deltalake_core/table/builder.rs
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606
//! Create or load DeltaTables
use std::collections::HashMap;
use std::path::PathBuf;
use std::sync::Arc;
use chrono::{DateTime, FixedOffset, Utc};
use object_store::DynObjectStore;
use serde::{Deserialize, Serialize};
use tracing::debug;
use url::Url;
use super::DeltaTable;
use crate::errors::{DeltaResult, DeltaTableError};
use crate::logstore::LogStoreRef;
use crate::storage::{factories, IORuntime, StorageOptions};
#[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,
#[error("Failed to decode SAS key: {0}\nSAS keys must be percent-encoded. They come encoded in the Azure portal and Azure Storage Explorer.")]
Decode(String),
#[error("Delta-rs must be build with feature '{feature}' to support url: {url}.")]
MissingFeature { feature: &'static str, url: String },
#[error("Failed to parse table uri")]
TableUri(#[from] url::ParseError),
}
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, Copy, Clone, PartialEq, Eq, Default)]
pub enum DeltaVersion {
/// load the newest version
#[default]
Newest,
/// specify the version to load
Version(i64),
/// specify the timestamp in UTC
Timestamp(DateTime<Utc>),
}
/// Configuration options for delta table
#[derive(Debug, Serialize, Deserialize, Clone)]
#[serde(rename_all = "camelCase")]
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,
/// Controls how many files to buffer from the commit log when updating the table.
/// This defaults to 4 * number of cpus
///
/// Setting a value greater than 1 results in concurrent calls to the storage api.
/// This can decrease latency if there are many files in the log since the
/// last checkpoint, but will also increase memory usage. Possible rate limits of the storage backend should
/// also be considered for optimal performance.
pub log_buffer_size: usize,
/// Control the number of records to read / process from the commit / checkpoint files
/// when processing record batches.
pub log_batch_size: usize,
#[serde(skip_serializing, skip_deserializing)]
/// When a runtime handler is provided, all IO tasks are spawn in that handle
pub io_runtime: Option<IORuntime>,
}
impl Default for DeltaTableConfig {
fn default() -> Self {
Self {
require_tombstones: true,
require_files: true,
log_buffer_size: num_cpus::get() * 4,
log_batch_size: 1024,
io_runtime: None,
}
}
}
impl PartialEq for DeltaTableConfig {
fn eq(&self, other: &Self) -> bool {
self.require_tombstones == other.require_tombstones
&& self.require_files == other.require_files
&& self.log_buffer_size == other.log_buffer_size
&& self.log_batch_size == other.log_batch_size
}
}
/// builder for configuring a delta table load.
#[derive(Debug)]
pub struct DeltaTableBuilder {
/// table root uri
table_uri: String,
/// backend to access storage system
storage_backend: Option<(Arc<DynObjectStore>, Url)>,
/// specify the version we are going to load: a time stamp, a version, or just the newest
/// available version
version: DeltaVersion,
storage_options: Option<HashMap<String, String>>,
#[allow(unused_variables)]
allow_http: Option<bool>,
table_config: DeltaTableConfig,
}
impl DeltaTableBuilder {
/// Creates `DeltaTableBuilder` from table uri
///
/// Can panic on an invalid URI
///
/// ```rust
/// # use deltalake_core::table::builder::*;
/// let builder = DeltaTableBuilder::from_uri("../test/tests/data/delta-0.8.0");
/// assert!(true);
/// ```
pub fn from_uri(table_uri: impl AsRef<str>) -> Self {
let url = ensure_table_uri(&table_uri).expect("The specified table_uri is not valid");
DeltaTableBuilder::from_valid_uri(url).expect("Failed to create valid builder")
}
/// Creates `DeltaTableBuilder` from verified table uri.
