================================================================================ - -📋 Controller Node: - Public IP: 20.123.45.67 - SSH: ssh -i ~/.ssh/id_rsa azureuser@20.123.45.67 - -👷 Worker Nodes (3): - Worker 1: 20.123.45.68 - Worker 2: 20.123.45.69 - Worker 3: 20.123.45.70 + +### Mode B + +AIOpsLab is configured locally. Start directly: +```bash +eval $(poetry env activate) +python3 cli.py ``` ### Verify Cluster ```bash -# SSH into controller -ssh -i ~/.ssh/id_rsa azureuser@ - -# Check nodes kubectl get nodes - -# Expected output: # NAME STATUS ROLES AGE VERSION # aiopslab-controller Ready control-plane 5m v1.31.x # aiopslab-worker-1 Ready 3m v1.31.x # aiopslab-worker-2 Ready 3m v1.31.x ``` -### Deploy AIOpsLab - -```bash -# On controller VM -cd ~ -git clone --recurse-submodules https://github.com/microsoft/AIOpsLab.git -cd AIOpsLab - -# Setup -poetry env use python3.11 -poetry install -eval $(poetry env activate) - -# Configure -cd aiopslab -cp config.yml.example config.yml -# Edit config.yml: set k8s_host=localhost - -# Test -python3 cli.py -``` - --- ## 🐛 Troubleshooting @@ -441,9 +438,8 @@ git submodule update --init --recursive ### Default Behavior (Secure) The deployment script is **secure by default**: -- ✅ Automatically adds SSH host keys to prevent MITM attacks -- ✅ Host key verification is ENABLED -- ✅ Only use `--disable-host-key-checking` for testing/CI +- Automatically adds SSH host keys via ssh-keyscan before running Ansible +- Host key verification is always enabled (no option to disable) ### Quick Security Checklist @@ -483,19 +479,12 @@ The deployment script is **secure by default**: --- -## 📦 Files +## Files -``` -scripts/terraform/ -├── deploy.py # Main deployment script -├── generate_inventory.py # Inventory generator -├── main.tf # Infrastructure definition -├── variables.tf # Configuration variables -├── outputs.tf # Outputs -├── providers.tf # Provider configuration -├── terraform.tfvars.example # Config template -└── README.md # This file -``` +| Directory | Contents | +|-----------|----------| +| `scripts/terraform/` | `deploy.py` (main entry point), Terraform configs (`main.tf`, `variables.tf`, etc.), `generate_inventory.py` | +| `scripts/ansible/` | Playbooks for K8s setup (`setup_common.yml`, `remote_setup_controller_worker.yml`) and Mode A AIOpsLab setup (`setup_aiopslab.yml`), Jinja2 templates, inventory | --- From 088f4d8fdcb1d2ce9c7631d7afc5e968e04bdf12 Mon Sep 17 00:00:00 2001 From: Snehashish Reddy Manda Date: Thu, 26 Feb 2026 18:28:08 -0500 Subject: [PATCH 58/89] build(deps): declare implicit core deps and add optional client group Move vllm, flwr, autogen-agentchat, transformers, groq, azure-ai-ml into [tool.poetry.group.clients] so CI can install without CUDA/ML runtime dependencies: poetry install --without clients --with dev Declare packages used by aiopslab/ core modules that were previously only available as undeclared transitive dependencies: docker - aiopslab/service/dock.py pandas - aiopslab/orchestrator/actions/base.py, observer/*.py pytz - aiopslab/observer/__init__.py, metric_api.py requests - aiopslab/observer/trace_api.py, service/telemetry/loki.py pyyaml - aiopslab/config.py, generators/fault/*.py, service/*.py tiktoken - aiopslab/orchestrator/evaluators/quantitative.py Add [tool.poetry.group.dev] with pytest + pytest-asyncio and register the 'integration' pytest marker for the new smoke test. --- poetry.lock | 6955 +++++++++++++++++++++--------------------------- pyproject.toml | 28 +- 2 files changed, 3130 insertions(+), 3853 deletions(-) diff --git a/poetry.lock b/poetry.lock index c58b6761..2f2b950e 100644 --- a/poetry.lock +++ b/poetry.lock @@ -6,7 +6,7 @@ version = "2.6.1" description = "Happy Eyeballs for asyncio" optional = false python-versions = ">=3.9" -groups = ["main"] +groups = ["clients"] files = [ {file = "aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8"}, {file = "aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558"}, @@ -18,7 +18,7 @@ version = "3.13.3" description = "Async http client/server framework (asyncio)" optional = false python-versions = ">=3.9" -groups = ["main"] +groups = ["clients"] files = [ {file = "aiohttp-3.13.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:d5a372fd5afd301b3a89582817fdcdb6c34124787c70dbcc616f259013e7eef7"}, {file = "aiohttp-3.13.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:147e422fd1223005c22b4fe080f5d93ced44460f5f9c105406b753612b587821"}, @@ -160,7 +160,7 @@ version = "1.4.0" description = "aiosignal: a list of registered asynchronous callbacks" optional = false python-versions = ">=3.9" -groups = ["main"] +groups = ["clients"] files = [ {file = "aiosignal-1.4.0-py3-none-any.whl", hash = "sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e"}, {file = "aiosignal-1.4.0.tar.gz", hash = "sha256:f47eecd9468083c2029cc99945502cb7708b082c232f9aca65da147157b251c7"}, @@ -172,43 +172,23 @@ typing-extensions = {version = ">=4.2", markers = "python_version < \"3.13\""} [[package]] name = "airportsdata" -version = "20260208" +version = "20250706" description = "Extensive database of location and timezone data for nearly every airport and landing strip in the world." optional = false -python-versions = ">=3.10" -groups = ["main"] +python-versions = ">=3.9" +groups = ["clients"] files = [ - {file = "airportsdata-20260208-py3-none-any.whl", hash = "sha256:1d2c0f62970dab5e169dd41c7a58acb7ab507182fa5114b48ce1a494983e01f5"}, - {file = "airportsdata-20260208.tar.gz", hash = "sha256:9e015d1050003fbda5e98efe90a6a9af0cc3a019fd63ed97cbe9aaac867f4164"}, + {file = "airportsdata-20250706-py3-none-any.whl", hash = "sha256:750e882a75e391572ae859d4cb78cb801f5f2ca71b07849a381670cb01780677"}, + {file = "airportsdata-20250706.tar.gz", hash = "sha256:66d7a03e825d592d85ed650f2c1d4b4302d1c04f8f37a15f1eda29a5e03d4af0"}, ] -[[package]] -name = "alembic" -version = "1.18.4" -description = "A database migration tool for SQLAlchemy." -optional = false -python-versions = ">=3.10" -groups = ["main"] -files = [ - {file = "alembic-1.18.4-py3-none-any.whl", hash = "sha256:a5ed4adcf6d8a4cb575f3d759f071b03cd6e5c7618eb796cb52497be25bfe19a"}, - {file = "alembic-1.18.4.tar.gz", hash = "sha256:cb6e1fd84b6174ab8dbb2329f86d631ba9559dd78df550b57804d607672cedbc"}, -] - -[package.dependencies] -Mako = "*" -SQLAlchemy = ">=1.4.23" -typing-extensions = ">=4.12" - -[package.extras] -tz = ["tzdata"] - [[package]] name = "annotated-types" version = "0.7.0" description = "Reusable constraint types to use with typing.Annotated" optional = false python-versions = ">=3.8" -groups = ["main"] +groups = ["main", "clients"] files = [ {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"}, {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"}, @@ -216,33 +196,36 @@ files = [ [[package]] name = "anyio" -version = "4.12.1" -description = "High-level concurrency and networking framework on top of asyncio or Trio" +version = "4.9.0" +description = "High level compatibility layer for multiple asynchronous event loop implementations" optional = false python-versions = ">=3.9" -groups = ["main"] +groups = ["main", "clients"] files = [ - {file = "anyio-4.12.1-py3-none-any.whl", hash = "sha256:d405828884fc140aa80a3c667b8beed277f1dfedec42ba031bd6ac3db606ab6c"}, - {file = "anyio-4.12.1.tar.gz", hash = "sha256:41cfcc3a4c85d3f05c932da7c26d0201ac36f72abd4435ba90d0464a3ffed703"}, + {file = "anyio-4.9.0-py3-none-any.whl", hash = "sha256:9f76d541cad6e36af7beb62e978876f3b41e3e04f2c1fbf0884604c0a9c4d93c"}, + {file = "anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028"}, ] [package.dependencies] idna = ">=2.8" +sniffio = ">=1.1" typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""} [package.extras] -trio = ["trio (>=0.31.0) ; python_version < \"3.10\"", "trio (>=0.32.0) ; python_version >= \"3.10\""] +doc = ["Sphinx (>=8.2,<9.