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mod.rs
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//! Create or load DeltaTables
use std::collections::HashMap;
use std::sync::Arc;
use crate::delta::{DeltaResult, DeltaTable, DeltaTableError};
use crate::schema::DeltaDataTypeVersion;
use crate::storage::file::FileStorageBackend;
use crate::storage::{DeltaObjectStore, ObjectStoreRef};
use chrono::{DateTime, FixedOffset, Utc};
use object_store::memory::InMemory;
use object_store::path::Path;
use object_store::{DynObjectStore, Error as ObjectStoreError, Result as ObjectStoreResult};
use url::Url;
#[cfg(any(feature = "s3", feature = "s3-rustls"))]
use crate::storage::s3::{S3StorageBackend, S3StorageOptions};
#[cfg(any(feature = "s3", feature = "s3-rustls"))]
use object_store::aws::AmazonS3Builder;
#[cfg(feature = "azure")]
mod azure;
#[cfg(feature = "gcs")]
mod google;
#[cfg(any(feature = "s3", feature = "s3-rustls"))]
const TRUTHY: [&str; 3] = ["TRUE", "1", "OK"];
#[allow(dead_code)]
#[derive(Debug, thiserror::Error)]
enum BuilderError {
#[error("Store {backend} requires host in storage url, got: {url}")]
MissingHost { backend: String, url: String },
#[error("Missing configuration {0}")]
Required(String),
#[error("Failed to find valid credential.")]
MissingCredential,
}
impl From<BuilderError> for DeltaTableError {
fn from(err: BuilderError) -> Self {
DeltaTableError::Generic(err.to_string())
}
}
/// possible version specifications for loading a delta table
#[derive(Debug, Clone, PartialEq, Eq)]
pub enum DeltaVersion {
/// load the newest version
Newest,
/// specify the version to load
Version(DeltaDataTypeVersion),
/// specify the timestamp in UTC
Timestamp(DateTime<Utc>),
}
impl Default for DeltaVersion {
fn default() -> Self {
DeltaVersion::Newest
}
}
/// Configuration options for delta table
#[derive(Debug)]
pub struct DeltaTableConfig {
/// Indicates whether our use case requires tracking tombstones.
/// This defaults to `true`
///
/// Read-only applications never require tombstones. Tombstones
/// are only required when writing checkpoints, so even many writers
/// may want to skip them.
pub require_tombstones: bool,
/// Indicates whether DeltaTable should track files.
/// This defaults to `true`
///
/// Some append-only applications might have no need of tracking any files.
/// Hence, DeltaTable will be loaded with significant memory reduction.
pub require_files: bool,
}
impl Default for DeltaTableConfig {
fn default() -> Self {
Self {
require_tombstones: true,
require_files: true,
}
}
}
/// Load-time delta table configuration options
#[derive(Debug)]
pub struct DeltaTableLoadOptions {
/// table root uri
pub table_uri: String,
/// backend to access storage system
pub storage_backend: Option<(Arc<DynObjectStore>, Path)>,
/// specify the version we are going to load: a time stamp, a version, or just the newest
/// available version
pub version: DeltaVersion,
/// Indicates whether our use case requires tracking tombstones.
/// This defaults to `true`
///
/// Read-only applications never require tombstones. Tombstones
/// are only required when writing checkpoints, so even many writers
/// may want to skip them.
pub require_tombstones: bool,
/// Indicates whether DeltaTable should track files.
/// This defaults to `true`
///
/// Some append-only applications might have no need of tracking any files.
/// Hence, DeltaTable will be loaded with significant memory reduction.
pub require_files: bool,
}
impl DeltaTableLoadOptions {
/// create default table load options for a table uri
pub fn new(table_uri: impl Into<String>) -> Self {
Self {
table_uri: table_uri.into(),
storage_backend: None,
require_tombstones: true,
require_files: true,
version: DeltaVersion::default(),
}
}
}
/// builder for configuring a delta table load.
