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| gcloud projects create <your>-dl --enable-cloud-apis | |
| gcloud config set project <your>-dl | |
| gcloud services enable compute.googleapis.com | |
| gcloud iam service-accounts create gcp-terraform-dl --display-name gcp-terraform-dl | |
| gcloud projects add-iam-policy-binding <your>-dl \ | |
| --member='serviceAccount:gcp-terraform-dl@ <your>-dl.iam.gserviceaccount.com' --role='roles/owner' | |
| gcloud iam service-accounts keys create 'credentials.json' --iam-account='gcp-terraform-dl@<your>-dl.iam.gserviceaccount.com' |
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| data_stream <- sc %>% stream_read_json(s3_folder) %>% | |
| filter(event=="Added to Cart") %>% | |
| filter(properties.serviceType == 'Food') %>% | |
| sdf_select(event, | |
| cart_id = properties.CartId, | |
| recommender = properties.experimentDetails.id, | |
| variant = properties.experimentDetails.variant) %>% | |
| filter(!is.na(recommender)) %>% | |
| group_by(recommender) %>% | |
| summarize(n = n()) %>% |
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| add_to_cart_hourly <- | |
| sc %>% | |
| spark_read_json( | |
| name = "atc_tbl", | |
| path = "s3a://bucket/segment-logs/sourceId/day/*", | |
| overwrite = TRUE | |
| ) %>% | |
| filter( | |
| event == "Added to Cart", | |
| properties.serviceType == 'Food' |
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| conf <- spark_config() | |
| conf$sparklyr.defaultPackages <- c("com.databricks:spark-csv_2.10:1.5.0", | |
| "com.amazonaws:aws-java-sdk-pom:1.10.34", | |
| "org.apache.hadoop:hadoop-aws:2.7.3") | |
| conf$`sparklyr.shell.driver-memory.local` = "150G" | |
| # Connect to Spark: | |
| sc <- spark_connect(master = "local", | |
| version = "2.4.0", | |
| config = conf) |