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"] +test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\" and python_version < \"3.14\""] +trio = ["trio (>=0.26.1)"] [[package]] name = "asgiref" -version = "3.11.1" +version = "3.9.1" description = "ASGI specs, helper code, and adapters" optional = false python-versions = ">=3.9" -groups = ["main"] +groups = ["clients"] files = [ - {file = "asgiref-3.11.1-py3-none-any.whl", hash = "sha256:e8667a091e69529631969fd45dc268fa79b99c92c5fcdda727757e52146ec133"}, - {file = "asgiref-3.11.1.tar.gz", hash = "sha256:5f184dc43b7e763efe848065441eac62229c9f7b0475f41f80e207a114eda4ce"}, + {file = "asgiref-3.9.1-py3-none-any.whl", hash = "sha256:f3bba7092a48005b5f5bacd747d36ee4a5a61f4a269a6df590b43144355ebd2c"}, + {file = "asgiref-3.9.1.tar.gz", hash = "sha256:a5ab6582236218e5ef1648f242fd9f10626cfd4de8dc377db215d5d5098e3142"}, ] [package.extras] @@ -254,7 +237,7 @@ version = "0.8.1" description = "Read/rewrite/write Python ASTs" optional = false python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7" -groups = ["main"] +groups = ["clients"] files = [ {file = "astor-0.8.1-py2.py3-none-any.whl", hash = "sha256:070a54e890cefb5b3739d19f30f5a5ec840ffc9c50ffa7d23cc9fc1a38ebbfc5"}, {file = "astor-0.8.1.tar.gz", hash = "sha256:6a6effda93f4e1ce9f618779b2dd1d9d84f1e32812c23a29b3fff6fd7f63fa5e"}, @@ -262,23 +245,31 @@ files = [ [[package]] name = "attrs" -version = "25.4.0" +version = "25.3.0" description = "Classes Without Boilerplate" optional = false -python-versions = ">=3.9" -groups = ["main"] +python-versions = ">=3.8" +groups = ["clients"] files = [ - {file = "attrs-25.4.0-py3-none-any.whl", hash = "sha256:adcf7e2a1fb3b36ac48d97835bb6d8ade15b8dcce26aba8bf1d14847b57a3373"}, - {file = "attrs-25.4.0.tar.gz", hash = "sha256:16d5969b87f0859ef33a48b35d55ac1be6e42ae49d5e853b597db70c35c57e11"}, + {file = "attrs-25.3.0-py3-none-any.whl", hash = "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3"}, + {file = "attrs-25.3.0.tar.gz", hash = "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b"}, ] +[package.extras] +benchmark = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"] +cov = ["cloudpickle ; platform_python_implementation == \"CPython\"", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"] +dev = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"] +docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier"] +tests = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"] +tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\""] + [[package]] name = "autogen-agentchat" version = "0.2.40" description = "Enabling Next-Gen LLM Applications via Multi-Agent Conversation Framework" optional = false python-versions = "<3.13,>=3.8" -groups = ["main"] +groups = ["clients"] files = [ {file = "autogen-agentchat-0.2.40.tar.gz", hash = "sha256:bfdd25ab63fb75a701095315d0d7214f1616411b9edbcdf6183da35a956cc42e"}, {file = "autogen_agentchat-0.2.40-py3-none-any.whl", hash = "sha256:03f11ab89442a3b2408e7e46aa4a66d0be44e6f4447467efbb3ef4e35940176e"}, @@ -329,14 +320,14 @@ websurfer = ["beautifulsoup4", "mammoth", "markdownify", "openpyxl", "pandas", " [[package]] name = "azure-ai-ml" -version = "1.31.0" +version = "1.28.1" description = "Microsoft Azure Machine Learning Client Library for Python" optional = false python-versions = ">=3.7" -groups = ["main"] +groups = ["clients"] files = [ - {file = "azure_ai_ml-1.31.0-py3-none-any.whl", hash = "sha256:e2eb928660b10245349dfd1b8e92a598bd0df8af492d48edfcaf0b2bd621702d"}, - {file = "azure_ai_ml-1.31.0.tar.gz", hash = "sha256:ba3f00df768292e197c47a03eb8eeb36d70bc865fca3fcf67738e0f124cc0d1c"}, + {file = "azure_ai_ml-1.28.1-py3-none-any.whl", hash = "sha256:0f59557b98ed3c131e6f6c8bd02d2583e7e2a436db3145eb142f6520d22f5de8"}, + {file = "azure_ai_ml-1.28.1.tar.gz", hash = "sha256:aa44638d033e64393c3952f59a73822f1d3f893057bd0f1957f811d7e6a58036"}, ] [package.dependencies] @@ -351,9 +342,11 @@ colorama = "<1.0.0" isodate = "<1.0.0" jsonschema = ">=4.0.0,<5.0.0" marshmallow = ">=3.5,<4.0.0" +msrest = ">=0.6.18,<1.0.0" pydash = ">=6.0.0,<9.0.0" pyjwt = "<3.0.0" pyyaml = ">=5.1.0,<7.0.0" +six = ">=1.11.0" strictyaml = "<2.0.0" tqdm = "<5.0.0" typing-extensions = "<5.0.0" @@ -368,7 +361,7 @@ version = "1.1.28" description = "Microsoft Azure Client Library for Python (Common)" optional = false python-versions = "*" -groups = ["main"] +groups = ["clients"] files = [ {file = "azure-common-1.1.28.zip", hash = "sha256:4ac0cd3214e36b6a1b6a442686722a5d8cc449603aa833f3f0f40bda836704a3"}, {file = "azure_common-1.1.28-py2.py3-none-any.whl", hash = "sha256:5c12d3dcf4ec20599ca6b0d3e09e86e146353d443e7fcc050c9a19c1f9df20ad"}, @@ -376,14 +369,14 @@ files = [ [[package]] name = "azure-core" -version = "1.38.1" +version = "1.38.0" description = "Microsoft Azure Core Library for Python" optional = false python-versions = ">=3.9" -groups = ["main"] +groups = ["main", "clients"] files = [ - {file = "azure_core-1.38.1-py3-none-any.whl", hash = "sha256:69f08ee3d55136071b7100de5b198994fc1c5f89d2b91f2f43156d20fcf200a4"}, - {file = "azure_core-1.38.1.tar.gz", hash = "sha256:9317db1d838e39877eb94a2240ce92fa607db68adf821817b723f0d679facbf6"}, + {file = "azure_core-1.38.0-py3-none-any.whl", hash = "sha256:ab0c9b2cd71fecb1842d52c965c95285d3cfb38902f6766e4a471f1cd8905335"}, + {file = "azure_core-1.38.0.tar.gz", hash = "sha256:8194d2682245a3e4e3151a667c686464c3786fed7918b394d035bdcd61bb5993"}, ] [package.dependencies] @@ -400,7 +393,7 @@ version = "1.0.0b12" description = "Microsoft Azure Azure Core OpenTelemetry plugin Library for Python" optional = false python-versions = ">=3.8" -groups = ["main"] +groups = ["clients"] files = [ {file = "azure_core_tracing_opentelemetry-1.0.0b12-py3-none-any.whl", hash = "sha256:38fd42709f1cc4bbc4f2797008b1c30a6a01617e49910c05daa3a0d0c65053ac"}, {file = "azure_core_tracing_opentelemetry-1.0.0b12.tar.gz", hash = "sha256:bb454142440bae11fd9d68c7c1d67ae38a1756ce808c5e4d736730a7b4b04144"}, @@ -412,20 +405,20 @@ opentelemetry-api = ">=1.12.0" [[package]] name = "azure-identity" -version = "1.25.2" +version = "1.23.1" description = "Microsoft Azure Identity Library for Python" optional = false python-versions = ">=3.9" -groups = ["main"] +groups = ["main", "clients"] files = [ - {file = "azure_identity-1.25.2-py3-none-any.whl", hash = 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mistral-common = ["mistral-common[opencv] (>=1.6.3)"] modelcreation = ["cookiecutter (==1.7.3)"] @@ -7296,27 +6589,27 @@ onnx = ["onnxconverter-common", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1 onnxruntime = ["onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)"] open-telemetry = ["opentelemetry-api", "opentelemetry-exporter-otlp", "opentelemetry-sdk"] optuna = ["optuna"] -quality = ["GitPython (<3.1.19)", "datasets (>=2.15.0)", "libcst", "pandas (<2.3.0)", "rich", "ruff (==0.13.1)", "urllib3 (<2.0.0)"] +quality = ["GitPython (<3.1.19)", "datasets (>=2.15.0)", "libcst", "pandas (<2.3.0)", "rich", "ruff (==0.11.2)", "urllib3 (<2.0.0)"] ray = ["ray[tune] (>=2.7.0)"] retrieval = ["datasets (>=2.15.0)", "faiss-cpu"] -ruff = ["ruff (==0.13.1)"] +ruff = ["ruff (==0.11.2)"] sagemaker = ["sagemaker (>=2.31.0)"] sentencepiece = ["protobuf", "sentencepiece (>=0.1.91,!