#[derive(Debug)]
pub struct DeltaTableBuilder {
options: DeltaTableLoadOptions,
storage_options: Option<HashMap<String, String>>,
#[allow(unused_variables)]
allow_http: Option<bool>,
}
impl DeltaTableBuilder {
/// Creates `DeltaTableBuilder` from table uri
pub fn from_uri(table_uri: impl AsRef<str>) -> Self {
Self {
options: DeltaTableLoadOptions::new(table_uri.as_ref()),
storage_options: None,
allow_http: None,
}
}
/// Sets `require_tombstones=false` to the builder
pub fn without_tombstones(mut self) -> Self {
self.options.require_tombstones = false;
self
}
/// Sets `require_files=false` to the builder
pub fn without_files(mut self) -> Self {
self.options.require_files = false;
self
}
/// Sets `version` to the builder
pub fn with_version(mut self, version: DeltaDataTypeVersion) -> Self {
self.options.version = DeltaVersion::Version(version);
self
}
/// specify the timestamp given as ISO-8601/RFC-3339 timestamp
pub fn with_datestring(self, date_string: impl AsRef<str>) -> Result<Self, DeltaTableError> {
let datetime = DateTime::<Utc>::from(DateTime::<FixedOffset>::parse_from_rfc3339(
date_string.as_ref(),
)?);
Ok(self.with_timestamp(datetime))
}
/// specify a timestamp
pub fn with_timestamp(mut self, timestamp: DateTime<Utc>) -> Self {
self.options.version = DeltaVersion::Timestamp(timestamp);
self
}
/// Set the storage backend.
///
/// `table_root` denotes the [object_store::path::Path] within the store to the root of the delta.
/// This is required since we cannot infer the relative location of the table from the `table_uri`
/// For non-standard object store implementations.
///
/// If a backend is not provided then it is derived from `table_uri`.
pub fn with_storage_backend(mut self, storage: Arc<DynObjectStore>, table_root: &Path) -> Self {
self.options.storage_backend = Some((storage, table_root.clone()));
self
}
/// Set options used to initialize storage backend
///
/// Options may be passed in the HashMap or set as environment variables.
///
/// [s3_storage_options] describes the available options for the AWS or S3-compliant backend.
/// [dynamodb_lock::DynamoDbLockClient] describes additional options for the AWS atomic rename client.
pub fn with_storage_options(mut self, storage_options: HashMap<String, String>) -> Self {
self.storage_options = Some(storage_options);
self
}
/// Allows unsecure connections via http.
///
/// This setting is most useful for testing / development when connecting to emulated services.
pub fn with_allow_http(mut self, allow_http: bool) -> Self {
self.allow_http = Some(allow_http);
self
}
/// Build a delta storage backend for the given config
pub fn build_storage(self) -> Result<ObjectStoreRef, DeltaTableError> {
let (storage, storage_url) = match self.options.storage_backend {
// Some(storage) => storage,
None => get_storage_backend(
&self.options.table_uri,
self.storage_options,
self.allow_http,
)?,
_ => todo!(),
};
let object_store = Arc::new(DeltaObjectStore::new(storage_url, storage));
Ok(object_store)
}
/// Build the delta Table from specified options.