///
/// ```rust
/// # use deltalake_core::table::builder::*;
/// let builder = DeltaTableBuilder::from_valid_uri("memory:///");
/// assert!(builder.is_ok(), "Builder failed with {builder:?}");
/// ```
pub fn from_valid_uri(table_uri: impl AsRef<str>) -> DeltaResult<Self> {
if let Ok(url) = Url::parse(table_uri.as_ref()) {
if url.scheme() == "file" {
let path = url.to_file_path().map_err(|_| {
DeltaTableError::InvalidTableLocation(table_uri.as_ref().to_string())
})?;
ensure_file_location_exists(path)?;
}
} else {
ensure_file_location_exists(PathBuf::from(table_uri.as_ref()))?;
}
let url = ensure_table_uri(&table_uri)?;
debug!("creating table builder with {url}");
Ok(Self {
table_uri: url.into(),
storage_backend: None,
version: DeltaVersion::default(),
storage_options: None,
allow_http: None,
table_config: DeltaTableConfig::default(),
})
}
/// Sets `require_tombstones=false` to the builder
pub fn without_tombstones(mut self) -> Self {
self.table_config.require_tombstones = false;
self
}
/// Sets `require_files=false` to the builder
pub fn without_files(mut self) -> Self {
self.table_config.require_files = false;
self
}
/// Sets `version` to the builder
pub fn with_version(mut self, version: i64) -> Self {
self.version = DeltaVersion::Version(version);
self
}
/// Sets `log_buffer_size` to the builder
pub fn with_log_buffer_size(mut self, log_buffer_size: usize) -> DeltaResult<Self> {
if log_buffer_size == 0 {
return Err(DeltaTableError::Generic(String::from(
"Log buffer size should be positive",
)));
}
self.table_config.log_buffer_size = log_buffer_size;
Ok(self)
}
/// specify the timestamp given as ISO-8601/RFC-3339 timestamp
pub fn with_datestring(self, date_string: impl AsRef<str>) -> DeltaResult<Self> {
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.version = DeltaVersion::Timestamp(timestamp);
self
}
/// Set the storage backend.
///
/// If a backend is not provided then it is derived from `table_uri`.
///
/// # Arguments
///
/// * `storage` - A shared reference to an [`ObjectStore`](object_store::ObjectStore) with "/" pointing at delta table root (i.e. where `_delta_log` is located).
/// * `location` - A url corresponding to the storagle location of `storage`.
pub fn with_storage_backend(mut self, storage: Arc<DynObjectStore>, location: Url) -> Self {
self.storage_backend = Some((storage, location));
self
}
/// Set options used to initialize storage backend
///
/// Options may be passed in the HashMap or set as environment variables. See documentation of
/// underlying object store implementation for details. Trailing slash will be trimmed in
/// the option's value to avoid failures. Trimming will only be done if one or more of below
/// conditions are met:
/// - key ends with `_URL` (e.g., `ENDPOINT_URL`, `S3_URL`, `JDBC_URL`, etc.)
/// - value starts with `http://`` or `https://` (e.g., `http://localhost:8000/`)
///
/// - [Azure options](https://docs.rs/object_store/latest/object_store/azure/enum.AzureConfigKey.html#variants)
/// - [S3 options](https://docs.rs/object_store/latest/object_store/aws/enum.AmazonS3ConfigKey.html#variants)
/// - [Google options](https://docs.rs/object_store/latest/object_store/gcp/enum.GoogleConfigKey.html#variants)
pub fn with_storage_options(mut self, storage_options: HashMap<String, String>) -> Self {
self.storage_options = Some(
storage_options
.clone()
.into_iter()
.map(|(k, v)| {
let needs_trim = v.starts_with("http://")
|| v.starts_with("https://")
|| k.to_lowercase().ends_with("_url");
if needs_trim {
(k.to_owned(), v.trim_end_matches('/').to_owned())
} else {
(k, v)
}
})
.collect(),
);
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
}
/// Provide a custom runtime handle or runtime config
pub fn with_io_runtime(mut self, io_runtime: IORuntime) -> Self {
self.table_config.io_runtime = Some(io_runtime);
self
}
/// Storage options for configuring backend object store
pub fn storage_options(&self) -> StorageOptions {
let mut storage_options = self.storage_options.clone().unwrap_or_default();
if let Some(allow) = self.allow_http {
storage_options.insert(
"allow_http".into(),
if allow { "true" } else { "false" }.into(),
);
};
storage_options.into()
}
/// Build a delta storage backend for the given config
pub fn build_storage(&self) -> DeltaResult<LogStoreRef> {
debug!("build_storage() with {}", self.table_uri);
let location = Url::parse(&self.table_uri).map_err(|_| {
DeltaTableError::NotATable(format!("Could not turn {} into a URL", self.table_uri))
})?;
if let Some((store, _url)) = self.storage_backend.as_ref() {
debug!("Loading a logstore with a custom store: {store:?}");
crate::logstore::logstore_with(
store.clone(),
location,
self.storage_options(),
self.table_config.io_runtime.clone(),
)
} else {
// If there has been no backend defined just default to the normal logstore look up
debug!("Loading a logstore based off the location: {location:?}");
crate::logstore::logstore_for(
location,
self.storage_options(),
self.table_config.io_runtime.clone(),
)
}
}
/// Build the [`DeltaTable`] 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) -> DeltaResult<DeltaTable> {
Ok(DeltaTable::new(self.build_storage()?, self.table_config))
}
/// Build the [`DeltaTable`] and load its state
pub async fn load(self) -> DeltaResult<DeltaTable> {
let version = self.version;
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)
}
}
enum UriType {
LocalPath(PathBuf),
Url(Url),
}
/// Utility function to figure out whether string representation of the path
/// is either local path or some kind or URL.