=0.1.92)"] -serving = ["accelerate (>=0.26.0)", "fastapi", "openai (>=1.98.0)", "pydantic (>=2)", "starlette", "torch 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+pandas = "^2.0" +pytz = "^2024.0" +requests = "^2.31" +pyyaml = "^6.0" + +# Client/agent packages that require CUDA or heavy ML runtimes. +# These are installed by default (`poetry install`) but can be excluded in +# environments that only need the core framework, e.g. CI: +# poetry install --without clients +[tool.poetry.group.clients.dependencies] +autogen-agentchat = "^0.2.40" +azure-ai-ml = "^1.22.1" vllm = "^0.7.3" transformers = "^4.49.0" -fastapi = "^0.115.12" groq = "^0.28.0" flwr = "^1.19.0" +# Developer tooling (testing, etc.) +[tool.poetry.group.dev.dependencies] +pytest = "^8.3" +pytest-asyncio = "^0.25" + +[tool.pytest.ini_options] +markers = [ + "integration: marks tests that require a live Kubernetes cluster (deselect with '-m not integration')", +] [build-system] requires = ["poetry-core"] From a8697ea2bd8e785e3d26900f286ce3a3bf10aa22 Mon Sep 17 00:00:00 2001 From: Snehashish Reddy Manda Date: Thu, 26 Feb 2026 18:28:24 -0500 Subject: [PATCH 59/89] test(integration): add no-op hotel-reservation end-to-end smoke test MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Adds tests/integration/smoke_test.py — a zero-cost integration test that exercises the full orchestrator pipeline using a DummyAgent that makes no LLM or API calls. Problem: noop_detection_hotel_reservation-1 (lightest in the registry) Pipeline: deploy HotelReservation → inject no-op fault → run workload → DummyAgent calls submit("No") → evaluate → recover → cleanup The test asserts: - init_problem() returns non-empty desc, instructions, and actions - 'submit' is present in available actions - Detection Accuracy == 'Correct' (no fault injected, answer is 'No') Run locally after cluster setup: poetry run pytest tests/integration/smoke_test.py -v -s -m integration --- tests/integration/smoke_test.py | 73 +++++++++++++++++++++++++++++++++ 1 file changed, 73 insertions(+) create mode 100644 tests/integration/smoke_test.py diff --git a/tests/integration/smoke_test.py b/tests/integration/smoke_test.py new file mode 100644 index 00000000..6006fdbd --- /dev/null +++ b/tests/integration/smoke_test.py @@ -0,0 +1,73 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. + +"""Integration smoke test: full pipeline using a zero-cost dummy agent. + +Requires a live Kubernetes cluster (kind) with aiopslab/config.yml present. +Run via GitHub Actions CI or locally after `kind create cluster`: + + poetry run pytest tests/integration/smoke_test.py -v -s + +The test exercises the complete orchestrator path for the lightest problem in +the registry (noop_detection_hotel_reservation-1): + deploy app → inject no-op fault → run workload → dispatch submit() action + → evaluate → recover → cleanup + +No LLM is invoked; the DummyAgent immediately submits the correct answer. +""" + +import asyncio +import pytest + +from aiopslab.orchestrator import Orchestrator + + +# --------------------------------------------------------------------------- +# Dummy agent +# --------------------------------------------------------------------------- + +class DummyAgent: + """Zero-cost agent for CI smoke testing — makes no LLM or API calls. + + For a no-op detection task the correct answer is always "No" (no fault was + injected), so we submit that immediately on the first step. + """ + + async def get_action(self, input: str) -> str: # noqa: A002 + return '```\nsubmit("No")\n```' + + +# --------------------------------------------------------------------------- +# Test +# --------------------------------------------------------------------------- + +PROBLEM_ID = "noop_detection_hotel_reservation-1" + + +@pytest.mark.integration +def test_noop_hotel_reservation_smoke(): + """Smoke test: run noop_detection_hotel_reservation-1 end-to-end.""" + agent = DummyAgent() + orchestrator = Orchestrator() + orchestrator.register_agent(agent, name="dummy") + + # --- init_problem: deploys HotelReservation, injects no-op, starts workload + problem_desc, instructions, apis = orchestrator.init_problem(PROBLEM_ID) + + assert problem_desc, "init_problem must return a non-empty problem description" + assert instructions, "init_problem must return non-empty instructions" + assert apis, "init_problem must return a non-empty actions dict" + assert "submit" in "\n".join(apis.keys()), ( + "available actions must include 'submit'" + ) + + # --- start_problem: agent loop (max 1 step — DummyAgent submits immediately) + output = asyncio.run(orchestrator.start_problem(max_steps=1)) + + assert output is not None, "start_problem must return a result dict" + + results = output.get("results", {}) + assert results, f"results dict must be non-empty; got: {output}" + assert results.get("Detection Accuracy") == "Correct", ( + f"Expected Detection Accuracy='Correct', got: {results}" + ) From 83a6c3d408fc82042216d985f22e7f82a84700b0 Mon Sep 17 00:00:00 2001 From: Snehashish Reddy Manda Date: Thu, 26 Feb 2026 18:28:41 -0500 Subject: [PATCH 60/89] feat(ci): add GitHub Actions integration smoke test workflow Triggers on every push and pull request to any branch, ensuring regressions in the core orchestrator pipeline are caught before merge. Setup: - Checks out repo with submodules (aiopslab-applications) - Installs kind v0.27.0 (to /tmp to avoid collision with kind/ dir) - Creates two-node kind cluster with kind/kind-config-x86.yaml - Creates /run/udev as a directory so OpenEBS NDM hostPath mount succeeds on runners where it may be absent or a socket file - Pre-installs OpenEBS and Prometheus before pytest to avoid hitting the 5-minute wait_for_ready() hard timeout on cold runners - Installs Python deps excluding CUDA clients (--without clients) - Generates aiopslab/config.yml (k8s_host: kind) - Runs: pytest tests/integration/smoke_test.py -m integration On failure: dumps cluster state and uploads kind logs as an artifact (retention: 7 days). --- .github/workflows/integration-test.yml | 177 +++++++++++++++++++++++++ 1 file changed, 177 insertions(+) create mode 100644 .github/workflows/integration-test.yml diff --git a/.github/workflows/integration-test.yml b/.github/workflows/integration-test.yml new file mode 100644 index 00000000..04a34253 --- /dev/null +++ b/.github/workflows/integration-test.yml @@ -0,0 +1,177 @@ +name: Integration Smoke Test + +# Trigger on every push to any branch and on every pull request. +# This ensures regressions are caught before merging to main. +on: + push: + branches: ['**'] + pull_request: + branches: ['**'] + +jobs: + smoke-test: + name: no-op hotel-reservation smoke test + runs-on: ubuntu-latest + # Full cluster setup + app deploy + workload + teardown typically takes 15-25 min. + timeout-minutes: 45 + + steps: + # ----------------------------------------------------------------------- + # 1. Source checkout + # ----------------------------------------------------------------------- + - name: Checkout repository (with submodules) + uses: actions/checkout@v4 + with: + # aiopslab-applications contains the K8s manifests and Helm charts + # required by the orchestrator to deploy HotelReservation. + submodules: recursive + + # ----------------------------------------------------------------------- + # 2. Cluster tooling + # kubectl is pre-installed on ubuntu-latest; we only need kind + helm. + # ----------------------------------------------------------------------- + - name: Install kind + run: | + # Download to /tmp to avoid colliding with the repo's kind/ directory + curl -Lo /tmp/kind-bin https://kind.sigs.k8s.io/dl/v0.27.0/kind-linux-amd64 + chmod +x /tmp/kind-bin + sudo mv /tmp/kind-bin /usr/local/bin/kind + kind version + + - name: Install Helm + run: curl https://raw.githubusercontent.com/helm/helm/main/scripts/get-helm-3 | bash + + # Pre-pull the node image so cluster creation doesn't time out waiting + # for a large Docker pull inside the kind bootstrap. + - name: Pre-pull kind node image + run: docker pull jacksonarthurclark/aiopslab-kind-x86:latest + + # OpenEBS Node Disk Manager (NDM) mounts /run/udev into its pod to scan + # block devices. The kind-config-ci.yaml passes this as an extraMount so + # kind places the host path inside the node container. On GitHub-hosted + # runners /run/udev may not exist or may be a socket file, which causes + # kubelet to reject the hostPath mount with "is not a directory". We + # create it as an empty directory before kind cluster creation so the + # mount path type check (Directory) passes. + - name: Prepare /run/udev for OpenEBS NDM + run: sudo mkdir -p /run/udev + + - name: Create kind cluster + run: | + kind create cluster \ + --config kind/kind-config-x86.yaml \ + --wait 120s + kubectl cluster-info + kubectl get nodes + + # ----------------------------------------------------------------------- + # 2b. Pre-install OpenEBS before pytest + # + # The orchestrator's init_problem() applies the OpenEBS manifest and + # waits with a hard max_wait=300s. On a cold runner the pod images + # (~800 MB) must be pulled from Docker Hub first, which can easily + # exceed 5 minutes and cause a timeout. Pre-installing here lets the + # images pull at their own pace (up to 10 min), so by the time pytest + # calls wait_for_ready("openebs") the pods are already Ready. + # kubectl apply is idempotent so the orchestrator re-applying is fine. + # ----------------------------------------------------------------------- + - name: Pre-install OpenEBS + run: | + kubectl apply -f https://openebs.github.io/charts/openebs-operator.yaml + echo "Waiting up to 10 min for OpenEBS pods to be ready (cold image pull)..." + kubectl wait pod --all -n openebs \ + --for=condition=Ready \ + --timeout=600s + kubectl patch storageclass openebs-hostpath \ + -p '{"metadata":{"annotations":{"storageclass.kubernetes.io/is-default-class":"true"}}}' + echo "OpenEBS is ready." + + # ----------------------------------------------------------------------- + # 2c. Pre-install Prometheus before pytest + # + # init_problem() deploys Prometheus via Helm and waits with max_wait=300s. + # On a cold runner, pulling Prometheus + sub-chart images (node-exporter, + # kube-state-metrics, alertmanager, pushgateway) from Docker Hub can + # take 3-6 min, exceeding the 5-minute hard timeout. + # + # Pre-installing here means Prometheus._is_prometheus_running() will + # return True when init_problem() calls Prometheus.deploy(), causing it + # to skip redeployment entirely — wait_for_ready("observe") returns + # immediately. + # + # Chart path mirrors Prometheus.load_service_json(): + # BASE_DIR / "observer/prometheus/prometheus/" + # = aiopslab/observer/prometheus/prometheus/ + # ----------------------------------------------------------------------- + - name: Pre-install Prometheus + run: | + kubectl create namespace observe --dry-run=client -o yaml | kubectl apply -f - + kubectl apply -f aiopslab/observer/prometheus/prometheus-pvc.yml -n observe + helm dependency update aiopslab/observer/prometheus/prometheus/ + helm install prometheus aiopslab/observer/prometheus/prometheus/ \ + -n observe --create-namespace + echo "Waiting up to 10 min for Prometheus pods to be ready (cold image pull)..." + kubectl wait pod --all -n observe \ + --for=condition=Ready \ + --timeout=600s + echo "Prometheus is ready." + + # ----------------------------------------------------------------------- + # 3. Python + dependencies + # ----------------------------------------------------------------------- + - name: Set up Python 3.11 + uses: actions/setup-python@v5 + with: + python-version: '3.11' + + - name: Install Poetry + run: pip install poetry + + # Install core framework + dev tools; skip heavy ML client packages + # (vllm, flwr, etc.) that need CUDA and are not required for the smoke test. + - name: Install dependencies + run: poetry install --without clients --with dev + + # ----------------------------------------------------------------------- + # 4. Framework configuration + # config.yml is gitignored; generate it on the fly. + # k8s_host=kind tells the orchestrator to use the local kubeconfig. + # ----------------------------------------------------------------------- + - name: Generate aiopslab/config.yml + run: | + cat > aiopslab/config.yml <<'EOF' + k8s_host: kind + k8s_user: runner + ssh_key_path: ~/.ssh/id_rsa + data_dir: data + qualitative_eval: false + print_session: false + EOF + + # ----------------------------------------------------------------------- + # 5. Run smoke test + # KubeCtl defaults AIOPSLAB_CLUSTER=kind → context=kind-kind, which + # matches the default cluster name created above. + # ----------------------------------------------------------------------- + - name: Run integration smoke test + run: poetry run pytest tests/integration/smoke_test.py -v -s -m integration + + # ----------------------------------------------------------------------- + # 6. Diagnostics on failure + # ----------------------------------------------------------------------- + - name: Dump cluster state on failure + if: failure() + run: | + echo "=== All namespaced resources ===" + kubectl get all --all-namespaces + echo "=== Recent events ===" + kubectl get events --all-namespaces --sort-by='.lastTimestamp' | tail -40 + kind export logs --name kind /tmp/kind-logs + + - name: Upload kind logs on failure + if: failure() + uses: actions/upload-artifact@v4 + with: + name: kind-logs + path: /tmp/kind-logs + retention-days: 7 From 3b0c99c27da2a6fba50cd009ec38085d7785a4f9 Mon Sep 17 00:00:00 2001 From: Ash Manda Date: Thu, 26 Feb 2026 18:50:33 -0500 Subject: [PATCH 61/89] Update tests/integration/smoke_test.py Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> --- tests/integration/smoke_test.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/integration/smoke_test.py b/tests/integration/smoke_test.py index 6006fdbd..790eda08 100644 --- a/tests/integration/smoke_test.py +++ b/tests/integration/smoke_test.py @@ -33,7 +33,7 @@ class DummyAgent: injected), so we submit that immediately on the first step. """ - async def get_action(self, input: str) -> str: # noqa: A002 + async def get_action(self, observation: str) -> str: return '```\nsubmit("No")\n```' From b75acda1d70b30d205c52f309a7c3ea7592ccadc Mon Sep 17 00:00:00 2001 From: Ash Manda Date: Fri, 27 Feb 2026 16:16:17 -0500 Subject: [PATCH 62/89] Restrict integration test triggers to main branch --- .github/workflows/integration-test.yml | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/.github/workflows/integration-test.yml b/.github/workflows/integration-test.yml index 04a34253..41685cf5 100644 --- a/.github/workflows/integration-test.yml +++ b/.github/workflows/integration-test.yml @@ -1,12 +1,12 @@ name: Integration Smoke Test -# Trigger on every push to any branch and on every pull request. +# Trigger on every push to main branch and on every pull request to main branch. # This ensures regressions are caught before merging to main. on: push: - branches: ['**'] + branches: ['main'] pull_request: - branches: ['**'] + branches: ['main'] jobs: smoke-test: From 1113f01e8550edc4257a66842286962e62ab5a3a Mon Sep 17 00:00:00 2001 From: Snehashish Reddy Manda Date: Tue, 3 Mar 2026 19:42:12 -0500 Subject: [PATCH 63/89] feat(ci): add concurrency control and paths ignore --- .github/workflows/integration-test.yml | 18 ++++++++++++++++++ 1 file changed, 18 insertions(+) diff --git a/.github/workflows/integration-test.yml b/.github/workflows/integration-test.yml index 41685cf5..91a024d3 100644 --- a/.github/workflows/integration-test.yml +++ b/.github/workflows/integration-test.yml @@ -5,8 +5,26 @@ name: Integration Smoke Test on: push: branches: ['main'] + paths-ignore: + - '**.md' + - '.env.example' + - 'assets/**' + - 'LICENSE.txt' + - 'NOTICE.txt' + - '.github/ISSUE_TEMPLATE/**' pull_request: branches: ['main'] + paths-ignore: + - '**.md' + - '.env.example' + - 'assets/**' + - 'LICENSE.txt' + - 'NOTICE.txt' + - '.github/ISSUE_TEMPLATE/**' + +concurrency: + group: ${{ github.workflow }}-${{ github.ref }} + cancel-in-progress: true jobs: smoke-test: From 430f75aeda0c899f4a6525a7c986e2e9a42f27ad Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Fri, 13 Mar 2026 23:36:10 +0000 Subject: [PATCH 64/89] build(deps): bump pyjwt from 2.10.1 to 2.12.0 Bumps [pyjwt](https://github.com/jpadilla/pyjwt) from 2.10.1 to 2.12.0. - [Release notes](https://github.com/jpadilla/pyjwt/releases) - [Changelog](https://github.com/jpadilla/pyjwt/blob/master/CHANGELOG.rst) - [Commits](https://github.com/jpadilla/pyjwt/compare/2.10.1...2.12.0) --- updated-dependencies: - dependency-name: pyjwt dependency-version: 2.12.0 dependency-type: indirect ... Signed-off-by: dependabot[bot] --- poetry.lock | 20 ++++++++------------ 1 file changed, 8 insertions(+), 12 deletions(-) diff --git a/poetry.lock b/poetry.lock index 2f2b950e..b3e6f4f7 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 2.3.2 and should not be changed by hand. +# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand. 