///
/// This will not load the log, i.e. the table is not initialized. To get an initialized
/// table use the `load` function
pub fn build(self) -> Result<DeltaTable, DeltaTableError> {
let (storage, storage_url) = match self.options.storage_backend {
// Some(storage) => storage,
None => get_storage_backend(
&self.options.table_uri,
self.storage_options,
self.allow_http,
)?,
_ => todo!(),
};
let config = DeltaTableConfig {
require_tombstones: self.options.require_tombstones,
require_files: self.options.require_files,
};
let object_store = Arc::new(DeltaObjectStore::new(storage_url, storage));
Ok(DeltaTable::new(object_store, config))
}
/// finally load the table
pub async fn load(self) -> Result<DeltaTable, DeltaTableError> {
let version = self.options.version.clone();
let mut table = self.build()?;
match version {
DeltaVersion::Newest => table.load().await?,
DeltaVersion::Version(v) => table.load_version(v).await?,
DeltaVersion::Timestamp(ts) => table.load_with_datetime(ts).await?,
}
Ok(table)
}
}
/// Well known storage services
pub enum StorageService {
/// Local filesystem storage
Local,
/// S3 compliant service
S3,
/// Azure blob service
Azure,
/// Google cloud storage
GCS,
/// In-memory table
Memory,
/// Unrecognized service
Unknown,
}
/// A parsed URL identifying a storage location
/// for more information on the supported expressions
#[derive(Debug, Clone, PartialEq, Eq)]
pub struct StorageUrl {
/// A URL that identifies a file or directory to list files from
pub(crate) url: Url,
/// The path prefix
pub(crate) prefix: Path,
}
impl StorageUrl {
/// Parse a provided string as a `StorageUrl`
///
/// # Paths without a Scheme
///
/// If no scheme is provided, or the string is an absolute filesystem path
/// as determined [`std::path::Path::is_absolute`], the string will be
/// interpreted as a path on the local filesystem using the operating
/// system's standard path delimiter, i.e. `\` on Windows, `/` on Unix.
///
/// Otherwise, the path will be resolved to an absolute path, returning
/// an error if it does not exist, and converted to a [file URI]
///
/// If you wish to specify a path that does not exist on the local
/// machine you must provide it as a fully-qualified [file URI]
/// e.g. `file:///myfile.txt`
///
/// [file URI]: https://en.wikipedia.org/wiki/File_URI_scheme
///
/// # Well-known formats
///
/// The lists below enumerates some well known uris, that are understood by the
/// parse function. We parse uris to refer to a specific storage location, which
/// is accessed using the internal storage backends.
///
/// ## Azure
///
/// URIs according to <https://github.com/fsspec/adlfs#filesystem-interface-to-azure-datalake-gen1-and-gen2-storage>:
///
/// * az://<container>/<path>
/// * adl://<container>/<path>
/// * abfs(s)://<container>/<path>
///
/// URIs according to <https://docs.microsoft.com/en-us/azure/storage/blobs/data-lake-storage-introduction-abfs-uri>:
///
/// * abfs(s)://<file_system>@<account_name>.dfs.core.windows.net/<path>
///
/// and a custom one
///
/// * azure://<container>/<path>
///
/// ## S3
/// * s3://<bucket>/<path>
/// * s3a://<bucket>/<path>
///
/// ## GCS
/// * gs://<bucket>/<path>
pub fn parse(s: impl AsRef<str>) -> ObjectStoreResult<Self> {
let s = s.as_ref();
// This is necessary to handle the case of a path starting with a drive letter
if std::path::Path::new(s).is_absolute() {
return Self::parse_path(s);
}
match Url::parse(s) {
Ok(url) => Ok(Self::new(url)),
Err(url::ParseError::RelativeUrlWithoutBase) => Self::parse_path(s),
Err(e) => Err(ObjectStoreError::Generic {
store: "DeltaObjectStore",
source: Box::new(e),
}),
}
}
/// Creates a new [`StorageUrl`] interpreting `s` as a filesystem path
fn parse_path(s: &str) -> ObjectStoreResult<Self> {
let path =
std::path::Path::new(s)
.canonicalize()
.map_err(|e| ObjectStoreError::Generic {
store: "DeltaObjectStore",
source: Box::new(e),