///
/// Will return an error if the path is not valid.
fn resolve_uri_type(table_uri: impl AsRef<str>) -> DeltaResult<UriType> {
let table_uri = table_uri.as_ref();
let known_schemes: Vec<_> = factories()
.iter()
.map(|v| v.key().scheme().to_owned())
.collect();
if let Ok(url) = Url::parse(table_uri) {
let scheme = url.scheme().to_string();
if url.scheme() == "file" {
Ok(UriType::LocalPath(url.to_file_path().map_err(|err| {
let msg = format!("Invalid table location: {}\nError: {:?}", table_uri, err);
DeltaTableError::InvalidTableLocation(msg)
})?))
// NOTE this check is required to support absolute windows paths which may properly parse as url
} else if known_schemes.contains(&scheme) {
Ok(UriType::Url(url))
// NOTE this check is required to support absolute windows paths which may properly parse as url
// we assume here that a single character scheme is a windows drive letter
} else if scheme.len() == 1 {
Ok(UriType::LocalPath(PathBuf::from(table_uri)))
} else {
Err(DeltaTableError::InvalidTableLocation(format!(
"Unknown scheme: {}",
scheme
)))
}
} else {
Ok(UriType::LocalPath(PathBuf::from(table_uri)))
}
}
/// Attempt to create a Url from given table location.
///
/// The location could be:
/// * A valid URL, which will be parsed and returned
/// * A path to a directory, which will be created and then converted to a URL.
///
/// If it is a local path, it will be created if it doesn't exist.
///
/// Extra slashes will be removed from the end path as well.
///
/// Will return an error if the location is not valid. For example,
pub fn ensure_table_uri(table_uri: impl AsRef<str>) -> DeltaResult<Url> {
let table_uri = table_uri.as_ref();
let uri_type: UriType = resolve_uri_type(table_uri)?;
// If it is a local path, we need to create it if it does not exist.
let mut url = match uri_type {
UriType::LocalPath(path) => {
if !path.exists() {
std::fs::create_dir_all(&path).map_err(|err| {
let msg = format!(
"Could not create local directory: {}\nError: {:?}",
table_uri, err
);
DeltaTableError::InvalidTableLocation(msg)
})?;
}
let path = std::fs::canonicalize(path).map_err(|err| {
let msg = format!("Invalid table location: {}\nError: {:?}", table_uri, err);
DeltaTableError::InvalidTableLocation(msg)
})?;
Url::from_directory_path(path).map_err(|_| {
let msg = format!(
"Could not construct a URL from canonicalized path: {}.\n\
Something must be very wrong with the table path.",
table_uri
);
DeltaTableError::InvalidTableLocation(msg)
})?
}
UriType::Url(url) => url,
};
let trimmed_path = url.path().trim_end_matches('/').to_owned();
url.set_path(&trimmed_path);
Ok(url)
}
/// Validate that the given [PathBuf] does exist, otherwise return a
/// [DeltaTableError::InvalidTableLocation]
fn ensure_file_location_exists(path: PathBuf) -> DeltaResult<()> {
if !path.exists() {
let msg = format!(
"Local path \"{}\" does not exist or you don't have access!",
path.as_path().display(),
);
return Err(DeltaTableError::InvalidTableLocation(msg));
}
Ok(())
}
#[cfg(test)]
mod tests {
use super::*;
use crate::storage::DefaultObjectStoreFactory;
#[test]
fn test_ensure_table_uri() {
factories().insert(
Url::parse("s3://").unwrap(),
Arc::new(DefaultObjectStoreFactory::default()),
);
// parse an existing relative directory
let uri = ensure_table_uri(".");
assert!(uri.is_ok());
let uri = ensure_table_uri("s3://container/path");
assert!(uri.is_ok());
#[cfg(not(windows))]
{
let uri = ensure_table_uri("file:///tmp/nonexistent/some/path");
assert!(uri.is_ok());
}
let uri = ensure_table_uri("./nonexistent");
assert!(uri.is_ok());
let file_path = std::path::Path::new("./nonexistent");
std::fs::remove_dir(file_path).unwrap();
// These cases should all roundtrip to themselves
cfg_if::cfg_if! {
if #[cfg(windows)] {
let roundtrip_cases = &[
