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api_client.R
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api_client.R
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#' @include version.R
NULL
.productInfo <- tryCatch({
v <- RStudio.Version()
c("rstudio", v$long_version)
}, error = function(e) {
# TODO: check if we can use RSTUDIO_PROJ_NAME as product name
c("unknown", "0.0.0")
})
#' DatabricksClient is a constructor for class that performs any operations with
#' Databricks REST API and handle a subset of Unified Client Authentication.
#'
#' @param config_file path to Databricks CLI configuration file. Defaults to ~/.databrickscfg
#' @param profile configuration profile from ~/.databrickscfg. Defaults to DEFAULT
#' @param host URL of Databricks Workspace
#' @param token Personal Access Token
#'
#' @export
DatabricksClient <- function(profile = NULL, host = NULL, token = NULL, config_file = NULL) {
# coalesce(a, b, c) takes any number of arguments using the ... ellipsis,
# loops over them, and returns the first non-null, non-missing, non-empty
# string. If all arguments are null, missing, or empty, it returns NULL.
coalesce <- function(...) {
for (arg in list(...)) {
if (!is.null(arg) && !is.na(arg) && nzchar(arg)) {
return(arg)
}
}
return(NULL)
}
# simplified INI file parsing to read the contents of ~/.databrickscfg file.
# this implementation does not yet handle comments.
parse_ini_file <- function(file_path) {
ini_data <- list()
current_section <- ""
for (line in readLines(file_path)) {
# Remove leading/trailing whitespace
line <- trimws(line)
# Skip empty lines and comments
if (nchar(line) == 0 || substr(line, 1, 1) == "#")
next
# Check for section headers
if (substr(line, 1, 1) == "[") {
section <- trimws(substr(line, 2, nchar(line) - 1))
current_section <- section
ini_data[[section]] <- list()
next
}
# Split key-value pairs
parts <- strsplit(line, "=")[[1]]
key <- trimws(parts[1])
value <- trimws(parts[2])
# Store key-value pair in the current section
ini_data[[current_section]][[key]] <- value
}
return(ini_data)
}
# load_profile returns configuration properties of a well-known configuration
# file or sensible defaults otherwise.
load_profile <- function(config_path, profile_name) {
if (!file.exists(config_file)) {
# return empty list if no config is there
return(list())
}
# Parse ~/.databrickscfg as the INI file
parsed_file <- parse_ini_file(config_path)
profile_exists <- profile_name %in% names(parsed_file)
if (!profile_exists & profile_name == "DEFAULT") {
# return empty config in case no default profile found
return(list())
}
if (!profile_exists) {
rlang::abort(paste("Profile", profile_name, "not found in", config_path),
call = rlang::caller_env())
}
return(as.list(parsed_file[[profile_name]]))
}
config_file <- coalesce(config_file, Sys.getenv("DATABRICKS_CONFIG_FILE"), "~/.databrickscfg")
profile <- coalesce(profile, Sys.getenv("DATABRICKS_CONFIG_PROFILE"), "DEFAULT")
from_cli <- load_profile(config_file, profile)
# cfg is the current unified authentication config of direct parameters,
# environment variables, and values loaded from ~/.databrickscfg file
cfg <- new.env()
cfg$host = coalesce(host, from_cli$host, Sys.getenv("DATABRICKS_HOST"))
cfg$token = coalesce(token, from_cli$token, Sys.getenv("DATABRICKS_TOKEN"))
cfg$client_id = coalesce(from_cli$client_id, Sys.getenv("DATABRICKS_CLIENT_ID"))
cfg$client_secret = coalesce(from_cli$client_secret, Sys.getenv("DATABRICKS_CLIENT_SECRET"))
# add the missing https:// prefix to bare, ODBC-style hosts
if (!is.null(cfg$host) && !startsWith(cfg$host, "http")) {
cfg$host <- paste0("https://", cfg$host)