})?;
let url = match path.is_file() {
true => Url::from_file_path(path).unwrap(),
false => Url::from_directory_path(path).unwrap(),
};
Ok(Self::new(url))
}
/// Creates a new [`StorageUrl`] from a url
fn new(url: Url) -> Self {
let prefix = Path::parse(url.path()).expect("should be URL safe");
Self { url, prefix }
}
/// Returns the URL scheme
pub fn scheme(&self) -> &str {
self.url.scheme()
}
/// Returns the URL host
pub fn host(&self) -> Option<&str> {
self.url.host_str()
}
/// Returns the path prefix relative to location root
pub fn prefix(&self) -> Path {
self.prefix.clone()
}
/// Returns this [`StorageUrl`] as a string
pub fn as_str(&self) -> &str {
self.as_ref()
}
/// Returns the type of storage the URl refers to
pub fn service_type(&self) -> StorageService {
match self.url.scheme() {
"file" => StorageService::Local,
"az" | "abfs" | "abfss" | "adls2" | "azure" | "wasb" | "adl" => StorageService::Azure,
"s3" | "s3a" => StorageService::S3,
"gs" => StorageService::GCS,
"memory" => StorageService::Memory,
_ => StorageService::Unknown,
}
}
}
impl AsRef<str> for StorageUrl {
fn as_ref(&self) -> &str {
self.url.as_ref()
}
}
impl AsRef<Url> for StorageUrl {
fn as_ref(&self) -> &Url {
&self.url
}
}
impl std::fmt::Display for StorageUrl {
fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
self.as_str().fmt(f)
}
}
/// Create a new storage backend used in Delta table
fn get_storage_backend(
table_uri: impl AsRef<str>,
// annotation needed for some feature builds
#[allow(unused_variables)] options: Option<HashMap<String, String>>,
#[allow(unused_variables)] allow_http: Option<bool>,
) -> DeltaResult<(Arc<DynObjectStore>, StorageUrl)> {
let storage_url = StorageUrl::parse(table_uri)?;
match storage_url.service_type() {
StorageService::Local => Ok((Arc::new(FileStorageBackend::new()), storage_url)),
StorageService::Memory => Ok((Arc::new(InMemory::new()), storage_url)),
#[cfg(any(feature = "s3", feature = "s3-rustls"))]
StorageService::S3 => {
let url: &Url = storage_url.as_ref();
let bucket_name = url.host_str().ok_or(BuilderError::MissingHost {
backend: "S3".into(),
url: storage_url.to_string(),
})?;
let (mut builder, s3_options) =
get_s3_builder_from_options(options.unwrap_or_default());
builder = builder.with_bucket_name(bucket_name);
if let Some(allow) = allow_http {
builder = builder.with_allow_http(allow);
}
Ok((
Arc::new(S3StorageBackend::try_new(
Arc::new(builder.build()?),
s3_options,
)?),
storage_url,
))
}
#[cfg(feature = "azure")]
StorageService::Azure => {
let (container_name, url_account) = match storage_url.scheme() {
"az" | "adl" | "azure" => {
let container = storage_url.host().ok_or(BuilderError::MissingHost {
backend: "Azure".into(),
url: storage_url.to_string(),
})?;
(container.to_owned(), None)
}
"adls2" => {
log::warn!("Support for the 'adls2' scheme is deprecated and will be removed in a future version. Use `az://<container>/<path>` instead.");
let account = storage_url.host().ok_or(BuilderError::MissingHost {
backend: "Azure".into(),
url: storage_url.to_string(),
})?;
let container = storage_url
.prefix
.parts()
.next()
.ok_or(ObjectStoreError::NotImplemented)?
.to_owned();
(container.as_ref().to_string(), Some(account))
}
"abfs" | "abfss" => {
// abfs(s) might refer to the fsspec convention abfs://<container>/<path>
// or the convention for the hadoop driver abfs[s]://<file_system>@<account_name>.dfs.core.windows.net/<path>
let url: &Url = storage_url.as_ref();
if url.username().is_empty() {
(
url.host_str()
.ok_or(BuilderError::MissingHost {
backend: "Azure".into(),
url: storage_url.to_string(),
})?
.to_string(),
None,
)
} else {
let parts: Vec<&str> = url
.host_str()
.ok_or(BuilderError::MissingHost {
backend: "Azure".into(),
url: storage_url.to_string(),
})?
.splitn(2, '.')
.collect();
if parts.len() != 2 {
Err(ObjectStoreError::NotImplemented)
} else {
Ok((url.username().to_owned(), Some(parts[0])))
}?
