Deploying AnzoGraph on Akash | Akash Network - Your Guide to Decentralized Cloud

AnzoGraph is a high-performance graph database designed for advanced analytics and querying of connected data. It supports SPARQL and various graph-based analytics, making it ideal for use cases in data integration, knowledge graphs, and semantic reasoning. With its scalability and in-memory processing, it is tailored for large-scale enterprise data workloads. By deploying AnzoGraph on Akash, you leverage decentralized, cost-effective cloud infrastructure for hosting.

Why Deploy on Akash?

Cost Efficiency: Pay-as-you-go decentralized compute power.
Scalability: Scale resources easily as your graph data and queries grow.
Decentralization: Avoid vendor lock-in with a blockchain-based cloud platform.

Steps to Deploy AnzoGraph on Akash

1. Prerequisites

Akash Wallet: Ensure you have an Akash wallet with sufficient $AKT tokens for deployment.
Akash CLI: Install and configure the Akash CLI for interacting with the network.
SDL Template: Prepare a manifest file to define your deployment requirements.
Docker Image: Use the official Docker image cambridgesemantics/anzograph.

2. Create the SDL Manifest File

The SDL file describes the deployment configuration for Akash. Below is an example:

---
version: "2.0"

services:
  anzograph:
    image: cambridgesemantics/anzograph:latest
    expose:
      - port: 8080
        as: 80
        to:
          - global: true
      - port: 9000
        as: 9000
        to:
          - global: true
    env:
      - ANZOGRAPH_LICENSE_ACCEPTED=true  # Required to accept the AnzoGraph license
    resources:
      cpu:
        units: 1.0
      memory:
        size: 2Gi
      storage:
        size: 10Gi

profiles:
  compute:
    anzograph-profile:
      resources:
        cpu:
          units: 1.0
        memory:
          size: 2Gi
        storage:
          size: 10Gi

  placement:
    default:
      attributes:
        host: akash
      signedBy:
        anyOf:
          - akash
      pricing:
        anzograph-profile:
          denom: uakt
          amount: 100

deployment:
  anzograph-deployment:
    profiles:
      compute: anzograph-profile
      placement: default
    services:
      - anzograph

3. Steps to Deploy

Create your Certificate

Akash requires an account to have a valid certificate associated with it to start participating in the deployment process. In this section of the guide, we will create a certificate locally, and then proceed to store this certificate on the Akash blockchain. To do this, ensure you have followed all the steps outlined in this guide up to this point. Additionally, these transactions must be executed from an Akash account in possession of some $AKT tokens.

Once an account has a certificate associated with it, it can begin deploying services on the Akash blockchain. A certificate needs to be created only once per account. After creation, it can be used across any number of deployments for as long as it remains valid.

provider-services tx cert generate client -from $AKASH_KEY_NAME

Publish Cert to the Blockchain

provider-services tx cert publish client -from $AKASH_KEY_NAME

Create your Deployment
CPU Support

Only x86_64 processors are officially supported for Akash deployments. This may change in the future and when ARM processors are supported it will be announced and documented.

Akash Deployment

NOTE - if your current terminal session has been used to create prior deployments, issue the command unset AKASH_DSEQ to prevent receipt of error message Deployment Exists

To deploy on Akash, run:

provider-services tx deployment create deploy.yaml -from $AKASH_KEY_NAME

You should see a response similar to:

{
  "height":"140325",
  "txhash":"2AF4A01B9C3DE12CC4094A95E9D0474875DFE24FD088BB443238AC06E36D98EA",
  "codespace":"",
  "code":0,
  "data":"0A130A116372656174652D6465706C6F796D656E74",
  "raw_log":"[{\"events\":[{\"type\":\"akash.v1\",\"attributes\":[{\"key\":\"module\",\"value\":\"deployment\"},{\"key\":\"action\",\"value\":\"deployment-created\"},{\"key\":\"version\",\"value\":\"2b86f778de8cc9df415490efa162c58e7a0c297fbac9cdb8d6c6600eda56f17e\"},{\"key\":\"owner\",\"value\":\"akash1vn06ycjjnvsvl639fet9lajjctuturrtx7fvuj\"},{\"key\":\"dseq\",\"value\":\"140324\"},{\"key\":\"module\",\"value\":\"market\"},{\"key\":\"action\",\"value\":\"order-created\"},{\"key\":\"owner\",\"value\":\"akash1vn06ycjjnvsvl639fet9lajjctuturrtx7fvuj\"},{\"key\":\"dseq\",\"value\":\"140324\"},{\"key\":\"gseq\",\"value\":\"1\"},{\"key\":\"oseq\",\"value\":\"1\"}]},{\"type\":\"message\",\"attributes\":[{\"key\":\"action\",\"value\":\"create-deployment\"},{\"key\":\"sender\",\"value\":\"akash1vn06ycjjnvsvl639fet9lajjctuturrtx7fvuj\"},{\"key\":\"sender\",\"value\":\"akash1vn06ycjjnvsvl639fet9lajjctuturrtx7fvuj\"}]},{\"type\":\"transfer\",\"attributes\":[{\"key\":\"recipient\",\"value\":\"akash17xpfvakm2amg962yls6f84z3kell8c5lazw8j8\"},{\"key\":\"sender\",\"value\":\"akash1vn06ycjjnvsvl639fet9lajjctuturrtx7fvuj\"},{\"key\":\"amount\",\"value\":\"5000uakt\"},{\"key\":\"recipient\",\"value\":\"akash14pphss726thpwws3yc458hggufynm9x77l4l2u\"},{\"key\":\"sender\",\"value\":\"akash1vn06ycjjnvsvl639fet9lajjctuturrtx7fvuj\"},{\"key\":\"amount\",\"value\":\"5000000uakt\"}]}]}]",
  "logs":[
    {
      "msg_index":0,
      "log":"",
      "events":[
        {
          "type":"akash.v1",
          "attributes":[
            {
              "key":"module",
              "value":"deployment"
            },
            {
              "key":"action",
              "value":"deployment-created"
            },
            {
              "key":"version",
              "value":"2b86f778de8cc9df415490efa162c58e7a0c297fbac9cdb8d6c6600eda56f17e"
            },
            {
              "key":"owner",
              "value":"akash1vn06ycjjnvsvl639fet9lajjctuturrtx7fvuj"
            },
            {
              "key":"dseq",
              "value":"140324"
            },
            {
              "key":"module",
              "value":"market"
            },
            {
              "key":"action",
              "value":"order-created"
            },
            {
              "key":"owner",
              "value":"akash1vn06ycjjnvsvl639fet9lajjctuturrtx7fvuj"
            },
            {
              "key":"dseq",
              "value":"140324"
            },
            {
              "key":"gseq",
              "value":"1"
            },
            {
              "key":"oseq",
              "value":"1"
            }
          ]
        },
        {
          "type":"message",
          "attributes":[
            {
              "key":"action",
              "value":"create-deployment"
            },
            {
              "key":"sender",
              "value":"akash1vn06ycjjnvsvl639fet9lajjctuturrtx7fvuj"
            },
            {
              "key":"sender",
              "value":"akash1vn06ycjjnvsvl639fet9lajjctuturrtx7fvuj"
            }
          ]
        },
        {
          "type":"transfer",
          "attributes":[
            {
              "key":"recipient",
              "value":"akash17xpfvakm2amg962yls6f84z3kell8c5lazw8j8"
            },
            {
              "key":"sender",
              "value":"akash1vn06ycjjnvsvl639fet9lajjctuturrtx7fvuj"
            },
            {
              "key":"amount",
              "value":"5000uakt"
            },
            {
              "key":"recipient",
              "value":"akash14pphss726thpwws3yc458hggufynm9x77l4l2u"
            },
            {
              "key":"sender",
              "value":"akash1vn06ycjjnvsvl639fet9lajjctuturrtx7fvuj"
            },
            {
              "key":"amount",
              "value":"5000000uakt"
            }
          ]
        }
      ]
    }
  ],
  "info":"",
  "gas_wanted":"100000",
  "gas_used":"94653",
  "tx":null,
  "timestamp":""
}