}
# debug_string iterates over currently resolved configuration and returns a
# single string with all config key-value pairs that are effective in the
# current state. Sensitive values are redated. Unlike Go, Python, or Java
# SDK, this SDK does not distinguish between environment-variable supplied
# configs.
debug_string <- function() {
used <- c()
sensitive <- c("token", "password", "client_secret", "google_credentials",
"azure_client_secret")
for (attr in sort(names(cfg))) {
value <- cfg[[attr]]
if (is.null(value)) {
next
}
if (attr %in% sensitive) {
value <- "***"
}
used <- c(used, paste0(attr, "=", value))
}
return(paste(used, collapse = ", "))
}
# is_azure returns true if client is configured for Azure Databricks
is_azure <- function() {
grepl(".azuredatabricks.net", cfg$host)
}
# is_gcp returns true if client is configured for GCP
is_gcp <- function() {
grepl(".gcp.databricks.com", cfg$host)
}
# is_aws returns true if client is configured for AWS
is_aws <- function() {
!is_azure() & !is_gcp()
}
credential_providers <- list(pat = function() {
if (is.null(cfg$token)) {
return(NULL)
}
return(function() {
c(Authentication = paste("Bearer", cfg$token))
})
}, `databricks-cli` = function() {
token_source <- .databricks_cli_token_source(cfg)
if (is.null(token_source)) {
return(NULL)
}
result <- try(token_source$token(), silent = TRUE)
if (inherits(result, "try-error")) {
return(NULL)
}
return(function() {
token <- token_source$token()
return(token$headers())
})
}, `azure-cli` = function() {
if (!is_azure()) {
return(NULL)
}
token_source <- .azure_cli_token_source("2ff814a6-3304-4ab8-85cb-cd0e6f879c1d")
result <- try(token_source$token(), silent = TRUE)
if (inherits(result, "try-error")) {
return(NULL)
}
return(function() {
token <- token_source$token()
return(token$headers())
})
})
# authenticate follows the semantics of Unified Client Authentication and
# returns a visitor, that constructs a list of HTTP headers with
# authentication information. This function assumes that no multi-threading
# hacks are in place.
authenticate <- function() {
if (!is.null(cfg$auth_visitor)) {
return(cfg$auth_visitor)
}
for (auth_type in names(credential_providers)) {
visitor <- credential_providers[[auth_type]]()
if (is.null(visitor)) {
# this auth is not configured
next
}
cfg$auth_type <- auth_type
cfg$auth_visitor <- visitor
return(cfg$auth_visitor)
}
rlang::abort("cannot configure default credentials", call = rlang::caller_env())
}
user_agent <- function() {
product_info <- paste0(.productInfo[1], "/", .productInfo[2])
sdk_info <- paste0("databricks-sdk-r", "/", VERSION)
r_version <- R.Version()
lang_info <- paste0("r/", r_version$major, ".", r_version$minor)
os_info <- paste0("os/", tolower(Sys.info()["sysname"]))
paste(product_info, sdk_info, lang_info, os_info)
}
# TODO: add retries as with other SDKs See: client/client.go#L269-L280 in Go
# SDK
do <- function(method, path, body = NULL, query = NULL) {
visitor <- authenticate()
headers <- visitor()
headers["Connection"] <- "close"
if (!is.null(body)) {
body <- base::Filter(length, body)
body <- jsonlite::toJSON(body, auto_unbox = TRUE, digits = 22, null = "null")
}
url <- paste0(cfg$host, path)
response <- httr::VERB(method, url, httr::add_headers(headers), httr::user_agent(user_agent()),
httr::config(verbose = FALSE, connecttimeout = 30), httr::accept_json(),
httr::write_memory(), query = base::Filter(length, query), body = body)
if (httr::http_error(response)) {
# httr::warn_for_status()
json <- httr::content(response, as = "parsed", encoding = "UTF-8")
if (!is.null(json$message)) {
# API 2.0 errors
msg <- paste(json$error_code, json$message, sep = ": ")
} else if (!is.null(json$error)) {
# API 1.2 errors
msg <- json$error
} else if (!is.null(json$detail)) {
# SCIM API erors
msg <- json$detail
} else {
msg <- paste(json, collapse = " ")
}
rlang::abort(msg, call = rlang::caller_env())
}
json_string <- httr::content(response, as = "text", encoding = "UTF-8")
jsonlite::fromJSON(json_string)
}
return(list(is_aws = is_aws, is_azure = is_azure, is_gcp = is_gcp, do = do, debug_string = debug_string))
}
.create_token <- function(access_token, token_type = NULL, expiry = NULL) {
if (is.na(expiry)) {
expiry <- Sys.time() + as.difftime(300, units = "secs")
}
state <- new.env()
state$access_token <- access_token
state$token_type <- token_type
state$expiry <- expiry
headers <- function() {
return(c(Authorization = paste(state$token_type, state$access_token)))
}
expired <- function() {
if (is.null(state$expiry)) {
return(FALSE)