}
}
_ => todo!(),
};
let mut options = options.unwrap_or_default();
if let Some(account) = url_account {
options.insert("account_name".into(), account.into());
}
let builder =
azure::AzureConfig::get_builder(&options)?.with_container_name(container_name);
Ok((Arc::new(builder.build()?), storage_url))
}
#[cfg(feature = "gcs")]
StorageService::GCS => {
let url: &Url = storage_url.as_ref();
let bucket_name = url.host_str().ok_or(BuilderError::MissingHost {
backend: "Google".into(),
url: storage_url.to_string(),
})?;
let options = options.unwrap_or_default();
let builder =
google::GoogleConfig::get_builder(&options)?.with_bucket_name(bucket_name);
Ok((Arc::new(builder.build()?), storage_url))
}
_ => todo!(),
}
}
/// Storage option keys to use when creating [crate::storage::s3::S3StorageOptions].
/// The same key should be used whether passing a key in the hashmap or setting it as an environment variable.
/// Provided keys may include configuration for the S3 backend and also the optional DynamoDb lock used for atomic rename.
pub mod s3_storage_options {
/// Custom S3 endpoint.
pub const AWS_ENDPOINT_URL: &str = "AWS_ENDPOINT_URL";
/// The AWS region.
pub const AWS_REGION: &str = "AWS_REGION";
/// The AWS_ACCESS_KEY_ID to use for S3.
pub const AWS_ACCESS_KEY_ID: &str = "AWS_ACCESS_KEY_ID";
/// The AWS_SECRET_ACCESS_ID to use for S3.
pub const AWS_SECRET_ACCESS_KEY: &str = "AWS_SECRET_ACCESS_KEY";
/// The AWS_SESSION_TOKEN to use for S3.
pub const AWS_SESSION_TOKEN: &str = "AWS_SESSION_TOKEN";
/// Locking provider to use for safe atomic rename.
/// `dynamodb` is currently the only supported locking provider.
/// If not set, safe atomic rename is not available.
pub const AWS_S3_LOCKING_PROVIDER: &str = "AWS_S3_LOCKING_PROVIDER";
/// The role to assume for S3 writes.
pub const AWS_S3_ASSUME_ROLE_ARN: &str = "AWS_S3_ASSUME_ROLE_ARN";
/// The role session name to use when a role is assumed. If not provided a random session name is generated.
pub const AWS_S3_ROLE_SESSION_NAME: &str = "AWS_S3_ROLE_SESSION_NAME";
/// The `pool_idle_timeout` option of aws http client. Has to be lower than 20 seconds, which is
/// default S3 server timeout <https://aws.amazon.com/premiumsupport/knowledge-center/s3-socket-connection-timeout-error/>.
/// However, since rusoto uses hyper as a client, its default timeout is 90 seconds
/// <https://docs.rs/hyper/0.13.2/hyper/client/struct.Builder.html#method.keep_alive_timeout>.
/// Hence, the `connection closed before message completed` could occur.
/// To avoid that, the default value of this setting is 15 seconds if it's not set otherwise.
pub const AWS_S3_POOL_IDLE_TIMEOUT_SECONDS: &str = "AWS_S3_POOL_IDLE_TIMEOUT_SECONDS";
/// The `pool_idle_timeout` for the as3_storage_optionsws sts client. See
/// the reasoning in `AWS_S3_POOL_IDLE_TIMEOUT_SECONDS`.
pub const AWS_STS_POOL_IDLE_TIMEOUT_SECONDS: &str = "AWS_STS_POOL_IDLE_TIMEOUT_SECONDS";
/// The number of retries for S3 GET requests failed with 500 Internal Server Error.
pub const AWS_S3_GET_INTERNAL_SERVER_ERROR_RETRIES: &str =
"AWS_S3_GET_INTERNAL_SERVER_ERROR_RETRIES";
/// The web identity token file to use when using a web identity provider.
/// NOTE: web identity related options are set in the environment when
/// creating an instance of [crate::storage::s3::S3StorageOptions].