Find your Deployment -

Find the Deployment Sequence (DSEQ) in the deployment you just created. You will need to replace the AKASH_DSEQ with the number from your deployment to configure a shell variable.

export AKASH_DSEQ=CHANGETHIS

Now set the Order Sequence (OSEQ) and Group Sequence (GSEQ). Note that if this is your first time deploying on Akash, OSEQ and GSEQ will be 1.

AKASH_OSEQ=1
AKASH_GSEQ=1

Verify we have the right values populated by running:

echo $AKASH_DSEQ $AKASH_OSEQ $AKASH_GSEQ

View your Bids

After a short time, you should see bids from providers for this deployment with the following command:

provider-services query market bid list -owner=$AKASH_ACCOUNT_ADDRESS -node $AKASH_NODE -dseq $AKASH_DSEQ -state=open

Choose a Provider

Note that there are bids from multiple different providers. In this case, both providers happen to be willing to accept a price of 1 uAKT. This means that the lease can be created using 1 uAKT or 0.000001 AKT per block to execute the container. You should see a response similar to:

bids:
- bid:
    bid_id:
      dseq: "140324"
      gseq: 1
      oseq: 1
      owner: akash1vn06ycjjnvsvl639fet9lajjctuturrtx7fvuj
      provider: akash10cl5rm0cqnpj45knzakpa4cnvn5amzwp4lhcal
    created_at: "140326"
    price:
      amount: "1"
      denom: uakt
    state: open
  escrow_account:
    balance:
      amount: "50000000"
      denom: uakt
    id:
      scope: bid
      xid: akash1vn06ycjjnvsvl639fet9lajjctuturrtx7fvuj/140324/1/1/akash10cl5rm0cqnpj45knzakpa4cnvn5amzwp4lhcal
    owner: akash10cl5rm0cqnpj45knzakpa4cnvn5amzwp4lhcal
    settled_at: "140326"
    state: open
    transferred:
      amount: "0"
      denom: uakt
- bid:
    bid_id:
      dseq: "140324"
      gseq: 1
      oseq: 1
      owner: akash1vn06ycjjnvsvl639fet9lajjctuturrtx7fvuj
      provider: akash1f6gmtjpx4r8qda9nxjwq26fp5mcjyqmaq5m6j7
    created_at: "140326"
    price:
      amount: "1"
      denom: uakt
    state: open
  escrow_account:
    balance:
      amount: "50000000"
      denom: uakt
    id:
      scope: bid
      xid: akash1vn06ycjjnvsvl639fet9lajjctuturrtx7fvuj/140324/1/1/akash1f6gmtjpx4r8qda9nxjwq26fp5mcjyqmaq5m6j7
    owner: akash1f6gmtjpx4r8qda9nxjwq26fp5mcjyqmaq5m6j7
    settled_at: "140326"
    state: open
    transferred:
      amount: "0"
      denom: uakt

For this example, we will choose akash10cl5rm0cqnpj45knzakpa4cnvn5amzwp4lhcal Run this command to set the provider shell variable:

AKASH_PROVIDER=akash10cl5rm0cqnpj45knzakpa4cnvn5amzwp4lhcal

Verify we have the right value populated by running:

echo $AKASH_PROVIDER

Create a Lease

Create a lease for the bid from the chosen provider above by running this command:

provider-services tx market lease create -dseq $AKASH_DSEQ -provider $AKASH_PROVIDER -from $AKASH_KEY_NAME