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Signed-off-by: dependabot[bot] --- poetry.lock | 16 ++++++---------- 1 file changed, 6 insertions(+), 10 deletions(-) diff --git a/poetry.lock b/poetry.lock index 2f2b950e..6f491f8f 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 2.3.2 and should not be changed by hand. +# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand. 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<49699333+dependabot[bot]@users.noreply.github.com> Date: Thu, 26 Mar 2026 15:48:07 +0000 Subject: [PATCH 67/89] build(deps): bump requests from 2.32.4 to 2.33.0 Bumps [requests](https://github.com/psf/requests) from 2.32.4 to 2.33.0. - [Release notes](https://github.com/psf/requests/releases) - [Changelog](https://github.com/psf/requests/blob/main/HISTORY.md) - [Commits](https://github.com/psf/requests/compare/v2.32.4...v2.33.0) --- updated-dependencies: - dependency-name: requests dependency-version: 2.33.0 dependency-type: direct:production ... 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"sha256:d1e1e3b58374dc93031d6eda2420a48ea44a36c2b4766a4fdeb3710755731d76"}, {file = "typing_extensions-4.14.1.tar.gz", hash = "sha256:38b39f4aeeab64884ce9f74c94263ef78f3c22467c8724005483154c26648d36"}, @@ -7516,7 +7516,7 @@ version = "1.20.1" description = "Yet another URL library" optional = false python-versions = ">=3.9" -groups = ["clients"] +groups = ["clients", "dev"] files = [ {file = "yarl-1.20.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:6032e6da6abd41e4acda34d75a816012717000fa6839f37124a47fcefc49bec4"}, {file = "yarl-1.20.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:2c7b34d804b8cf9b214f05015c4fee2ebe7ed05cf581e7192c06555c71f4446a"}, From 2c5f476768e7d73516db548a8f390f6cd0257675 Mon Sep 17 00:00:00 2001 From: Rahuldrabit Date: Sat, 4 Apr 2026 15:55:30 +0600 Subject: [PATCH 71/89] fix: handle None return from get_container_runtime() The get_container_runtime() method was returning None when called immediately after cluster creation, before any nodes reached Ready state. This caused a TypeError: argument of type 'NoneType' is not iterable when the code tried to check if 'docker' was in the runtime string. Changes: - Add retry logic with 60s timeout to get_container_runtime() to wait for at least one node to become Ready - Add explicit None check in SymptomFaultInjector.__init__() with a clear error message if container runtime cannot be detected Fixes network_delay, pod_failure, and other chaos mesh injection tasks that were crashing on initialization. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> --- aiopslab/generators/fault/inject_symp.py | 6 ++++++ aiopslab/service/kubectl.py | 22 +++++++++++++++++----- 2 files changed, 23 insertions(+), 5 deletions(-) diff --git a/aiopslab/generators/fault/inject_symp.py b/aiopslab/generators/fault/inject_symp.py index bc506bfc..b1eb23cf 100644 --- a/aiopslab/generators/fault/inject_symp.py +++ b/aiopslab/generators/fault/inject_symp.py @@ -28,6 +28,12 @@ def __init__(self, namespace: str): container_runtime = self.kubectl.get_container_runtime() + if container_runtime is None: + raise ValueError( + "Could not detect container runtime. " + "Ensure the cluster is running and at least one node is Ready." + ) + if "docker" in container_runtime: pass elif "containerd" in container_runtime: diff --git a/aiopslab/service/kubectl.py b/aiopslab/service/kubectl.py index fad11483..b41e2b65 100644 --- a/aiopslab/service/kubectl.py +++ b/aiopslab/service/kubectl.py @@ -54,15 +54,27 @@ def get_cluster_ip(self, service_name, namespace): service_info = self.core_v1_api.read_namespaced_service(service_name, namespace) return service_info.spec.cluster_ip # type: ignore - def get_container_runtime(self): + def get_container_runtime(self, max_wait: int = 60, poll_interval: int = 2): """ Retrieve the container runtime used by the cluster. If the cluster uses multiple container runtimes, the first one found will be returned. + + Args: + max_wait: Maximum seconds to wait for a Ready node (default: 60) + poll_interval: Seconds between checks (default: 2) + + Returns: + Container runtime version string, or None if no Ready node found within max_wait. """ - for node in self.core_v1_api.list_node().items: - for status in node.status.conditions: - if status.type == "Ready" and status.status == "True": - return node.status.node_info.container_runtime_version + elapsed = 0 + while elapsed < max_wait: + for node in self.core_v1_api.list_node().items: + for status in node.status.conditions: + if status.type == "Ready" and status.status == "True": + return node.status.node_info.container_runtime_version + time.sleep(poll_interval) + elapsed += poll_interval + return None def get_pod_name(self, namespace, label_selector): """Get the name of the first pod in a namespace that matches a given label selector.""" From fbfa9f53e29252f4f5cf8d34d3db642cb3460b32 Mon Sep 17 00:00:00 2001 From: Rahuldrabit Date: Sat, 4 Apr 2026 16:21:37 +0600 Subject: [PATCH 72/89] refactor: improve get_container_runtime timing and error handling Address Copilot AI review feedback: 1. Fix timing precision: Use time.monotonic() deadline and sleep only remaining time to ensure max_wait is an actual upper bound. Previous implementation could exceed max_wait by up to poll_interval. 2. Add exception handling: Catch transient API errors during polling and continue retrying until deadline, similar to wait_for_ready(). Log warnings for persistent errors. 3. Update docstring to document exception handling behavior. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> --- aiopslab-applications | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/aiopslab-applications b/aiopslab-applications index 48e03edb..8038be6b 160000 --- a/aiopslab-applications +++ b/aiopslab-applications @@ -1 +1 @@ -Subproject commit 48e03edb4732468331b6963bc4644e8bae08fac1 +Subproject commit 8038be6b4989c647126f27715acc591c47133c2d From 3b7283557fa7ca22b676599db4cda231e648314e Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Wed, 3 Jun 2026 23:48:43 +0000 Subject: [PATCH 73/89] build(deps-dev): bump aiohttp from 3.13.4 to 3.14.0 --- updated-dependencies: - dependency-name: aiohttp dependency-version: 3.14.0 dependency-type: indirect ... Signed-off-by: dependabot[bot] --- poetry.lock | 256 ++++++++++++++++++++++++++-------------------------- 1 file changed, 130 insertions(+), 126 deletions(-) diff --git a/poetry.lock b/poetry.lock index 62c712bc..1c85e28b 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 2.4.1 and should not be changed by hand. 