/// See also <https://docs.rs/rusoto_sts/0.47.0/rusoto_sts/struct.WebIdentityProvider.html#method.from_k8s_env>.
pub const AWS_WEB_IDENTITY_TOKEN_FILE: &str = "AWS_WEB_IDENTITY_TOKEN_FILE";
/// The role name to use for web identity.
/// NOTE: web identity related options are set in the environment when
/// creating an instance of [crate::storage::s3::S3StorageOptions].
/// See also <https://docs.rs/rusoto_sts/0.47.0/rusoto_sts/struct.WebIdentityProvider.html#method.from_k8s_env>.
pub const AWS_ROLE_ARN: &str = "AWS_ROLE_ARN";
/// The role session name to use for web identity.
/// NOTE: web identity related options are set in the environment when
/// creating an instance of [crate::storage::s3::S3StorageOptions].
/// See also <https://docs.rs/rusoto_sts/0.47.0/rusoto_sts/struct.WebIdentityProvider.html#method.from_k8s_env>.
pub const AWS_ROLE_SESSION_NAME: &str = "AWS_ROLE_SESSION_NAME";
/// Allow http connections - mainly useful for integration tests
pub const AWS_STORAGE_ALLOW_HTTP: &str = "AWS_STORAGE_ALLOW_HTTP";
/// The list of option keys owned by the S3 module.
/// Option keys not contained in this list will be added to the `extra_opts`
/// field of [crate::storage::s3::S3StorageOptions].
/// `extra_opts` are passed to [dynamodb_lock::DynamoDbOptions] to configure the lock client.
pub const S3_OPTS: &[&str] = &[
AWS_ENDPOINT_URL,
AWS_REGION,
AWS_ACCESS_KEY_ID,
AWS_SECRET_ACCESS_KEY,
AWS_SESSION_TOKEN,
AWS_S3_LOCKING_PROVIDER,
AWS_S3_ASSUME_ROLE_ARN,
AWS_S3_ROLE_SESSION_NAME,
AWS_WEB_IDENTITY_TOKEN_FILE,
AWS_ROLE_ARN,
AWS_ROLE_SESSION_NAME,
AWS_S3_POOL_IDLE_TIMEOUT_SECONDS,
AWS_STS_POOL_IDLE_TIMEOUT_SECONDS,
AWS_S3_GET_INTERNAL_SERVER_ERROR_RETRIES,
];
}
/// Generate a new AmazonS3Builder instance from a map of options
#[cfg(any(feature = "s3", feature = "s3-rustls"))]
pub fn get_s3_builder_from_options(
options: HashMap<String, String>,
) -> (AmazonS3Builder, S3StorageOptions) {
let mut builder = AmazonS3Builder::new();
if let Some(val) = str_option(&options, s3_storage_options::AWS_STORAGE_ALLOW_HTTP) {
if TRUTHY.contains(&val.to_uppercase().as_str()) {
builder = builder.with_allow_http(true);
}
}
let s3_options = S3StorageOptions::from_map(options);
if let Some(endpoint) = &s3_options.endpoint_url {
builder = builder.with_endpoint(endpoint);
}
builder = builder.with_region(s3_options.region.name());
if let Some(access_key_id) = &s3_options.aws_access_key_id {
builder = builder.with_access_key_id(access_key_id);
}
if let Some(secret_access_key) = &s3_options.aws_secret_access_key {
builder = builder.with_secret_access_key(secret_access_key);
}
if let Some(session_token) = &s3_options.aws_session_token {
builder = builder.with_token(session_token);
}
// TODO AWS_WEB_IDENTITY_TOKEN_FILE and AWS_ROLE_ARN are not configurable on the builder, but picked
// up by the build function if set on the environment. If we have them in the map, should we set them in the env?
// In the default case, always instance credentials are used.
(builder, s3_options)
}
#[allow(dead_code)]
pub(crate) fn str_option(map: &HashMap<String, String>, key: &str) -> Option<String> {
map.get(key)
.map_or_else(|| std::env::var(key).ok(), |v| Some(v.to_owned()))
}