Confirm the Lease

You can check the status of your lease by running:

provider-services query market lease list -owner $AKASH_ACCOUNT_ADDRESS -node $AKASH_NODE -dseq $AKASH_DSEQ

Note the bids will close automatically after 5 minutes, and you may get the response:

bid not open

If this happens, close your deployment and open a new deployment again. To close your deployment run this command:

provider-services tx deployment close -dseq $AKASH_DSEQ  -owner $AKASH_ACCOUNT_ADDRESS -from $AKASH_KEY_NAME

If your lease was successful you should see a response that ends with:

    state: active

{/* {% hint style=“info” %} /} Please note that once the lease is created, the provider will begin debiting your deployment’s escrow account, even if you have not completed the deployment process by uploading the manifest in the following step. {/ {% endhint %} */}

Send the Manifest

Upload the manifest using the values from above step:

provider-services send-manifest deploy.yaml -dseq $AKASH_DSEQ -provider $AKASH_PROVIDER -from $AKASH_KEY_NAME

Confirm the URL

Now that the manifest is uploaded, your image is deployed. You can retrieve the access details by running the below:

provider-services lease-status -dseq $AKASH_DSEQ -from $AKASH_KEY_NAME -provider $AKASH_PROVIDER

You should see a response similar to:

{
  "services": {
    "web": {
      "name": "web",
      "available": 1,
      "total": 1,
      "uris": [
        "rga3h05jetf9h3p6dbk62m19ck.ingress.ewr1p0.mainnet.akashian.io"
      ],
      "observed_generation": 1,
      "replicas": 1,
      "updated_replicas": 1,
      "ready_replicas": 1,
      "available_replicas": 1
    }
  },
  "forwarded_ports": {}
}

You can access the application by visiting the hostnames mapped to your deployment. Look for a URL/URI and copy it to your web browser.

View your logs

You can view your application logs to debug issues or watch progress like so:

provider-services lease-logs \
  -dseq "$AKASH_DSEQ" \
  -provider "$AKASH_PROVIDER" \
  -from "$AKASH_KEY_NAME"

Update the Deployment
Update the Manifest

Update the deploy.yaml manifest file with the desired change.

NOTE:** Not all attributes of the manifest file are eligible for deployment update. If the hardware specs of the manifest are updated (I.e. CPU count), a re-deployment of the workload is necessary. Other attributes, such as deployment image and funding, are eligible for updates.

Issue Transaction for On Chain Update

provider-services tx deployment update deploy.yaml -dseq $AKASH_DSEQ -from $AKASH_KEY_NAME

Send Updated Manifest to Provider

provider-services send-manifest deploy.yaml -dseq $AKASH_DSEQ -provider $AKASH_PROVIDER -from $AKASH_KEY_NAME

### Access AnzoGraph:
Once the deployment is successful, you will be provided with the service endpoint. Access AnzoGraph's admin interface or SPARQL endpoint via the exposed ports (default `80` and `9000`).

---

## **Post-Deployment Configuration**
1. **Verify Installation**:
- Open your browser and navigate to `http://<service-endpoint>`.
- Confirm the AnzoGraph interface is accessible.

2. **Load Data**:
- Use the SPARQL endpoint to load your graph datasets.
- Example:
  ```sparql
  LOAD <http://example.com/my-dataset.ttl>
  ```

3. **Run Queries**:
- Start running SPARQL queries to analyze your graph data.

4. **Monitor Resources**:
- Regularly check resource usage (CPU, memory) through Akash or AnzoGraph's interface.

---

## **Tips for Optimal Performance**
- **Scale Resources**: Adjust the `cpu`, `memory`, and `storage` in the SDL manifest based on your workload.
- **Persistent Storage**: Use external storage solutions if you need persistent data across deployments.
- **Networking**: Secure access by setting up specific firewalls or access rules.

By deploying AnzoGraph on Akash, you combine the power of advanced graph analytics with a decentralized, cost-effective infrastructure.