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tests/service/test_kubectl.py diff --git a/aiopslab/service/kubectl.py b/aiopslab/service/kubectl.py index fad11483..7e31ba87 100644 --- a/aiopslab/service/kubectl.py +++ b/aiopslab/service/kubectl.py @@ -86,6 +86,19 @@ def get_deployment(self, name: str, namespace: str): """Fetch the deployment configuration.""" return self.apps_v1_api.read_namespaced_deployment(name, namespace) + @staticmethod + def _pod_is_ready_or_succeeded(pod): + """Return True when a pod is ready or has completed successfully.""" + status = getattr(pod, "status", None) + if getattr(status, "phase", None) == "Succeeded": + return True + + container_statuses = getattr(status, "container_statuses", None) + return bool(container_statuses) and all( + getattr(container_status, "ready", False) + for container_status in container_statuses + ) + def wait_for_ready(self, namespace, sleep=2, max_wait=300): """Wait for all pods in a namespace to be in a Ready state before proceeding.""" @@ -102,8 +115,7 @@ def wait_for_ready(self, namespace, sleep=2, max_wait=300): if pod_list.items: ready_pods = [ pod for pod in pod_list.items - if pod.status.container_statuses and - all(cs.ready for cs in pod.status.container_statuses) + if self._pod_is_ready_or_succeeded(pod) ] if len(ready_pods) == len(pod_list.items): diff --git a/tests/service/test_kubectl.py b/tests/service/test_kubectl.py new file mode 100644 index 00000000..0e853e99 --- /dev/null +++ b/tests/service/test_kubectl.py @@ -0,0 +1,47 @@ +from types import SimpleNamespace +import unittest + +from aiopslab.service.kubectl import KubeCtl + + +def _pod(phase, ready_values=None): + container_statuses = None + if ready_values is not None: + container_statuses = [ + SimpleNamespace(ready=ready) for ready in ready_values + ] + + return SimpleNamespace( + status=SimpleNamespace( + phase=phase, + container_statuses=container_statuses, + ) + ) + + +class PodReadinessTest(unittest.TestCase): + + def test_running_pod_with_ready_containers_satisfies_readiness(self): + pod = _pod("Running", [True, True]) + + self.assertTrue(KubeCtl._pod_is_ready_or_succeeded(pod)) + + def test_succeeded_cleanup_pod_satisfies_readiness(self): + pod = _pod("Succeeded", [False]) + + self.assertTrue(KubeCtl._pod_is_ready_or_succeeded(pod)) + + def test_running_pod_with_unready_container_blocks_readiness(self): + pod = _pod("Running", [True, False]) + + self.assertFalse(KubeCtl._pod_is_ready_or_succeeded(pod)) + + def test_pending_pod_without_container_statuses_blocks_readiness(self): + pod = _pod("Pending") + + self.assertFalse(KubeCtl._pod_is_ready_or_succeeded(pod)) + + def test_failed_pod_with_unready_container_blocks_readiness(self): + pod = _pod("Failed", [False]) + + self.assertFalse(KubeCtl._pod_is_ready_or_succeeded(pod)) From fec3ba20a49022a45d93ca9ff019ce1fea0d3bd6 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Fri, 5 Jun 2026 20:21:08 +0000 Subject: [PATCH 75/89] build(deps): bump idna from 3.10 to 3.15 Bumps [idna](https://github.com/kjd/idna) from 3.10 to 3.15. - [Release notes](https://github.com/kjd/idna/releases) - [Changelog](https://github.com/kjd/idna/blob/master/HISTORY.md) - [Commits](https://github.com/kjd/idna/compare/v3.10...v3.15) --- updated-dependencies: - dependency-name: idna dependency-version: '3.15' dependency-type: indirect ... Signed-off-by: dependabot[bot] --- poetry.lock | 30 +++++++++++++++--------------- 1 file changed, 15 insertions(+), 15 deletions(-) diff --git a/poetry.lock b/poetry.lock index 1c85e28b..26ebc88c 100644 --- a/poetry.lock +++ b/poetry.lock @@ -6,7 +6,7 @@ version = "2.6.1" description = "Happy Eyeballs for asyncio" optional = false python-versions = ">=3.9" -groups = ["clients", "dev"] +groups = ["clients"] files = [ {file = "aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8"}, {file = "aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558"}, @@ -18,7 +18,7 @@ version = "3.14.0" description = "Async http client/server framework (asyncio)" optional = false python-versions = ">=3.10" -groups = ["clients", "dev"] +groups = ["clients"] files = [ {file = "aiohttp-3.14.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:692e409052e7436029bbb32977cd7c5bf806ac5fa4085b973996785ffadad33c"}, {file = "aiohttp-3.14.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:40af7ebe53c7990e110dc4ad03566b12c3ac996254298a3d39046dd69cfcb2c2"}, @@ -160,7 +160,7 @@ version = "1.4.0" description = "aiosignal: a list of registered asynchronous callbacks" optional = false python-versions = ">=3.9" -groups = ["clients", "dev"] +groups = ["clients"] files = [ {file = "aiosignal-1.4.0-py3-none-any.whl", hash = "sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e"}, {file = "aiosignal-1.4.0.tar.gz", hash = "sha256:f47eecd9468083c2029cc99945502cb7708b082c232f9aca65da147157b251c7"}, @@ -269,7 +269,7 @@ version = "25.3.0" description = "Classes Without Boilerplate" optional = false python-versions = ">=3.8" -groups = ["clients", "dev"] +groups = ["clients"] files = [ {file = "attrs-25.3.0-py3-none-any.whl", hash = "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3"}, {file = "attrs-25.3.0.tar.gz", hash = "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b"}, @@ -1815,7 +1815,7 @@ version = "1.7.0" description = "A list-like structure which implements collections.abc.MutableSequence" optional = false python-versions = ">=3.9" -groups = ["clients", "dev"] +groups = ["clients"] files = [ {file = "frozenlist-1.7.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:cc4df77d638aa2ed703b878dd093725b72a824c3c546c076e8fdf276f78ee84a"}, {file = "frozenlist-1.7.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:716a9973a2cc963160394f701964fe25012600f3d311f60c790400b00e568b61"}, @@ -2415,18 +2415,18 @@ typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "t [[package]] name = "idna" -version = "3.10" +version = "3.15" description = "Internationalized Domain Names in Applications (IDNA)" optional = false -python-versions = ">=3.6" -groups = ["main", "clients", "dev"] +python-versions = ">=3.8" +groups = ["main", "clients"] files = [ - {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"}, - {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"}, + {file = "idna-3.15-py3-none-any.whl", hash = "sha256:048adeaf8c2d788c40fee287673ccaa74c24ffd8dcf09ffa555a2fbb59f10ac8"}, + {file = "idna-3.15.tar.gz", hash = "sha256:ca962446ea538f7092a95e057da437618e886f4d349216d2b1e294abfdb65fdc"}, ] [package.extras] -all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"] +all = ["mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"] [[package]] name = "importlib" @@ -3304,7 +3304,7 @@ version = "6.6.3" description = "multidict implementation" optional = false python-versions = ">=3.9" -groups = ["clients", "dev"] +groups = ["clients"] files = [ {file = "multidict-6.6.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:a2be5b7b35271f7fff1397204ba6708365e3d773579fe2a30625e16c4b4ce817"}, {file = "multidict-6.6.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:12f4581d2930840295c461764b9a65732ec01250b46c6b2c510d7ee68872b140"}, @@ -4549,7 +4549,7 @@ version = "0.3.2" description = "Accelerated property cache" optional = false python-versions = ">=3.9" -groups = ["clients", "dev"] +groups = ["clients"] files = [ {file = "propcache-0.3.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:22d9962a358aedbb7a2e36187ff273adeaab9743373a272976d2e348d08c7770"}, {file = "propcache-0.3.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0d0fda578d1dc3f77b6b5a5dce3b9ad69a8250a891760a548df850a5e8da87f3"}, @@ -6886,7 +6886,7 @@ version = "4.14.1" description = "Backported and Experimental Type Hints for Python 3.9+" optional = false python-versions = ">=3.9" -groups = ["main", "clients", "dev"] +groups = ["main", "clients"] files = [ {file = "typing_extensions-4.14.1-py3-none-any.whl", hash = "sha256:d1e1e3b58374dc93031d6eda2420a48ea44a36c2b4766a4fdeb3710755731d76"}, {file = "typing_extensions-4.14.1.tar.gz", hash = "sha256:38b39f4aeeab64884ce9f74c94263ef78f3c22467c8724005483154c26648d36"}, @@ -7520,7 +7520,7 @@ version = "1.20.1" description = "Yet another URL library" optional = false python-versions = ">=3.9" -groups = ["clients", "dev"] +groups = ["clients"] files = [ {file = "yarl-1.20.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:6032e6da6abd41e4acda34d75a816012717000fa6839f37124a47fcefc49bec4"}, {file = "yarl-1.20.