"s3://tests/data/delta-0.8.0",
"memory://",
"s3://bucket/my%20table", // Doesn't double-encode
];
} else {
let roundtrip_cases = &[
"s3://tests/data/delta-0.8.0",
"memory://",
"file:///",
"s3://bucket/my%20table", // Doesn't double-encode
];
}
}
for case in roundtrip_cases {
let uri = ensure_table_uri(case).unwrap();
assert_eq!(case, &uri.as_str());
}
// Other cases
let map_cases = &[
// extra slashes are removed
(
"s3://tests/data/delta-0.8.0//",
"s3://tests/data/delta-0.8.0",
),
("s3://bucket/my table", "s3://bucket/my%20table"),
];
for (case, expected) in map_cases {
let uri = ensure_table_uri(case).unwrap();
assert_eq!(expected, &uri.as_str());
}
}
#[test]
#[cfg(windows)]
fn test_windows_uri() {
let map_cases = &[
// extra slashes are removed
("c:/", "file:///C:"),
];
for (case, expected) in map_cases {
let uri = ensure_table_uri(case).unwrap();
assert_eq!(expected, &uri.as_str());
}
}
#[test]
fn test_ensure_table_uri_path() {
let tmp_dir = tempfile::tempdir().unwrap();
let tmp_path = std::fs::canonicalize(tmp_dir.path()).unwrap();
let paths = &[
tmp_path.join("data/delta-0.8.0"),
tmp_path.join("space in path"),
tmp_path.join("special&chars/你好/😊"),
];
for path in paths {
let expected = Url::from_directory_path(path).unwrap();
let uri = ensure_table_uri(path.as_os_str().to_str().unwrap()).unwrap();
assert_eq!(expected.as_str().trim_end_matches('/'), uri.as_str());
assert!(path.exists());
}
// Creates non-existent relative directories
let relative_path = std::path::Path::new("_tmp/test %3F");
assert!(!relative_path.exists());
ensure_table_uri(relative_path.as_os_str().to_str().unwrap()).unwrap();
assert!(relative_path.exists());
std::fs::remove_dir_all(std::path::Path::new("_tmp")).unwrap();
}
#[test]
fn test_ensure_table_uri_url() {
// Urls should round trips as-is
let expected = Url::parse("memory:///test/tests/data/delta-0.8.0").unwrap();
let url = ensure_table_uri(&expected).unwrap();
assert_eq!(expected, url);
let tmp_dir = tempfile::tempdir().unwrap();
let tmp_path = std::fs::canonicalize(tmp_dir.path()).unwrap();
let path = tmp_path.join("data/delta-0.8.0");
let expected = Url::from_directory_path(path).unwrap();
let url = ensure_table_uri(&expected).unwrap();
assert_eq!(expected.as_str().trim_end_matches('/'), url.as_str());
}
#[test]
fn test_invalid_uri() {
// Urls should round trips as-is
DeltaTableBuilder::from_valid_uri("this://is.nonsense")
.expect_err("this should be an error");
}
#[test]
fn test_writer_storage_opts_url_trim() {
let cases = [
// Trim Case 1 - Key indicating a url
("SOMETHING_URL", "something://else/", "something://else"),
// Trim Case 2 - Value https url ending with slash
(
"SOMETHING",
"http://something:port/",
"http://something:port",
),
// Trim Case 3 - Value https url ending with slash
(
"SOMETHING",
"https://something:port/",
"https://something:port",
),
// No Trim Case 4 - JDBC MySQL url with slash
(
"SOME_JDBC_PREFIX",
"jdbc:mysql://mysql.db.server:3306/",
"jdbc:mysql://mysql.db.server:3306/",
),
// No Trim Case 5 - S3A file system link
("SOME_S3_LINK", "s3a://bucket-name/", "s3a://bucket-name/"),
// No Trim Case 6 - Not a url but ending with slash
("SOME_RANDOM_STRING", "a1b2c3d4e5f#/", "a1b2c3d4e5f#/"),
// No Trim Case 7 - Some value not a url
(
"SOME_VALUE",
"/ This is some value 123 /",
"/ This is some value 123 /",
),
];
for (key, val, expected) in cases {
let table_uri = Url::parse("memory:///test/tests/data/delta-0.8.0").unwrap();
let mut storage_opts = HashMap::<String, String>::new();
storage_opts.insert(key.to_owned(), val.to_owned());
let table = DeltaTableBuilder::from_uri(table_uri).with_storage_options(storage_opts);
let found_opts = table.storage_options();
assert_eq!(expected, found_opts.0.get(key).unwrap());
}
}
}