:role/ |
| apigateway:\* | arn:aws:apigateway:::/apis//routes//routeresponses
arn:aws:apigateway:::/apis//routes//routeresponses/
arn:aws:apigateway:::/apis//routes/
arn:aws:apigateway:::/apis//routes
arn:aws:apigateway:::/apis//integrations
arn:aws:apigateway:::/apis//stages//routesettings/
arn:aws:apigateway:::/apis/
arn:aws:apigateway:\*::/apis
|
The following inline policy can be used to grant Feast the necessary permissions:
```javascript
{
"Statement": [
{
Action = [
"lambda:CreateFunction",
"lambda:GetFunction",
"lambda:DeleteFunction",
"lambda:AddPermission",
"lambda:UpdateFunctionConfiguration",
]
Effect = "Allow"
Resource = "arn:aws:lambda:::function:feast-*"
},
{
Action = [
"ecr:CreateRepository",
"ecr:DescribeRepositories",
"ecr:DeleteRepository",
"ecr:PutImage",
"ecr:DescribeImages",
"ecr:BatchDeleteImage",
"ecr:CompleteLayerUpload",
"ecr:UploadLayerPart",
"ecr:InitiateLayerUpload",
"ecr:BatchCheckLayerAvailability",
"ecr:GetDownloadUrlForLayer",
"ecr:GetRepositoryPolicy",
"ecr:SetRepositoryPolicy",
"ecr:GetAuthorizationToken"
]
Effect = "Allow"
Resource = "*"
},
{
Action = "iam:PassRole"
Effect = "Allow"
Resource = "arn:aws:iam:::role/"
},
{
Effect = "Allow"
Action = "apigateway:*"
Resource = [
"arn:aws:apigateway:*::/apis/*/routes/*/routeresponses",
"arn:aws:apigateway:*::/apis/*/routes/*/routeresponses/*",
"arn:aws:apigateway:*::/apis/*/routes/*",
"arn:aws:apigateway:*::/apis/*/routes",
"arn:aws:apigateway:*::/apis/*/integrations",
"arn:aws:apigateway:*::/apis/*/stages/*/routesettings/*",
"arn:aws:apigateway:*::/apis/*",
"arn:aws:apigateway:*::/apis",
]
},
],
"Version": "2012-10-17"
}
```
## Example
After `feature_store.yaml` has been modified as described in the previous section, it can be deployed as follows:
```bash
$ feast apply
10/07/2021 03:57:26 PM INFO:Pulling remote image feastdev/feature-server:aws:
10/07/2021 03:57:28 PM INFO:Creating remote ECR repository feast-python-server-key_shark-0_13_1_dev23_gb3c08320:
10/07/2021 03:57:29 PM INFO:Pushing local image to remote 402087665549.dkr.ecr.us-west-2.amazonaws.com/feast-python-server-key_shark-0_13_1_dev23_gb3c08320:0_13_1_dev23_gb3c08320:
10/07/2021 03:58:44 PM INFO:Deploying feature server...
10/07/2021 03:58:45 PM INFO: Creating AWS Lambda...
10/07/2021 03:58:46 PM INFO: Creating AWS API Gateway...
Registered entity driver_id
Registered feature view driver_hourly_stats
Deploying infrastructure for driver_hourly_stats
$ feast endpoint
10/07/2021 03:59:01 PM INFO:Feature server endpoint: https://hkosgmz4m2.execute-api.us-west-2.amazonaws.com
$ feast materialize-incremental $(date +%Y-%m-%d)
Materializing 1 feature views to 2021-10-06 17:00:00-07:00 into the dynamodb online store.
driver_hourly_stats from 2020-10-08 23:01:34-07:00 to 2021-10-06 17:00:00-07:00:
100%|█████████████████████████████████████████████████████████████████| 5/5 [00:00<00:00, 16.89it/s]
```
After the feature server starts, we can execute cURL commands against it:
```bash
$ curl -X POST \
"https://hkosgmz4m2.execute-api.us-west-2.amazonaws.com/get-online-features" \
-H "Content-type: application/json" \
-H "Accept: application/json" \
-d '{
"features": [
"driver_hourly_stats:conv_rate",
"driver_hourly_stats:acc_rate",
"driver_hourly_stats:avg_daily_trips"
],
"entities": {
"driver_id": [1001, 1002, 1003]
},
"full_feature_names": true
}' | jq
% Total % Received % Xferd Average Speed Time Time Time Current
Dload Upload Total Spent Left Speed
100 1346 100 1055 100 291 3436 947 --:--:-- --:--:-- --:--:-- 4370
{
"field_values": [
{
"fields": {
"driver_id": 1001,
"driver_hourly_stats__conv_rate": 0.025330161675810814,
"driver_hourly_stats__avg_daily_trips": 785,
"driver_hourly_stats__acc_rate": 0.835975170135498
},
"statuses": {
"driver_hourly_stats__avg_daily_trips": "PRESENT",
"driver_id": "PRESENT",
"driver_hourly_stats__conv_rate": "PRESENT",
"driver_hourly_stats__acc_rate": "PRESENT"
}
},
{
"fields": {
"driver_hourly_stats__conv_rate": 0.7595187425613403,
"driver_hourly_stats__acc_rate": 0.1740121990442276,
"driver_id": 1002,
"driver_hourly_stats__avg_daily_trips": 875
},
"statuses": {
"driver_hourly_stats__acc_rate": "PRESENT",
"driver_id": "PRESENT",
"driver_hourly_stats__avg_daily_trips": "PRESENT",
"driver_hourly_stats__conv_rate": "PRESENT"
}
},
{
"fields": {
"driver_hourly_stats__acc_rate": 0.7785481214523315,
"driver_hourly_stats__conv_rate": 0.33832859992980957,
"driver_hourly_stats__avg_daily_trips": 846,
"driver_id": 1003
},
"statuses": {
"driver_id": "PRESENT",
"driver_hourly_stats__conv_rate": "PRESENT",
"driver_hourly_stats__acc_rate": "PRESENT",
"driver_hourly_stats__avg_daily_trips": "PRESENT"
}
}
]
}
```
---
# Agent Instructions: Querying This Documentation
If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.
Perform an HTTP GET request on the current page URL with the `ask` query parameter:
```
GET https://docs.feast.dev/v0.15-branch/reference/alpha-aws-lambda-feature-server.md?ask=
```
The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.
Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.