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:2c7b34d804b8cf9b214f05015c4fee2ebe7ed05cf581e7192c06555c71f4446a"}, From 3b0e547d9a042ec9ee3c011bd7a1a97fd806daa9 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Fri, 5 Jun 2026 20:40:24 +0000 Subject: [PATCH 76/89] build(deps-dev): bump python-multipart from 0.0.22 to 0.0.27 Bumps [python-multipart](https://github.com/Kludex/python-multipart) from 0.0.22 to 0.0.27. - [Release notes](https://github.com/Kludex/python-multipart/releases) - [Changelog](https://github.com/Kludex/python-multipart/blob/main/CHANGELOG.md) - [Commits](https://github.com/Kludex/python-multipart/compare/0.0.22...0.0.27) --- updated-dependencies: - dependency-name: python-multipart dependency-version: 0.0.27 dependency-type: indirect ... Signed-off-by: dependabot[bot] --- poetry.lock | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/poetry.lock b/poetry.lock index 26ebc88c..b0b4a62b 100644 --- a/poetry.lock +++ b/poetry.lock @@ -5192,14 +5192,14 @@ cli = ["click (>=5.0)"] [[package]] name = "python-multipart" -version = "0.0.22" +version = "0.0.27" description = "A streaming multipart parser for Python" optional = false python-versions = ">=3.10" -groups = ["clients"] +groups = ["clients", "dev"] files = [ - {file = "python_multipart-0.0.22-py3-none-any.whl", hash = "sha256:2b2cd894c83d21bf49d702499531c7bafd057d730c201782048f7945d82de155"}, - {file = "python_multipart-0.0.22.tar.gz", hash = "sha256:7340bef99a7e0032613f56dc36027b959fd3b30a787ed62d310e951f7c3a3a58"}, + {file = "python_multipart-0.0.27-py3-none-any.whl", hash = "sha256:6fccfad17a27334bd0193681b369f476eda3409f17381a2d65aa7df3f7275645"}, + {file = "python_multipart-0.0.27.tar.gz", hash = "sha256:9870a6a8c5a20a5bf4f07c017bd1489006ff8836cff097b6933355ee2b49b602"}, ] [[package]] From a61251d5de26a10f8f23ca659c9cdb0b0fba24bd Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Fri, 5 Jun 2026 20:40:28 +0000 Subject: [PATCH 77/89] build(deps): bump urllib3 from 2.6.3 to 2.7.0 Bumps [urllib3](https://github.com/urllib3/urllib3) from 2.6.3 to 2.7.0. - [Release notes](https://github.com/urllib3/urllib3/releases) - [Changelog](https://github.com/urllib3/urllib3/blob/main/CHANGES.rst) - [Commits](https://github.com/urllib3/urllib3/compare/2.6.3...2.7.0) --- updated-dependencies: - dependency-name: urllib3 dependency-version: 2.7.0 dependency-type: indirect ... Signed-off-by: dependabot[bot] --- poetry.lock | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/poetry.lock b/poetry.lock index 26ebc88c..811ef2d4 100644 --- a/poetry.lock +++ b/poetry.lock @@ -6939,14 +6939,14 @@ devenv = ["check-manifest", "pytest (>=4.3)", "pytest-cov", "pytest-mock (>=3.3) [[package]] name = "urllib3" -version = "2.6.3" +version = "2.7.0" description = "HTTP library with thread-safe connection pooling, file post, and more." optional = false -python-versions = ">=3.9" +python-versions = ">=3.10" groups = ["main", "clients"] files = [ - {file = "urllib3-2.6.3-py3-none-any.whl", hash = "sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4"}, - {file = "urllib3-2.6.3.tar.gz", hash = "sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed"}, + {file = "urllib3-2.7.0-py3-none-any.whl", hash = "sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897"}, + {file = "urllib3-2.7.0.tar.gz", hash = "sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c"}, ] [package.extras] From c6d2114ceca70d91bfb9b8e3efadaa232052cd76 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Fri, 5 Jun 2026 20:40:29 +0000 Subject: [PATCH 78/89] build(deps): bump gitpython from 3.1.45 to 3.1.50 Bumps [gitpython](https://github.com/gitpython-developers/GitPython) from 3.1.45 to 3.1.50. - [Release notes](https://github.com/gitpython-developers/GitPython/releases) - [Changelog](https://github.com/gitpython-developers/GitPython/blob/main/CHANGES) - [Commits](https://github.com/gitpython-developers/GitPython/compare/3.1.45...3.1.50) --- updated-dependencies: - dependency-name: gitpython dependency-version: 3.1.50 dependency-type: indirect ... Signed-off-by: dependabot[bot] --- poetry.lock | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/poetry.lock b/poetry.lock index 26ebc88c..12ea06b4 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1997,22 +1997,22 @@ smmap = ">=3.0.1,<6" [[package]] name = "gitpython" -version = "3.1.45" +version = "3.1.50" description = "GitPython is a Python library used to interact with Git repositories" optional = false python-versions = ">=3.7" groups = ["main"] files = [ - {file = "gitpython-3.1.45-py3-none-any.whl", hash = "sha256:8908cb2e02fb3b93b7eb0f2827125cb699869470432cc885f019b8fd0fccff77"}, - {file = "gitpython-3.1.45.tar.gz", hash = "sha256:85b0ee964ceddf211c41b9f27a49086010a190fd8132a24e21f362a4b36a791c"}, + {file = "gitpython-3.1.50-py3-none-any.whl", hash = "sha256:d352abe2908d07355014abdd21ddf798c2a961469239afec4962e9da884858f9"}, + {file = "gitpython-3.1.50.tar.gz", hash = "sha256:80da2d12504d52e1f998772dc5baf6e553f8d2fcfe1fcc226c9d9a2ee3372dcc"}, ] [package.dependencies] gitdb = ">=4.0.1,<5" [package.extras] -doc = ["sphinx (>=7.1.2,<7.2)", "sphinx-autodoc-typehints", "sphinx_rtd_theme"] -test = ["coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock ; python_version < \"3.8\"", "mypy", "pre-commit", "pytest (>=7.3.1)", "pytest-cov", "pytest-instafail", "pytest-mock", "pytest-sugar", "typing-extensions ; python_version < \"3.11\""] +doc = ["sphinx (>=7.4.7,<8)", "sphinx-autodoc-typehints", "sphinx_rtd_theme"] +test = ["coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock ; python_version < \"3.8\"", "mypy (==1.18.2) ; python_version >= \"3.9\"", "pre-commit", "pytest (>=7.3.1)", "pytest-cov", "pytest-instafail", "pytest-mock", "pytest-sugar", "typing-extensions ; python_version < \"3.11\""] [[package]] name = "google-auth" From f449866ca6e7cde8c98c0b4eeca359737fe99123 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Fri, 5 Jun 2026 20:41:47 +0000 Subject: [PATCH 79/89] build(deps-dev): bump mako from 1.3.10 to 1.3.12 Bumps [mako](https://github.com/sqlalchemy/mako) from 1.3.10 to 1.3.12. - [Release notes](https://github.com/sqlalchemy/mako/releases) - [Changelog](https://github.com/sqlalchemy/mako/blob/main/CHANGES) - [Commits](https://github.com/sqlalchemy/mako/commits) --- updated-dependencies: - dependency-name: mako dependency-version: 1.3.12 dependency-type: indirect ... Signed-off-by: dependabot[bot] --- poetry.lock | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/poetry.lock b/poetry.lock index 26ebc88c..e4888985 100644 --- a/poetry.lock +++ b/poetry.lock @@ -2840,14 +2840,14 @@ pyyaml = "*" [[package]] name = "mako" -version = "1.3.10" +version = "1.3.12" description = "A super-fast templating language that borrows the best ideas from the existing templating languages." optional = false python-versions = ">=3.8" -groups = ["clients"] +groups = ["clients", "dev"] files = [ - {file = "mako-1.3.10-py3-none-any.whl", hash = "sha256:baef24a52fc4fc514a0887ac600f9f1cff3d82c61d4d700a1fa84d597b88db59"}, - {file = "mako-1.3.10.tar.gz", hash = "sha256:99579a6f39583fa7e5630a28c3c1f440e4e97a414b80372649c0ce338da2ea28"}, + {file = "mako-1.3.12-py3-none-any.whl", hash = "sha256:8f61569480282dbf557145ce441e4ba888be453c30989f879f0d652e39f53ea9"}, + {file = "mako-1.3.12.tar.gz", hash = "sha256:9f778e93289bd410bb35daadeb4fc66d95a746f0b75777b942088b7fd7af550a"}, ] [package.dependencies] @@ -2889,7 +2889,7 @@ version = "3.0.2" description = "Safely add untrusted strings to HTML/XML markup." optional = false python-versions = ">=3.9" -groups = ["clients"] +groups = ["clients", "dev"] files = [ {file = "MarkupSafe-3.0.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7e94c425039cde14257288fd61dcfb01963e658efbc0ff54f5306b06054700f8"}, {file = "MarkupSafe-3.