}
# Azure Databricks rejects tokens that expire in 30 seconds or less, so we
# refresh the token 40 seconds before it expires.
potentially_expired <- state$expiry - as.difftime(40, units = "secs")
now <- Sys.time()
is_expired <- potentially_expired < now
return(is_expired)
}
valid <- function() {
if (is.null(state$access_token)) {
return(FALSE)
}
if (expired()) {
return(FALSE)
}
return(TRUE)
}
return(list(headers = headers, valid = valid))
}
.refreshable_token_source <- function(refresh) {
state <- new.env()
state$token <- NULL
# this is not thread-safe, but R is single-threaded
return(list(token = function() {
tok <- state$token
if (!is.null(tok)) {
is_valid <- tok$valid()
if (is_valid) {
return(tok)
}
}
state$token <- refresh()
return(state$token)
}))
}
.token_source <- function() {
return(list(token = function() {
stop("token method must be implemented", call. = FALSE)
}))
}
.cli_token_source <- function(cmd, token_type_field, access_token_field, expiry_field) {
parse_expiry <- function(expiry) {
formats <- c("%Y-%m-%dT%H:%M:%OS", "%Y-%m-%dT%H:%M:%S")
for (fmt in formats) {
tryCatch({
x <- as.POSIXct(expiry, format = fmt)
return(x)
}, error = function(e) {
# TODO: improve this
last_error <<- e
})
}
if (exists("last_error")) {
stop(last_error)
}
}
return(.refreshable_token_source(function() {
tryCatch({
# TODO: do better handling, so that we don't see a warning message, when
# Databricks OAuth is not configured for the given host on the given
# machine
out <- system2(command = cmd, stdout = TRUE, stderr = TRUE)
tryCatch({
it <- jsonlite::fromJSON(out)
expiry <- it[[expiry_field]]
expires_on <- parse_expiry(expiry)
access_token <- it[[access_token_field]]
token_type <- it[[token_type_field]]
return(.create_token(access_token, token_type, expires_on))
}, error = function(e) {
if (inherits(e, "error")) {
message <- if (length(e$message) > 0) e$message else ""
stop(paste("cannot unmarshal CLI result:", out, message))
} else if (inherits(e, "try-error")) {
stdout <- if (length(e$message) > 0) e$message else ""
stderr <- if (length(e$stderr) > 0) e$stderr else ""
message <- if (nchar(stdout) > 0) stdout else stderr
stop(paste("cannot get access token:", message))
}
})
}, error = function(e) {
stop("cannot execute CLI command:", e)
})
}))
}
.databricks_cli_token_source <- function(cfg) {
if (is.null(cfg$host)) {
return(NULL)
}
args <- c("auth", "token", "--host", cfg$host)
cli_path <- tryCatch({
# Try to find 'databricks' in PATH
(Sys.which("databricks"))
}, error = function(e) {
# If 'databricks' is not found, try to find 'databricks.exe'
if (Sys.info()["sysname"] == "Windows") {
(Sys.which("databricks.exe"))
} else {
(NULL)
}
})
if (is.null(cli_path)) {
return(NULL)
}
cmd <- c(cli_path, args)
return(.cli_token_source(cmd, "token_type", "access_token", "expiry"))
}
.azure_cli_token_source <- function(resource) {
cmd <- c("az", "account", "get-access-token", "--resource", resource, "--output",
"json")
return(.cli_token_source(cmd, "tokenType", "accessToken", "expiresOn"))
}