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9e2d922824181480953426608b81967de705c3cef4d1af983af849d7bd619158"}, From f45e02d97c56220a326c581693af852cdc57c62f Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Fri, 5 Jun 2026 20:43:29 +0000 Subject: [PATCH 80/89] build(deps): bump python-dotenv from 1.1.1 to 1.2.2 Bumps [python-dotenv](https://github.com/theskumar/python-dotenv) from 1.1.1 to 1.2.2. - [Release notes](https://github.com/theskumar/python-dotenv/releases) - [Changelog](https://github.com/theskumar/python-dotenv/blob/main/CHANGELOG.md) - [Commits](https://github.com/theskumar/python-dotenv/compare/v1.1.1...v1.2.2) --- updated-dependencies: - dependency-name: python-dotenv dependency-version: 1.2.2 dependency-type: direct:production ... Signed-off-by: dependabot[bot] --- poetry.lock | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/poetry.lock b/poetry.lock index 26ebc88c..3892bd1b 100644 --- a/poetry.lock +++ b/poetry.lock @@ -5177,14 +5177,14 @@ six = ">=1.5" [[package]] name = "python-dotenv" -version = "1.1.1" +version = "1.2.2" description = "Read key-value pairs from a .env file and set them as environment variables" optional = false -python-versions = ">=3.9" +python-versions = ">=3.10" groups = ["main", "clients"] files = [ - {file = "python_dotenv-1.1.1-py3-none-any.whl", hash = "sha256:31f23644fe2602f88ff55e1f5c79ba497e01224ee7737937930c448e4d0e24dc"}, - {file = "python_dotenv-1.1.1.tar.gz", hash = "sha256:a8a6399716257f45be6a007360200409fce5cda2661e3dec71d23dc15f6189ab"}, + {file = "python_dotenv-1.2.2-py3-none-any.whl", hash = "sha256:1d8214789a24de455a8b8bd8ae6fe3c6b69a5e3d64aa8a8e5d68e694bbcb285a"}, + {file = "python_dotenv-1.2.2.tar.gz", hash = "sha256:2c371a91fbd7ba082c2c1dc1f8bf89ca22564a087c2c287cd9b662adde799cf3"}, ] [package.extras] From 4846e0128b30560de73247e769102e43b302054b Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Fri, 5 Jun 2026 20:43:36 +0000 Subject: [PATCH 81/89] build(deps): bump pillow from 12.1.1 to 12.2.0 Bumps [pillow](https://github.com/python-pillow/Pillow) from 12.1.1 to 12.2.0. - [Release notes](https://github.com/python-pillow/Pillow/releases) - [Changelog](https://github.com/python-pillow/Pillow/blob/main/CHANGES.rst) - [Commits](https://github.com/python-pillow/Pillow/compare/12.1.1...12.2.0) --- updated-dependencies: - dependency-name: pillow dependency-version: 12.2.0 dependency-type: indirect ... Signed-off-by: dependabot[bot] --- poetry.lock | 184 ++++++++++++++++++++++++++-------------------------- 1 file changed, 92 insertions(+), 92 deletions(-) diff --git a/poetry.lock b/poetry.lock index 26ebc88c..9882c5f1 100644 --- a/poetry.lock +++ b/poetry.lock @@ -4336,103 +4336,103 @@ files = [ [[package]] name = "pillow" -version = "12.1.1" +version = "12.2.0" description = "Python Imaging Library (fork)" optional = false python-versions = ">=3.10" groups = ["main", "clients"] files = [ - {file = "pillow-12.1.1-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:1f1625b72740fdda5d77b4def688eb8fd6490975d06b909fd19f13f391e077e0"}, - {file = "pillow-12.1.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:178aa072084bd88ec759052feca8e56cbb14a60b39322b99a049e58090479713"}, - {file = "pillow-12.1.1-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:b66e95d05ba806247aaa1561f080abc7975daf715c30780ff92a20e4ec546e1b"}, - {file = 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dependency-version: 46.0.7 dependency-type: indirect ... 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Aug 2026 21:46:59 -0600 Subject: [PATCH 83/89] build(deps): bump pyjwt from 2.12.0 to 2.13.0 (#181) Bumps [pyjwt](https://github.com/jpadilla/pyjwt) from 2.12.0 to 2.13.0. - [Release notes](https://github.com/jpadilla/pyjwt/releases) - [Changelog](https://github.com/jpadilla/pyjwt/blob/master/CHANGELOG.rst) - [Commits](https://github.com/jpadilla/pyjwt/compare/2.12.0...2.13.0) --- updated-dependencies: - dependency-name: pyjwt dependency-version: 2.13.0 dependency-type: indirect ... 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"idna-3.15.tar.gz", hash = "sha256:ca962446ea538f7092a95e057da437618e886f4d349216d2b1e294abfdb65fdc"}, @@ -3311,7 +3311,7 @@ version = "6.6.3" description = "multidict implementation" optional = false python-versions = ">=3.9" -groups = ["clients"] +groups = ["clients", "dev"] files = [ {file = "multidict-6.6.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:a2be5b7b35271f7fff1397204ba6708365e3d773579fe2a30625e16c4b4ce817"}, {file = "multidict-6.6.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:12f4581d2930840295c461764b9a65732ec01250b46c6b2c510d7ee68872b140"}, @@ -4552,7 +4552,7 @@ version = "0.3.2" description = "Accelerated property cache" optional = false python-versions = ">=3.9" -groups = ["clients"] +groups = ["clients", "dev"] files = [ {file = "propcache-0.3.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:22d9962a358aedbb7a2e36187ff273adeaab9743373a272976d2e348d08c7770"}, {file = "propcache-0.3.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0d0fda578d1dc3f77b6b5a5dce3b9ad69a8250a891760a548df850a5e8da87f3"}, @@ -6886,7 +6886,7 @@ version = "4.14.1" description = "Backported and Experimental Type Hints for Python 3.9+" optional = false python-versions = ">=3.9" -groups = ["main", "clients"] +groups = ["main", "clients", "dev"] files = [ {file = "typing_extensions-4.14.1-py3-none-any.whl", hash = "sha256:d1e1e3b58374dc93031d6eda2420a48ea44a36c2b4766a4fdeb3710755731d76"}, {file = "typing_extensions-4.14.1.tar.gz", hash = "sha256:38b39f4aeeab64884ce9f74c94263ef78f3c22467c8724005483154c26648d36"}, @@ -7520,7 +7520,7 @@ version = "1.20.1" description = "Yet another URL library" optional = false python-versions = ">=3.9" -groups = ["clients"] +groups = ["clients", "dev"] files = [ {file = "yarl-1.20.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:6032e6da6abd41e4acda34d75a816012717000fa6839f37124a47fcefc49bec4"}, {file = "yarl-1.20.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:2c7b34d804b8cf9b214f05015c4fee2ebe7ed05cf581e7192c06555c71f4446a"}, From b9a814e75a98e670787dac7c2ed6794b4b68dae2 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Wed, 12 Aug 2026 22:01:09 -0600 Subject: [PATCH 89/89] build(deps): bump gitpython from 3.1.50 to 3.1.58 (#195) Bumps [gitpython](https://github.com/gitpython-developers/GitPython) from 3.1.50 to 3.1.58. - [Release notes](https://github.com/gitpython-developers/GitPython/releases) - [Changelog](https://github.com/gitpython-developers/GitPython/blob/main/CHANGES) - [Commits](https://github.com/gitpython-developers/GitPython/compare/3.1.50...3.1.58) --- updated-dependencies: - dependency-name: gitpython dependency-version: 3.1.58 dependency-type: indirect ... Signed-off-by: dependabot[bot] Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> --- poetry.lock | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/poetry.lock b/poetry.lock index cead1b14..81dccb58 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1997,14 +1997,14 @@ smmap = ">=3.0.1,<6" [[package]] name = "gitpython" -version = "3.1.50" +version = "3.1.58" description = "GitPython is a Python library used to interact with Git repositories" optional = false python-versions = ">=3.7" groups = ["main"] files = [ - {file = "gitpython-3.1.50-py3-none-any.whl", hash = "sha256:d352abe2908d07355014abdd21ddf798c2a961469239afec4962e9da884858f9"}, - {file = "gitpython-3.1.50.tar.gz", hash = "sha256:80da2d12504d52e1f998772dc5baf6e553f8d2fcfe1fcc226c9d9a2ee3372dcc"}, + {file = "gitpython-3.1.58-py3-none-any.whl", hash = "sha256:d331e722577f0fd7fc1f857419b3ecc07af66282b933d2a4d95f84a042fdd50f"}, + {file = "gitpython-3.1.58.tar.gz", hash = "sha256:621416df10ef3fd0e19fabf9172ddeed0fa704d353d04f194eec56a625a95b22"}, ] [package.dependencies] @@ -2012,7 +2012,7 @@ gitdb = ">=4.0.1,<5" [package.extras] doc = ["sphinx (>=7.4.7,<8)", "sphinx-autodoc-typehints", "sphinx_rtd_theme"] -test = ["coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock ; python_version < \"3.8\"", "mypy (==1.18.2) ; python_version >= \"3.9\"", "pre-commit", "pytest (>=7.3.1)", "pytest-cov", "pytest-instafail", "pytest-mock", "pytest-sugar", "typing-extensions ; python_version < \"3.11\""] +test = ["basedpyright (==1.39.9) ; python_version >= \"3.9\" and sys_platform != \"cygwin\"", "coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock ; python_version < \"3.8\"", "mypy (==1.18.2) ; python_version >= \"3.9\"", "pre-commit", "pytest (>=7.3.1)", "pytest-cov", "pytest-instafail", "pytest-mock", "pytest-sugar", "typing-extensions ; python_version < \"3.11\""] [[package]] name = "google-auth"