perspective_client/table.rs
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7// ┃ Copyright (c) 2017, the Perspective Authors. ┃
8// ┃ ╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌╌ ┃
9// ┃ This file is part of the Perspective library, distributed under the terms ┃
10// ┃ of the [Apache License 2.0](https://www.apache.org/licenses/LICENSE-2.0). ┃
11// ┗━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┛
12
13use std::collections::HashMap;
14use std::fmt::Display;
15
16use serde::{Deserialize, Serialize};
17use ts_rs::TS;
18
19use crate::assert_table_api;
20use crate::client::{Client, Features};
21use crate::config::{Expressions, ViewConfigUpdate};
22use crate::proto::make_table_req::MakeTableOptions;
23use crate::proto::make_table_req::make_table_options::MakeTableType;
24use crate::proto::request::ClientReq;
25use crate::proto::response::ClientResp;
26use crate::proto::*;
27use crate::table_data::UpdateData;
28use crate::utils::*;
29use crate::view::{View, ViewSource};
30
31pub type Schema = HashMap<String, ColumnType>;
32
33/// The format to interpret data preovided to [`Client::table`].
34///
35/// When serialized, these values are `"csv"`, `"json"`, `"columns"`, `"arrow"`
36/// and `"ndjson"`.
37#[derive(Clone, Copy, Debug, Serialize, Deserialize, TS)]
38pub enum TableReadFormat {
39 #[serde(rename = "csv")]
40 Csv,
41
42 #[serde(rename = "json")]
43 JsonString,
44
45 #[serde(rename = "columns")]
46 ColumnsString,
47
48 #[serde(rename = "arrow")]
49 Arrow,
50
51 #[serde(rename = "ndjson")]
52 Ndjson,
53}
54
55impl TableReadFormat {
56 pub fn parse(value: Option<String>) -> Result<Option<Self>, String> {
57 Ok(match value.as_deref() {
58 Some("csv") => Some(TableReadFormat::Csv),
59 Some("json") => Some(TableReadFormat::JsonString),
60 Some("columns") => Some(TableReadFormat::ColumnsString),
61 Some("arrow") => Some(TableReadFormat::Arrow),
62 Some("ndjson") => Some(TableReadFormat::Ndjson),
63 None => None,
64 Some(x) => return Err(format!("Unknown format \"{x}\"")),
65 })
66 }
67}
68
69/// Options which impact the behavior of [`Client::table`], as well as
70/// subsequent calls to [`Table::update`].
71#[derive(Clone, Debug, Default, Serialize, Deserialize, TS)]
72pub struct TableInitOptions {
73 #[serde(default)]
74 #[ts(optional)]
75 pub name: Option<String>,
76
77 #[serde(default)]
78 #[ts(optional)]
79 pub format: Option<TableReadFormat>,
80
81 /// This [`Table`] should use the column named by the `index` parameter as
82 /// the `index`, which causes [`Table::update`] and [`Client::table`] input
83 /// to either insert or update existing rows based on `index` column
84 /// value equality.
85 #[serde(default)]
86 #[ts(optional)]
87 pub index: Option<String>,
88
89 /// This [`Table`] should be limited to `limit` rows, after which the
90 /// _earliest_ rows will be overwritten (where _earliest_ is defined as
91 /// relative to insertion order).
92 #[serde(default)]
93 #[ts(optional)]
94 pub limit: Option<u32>,
95
96 /// Back this [`Table`]'s canonical data with the on-disk storage backend
97 /// instead of memory. On native targets this is a memory-mapped file; on
98 /// WASM it is OPFS (Worker only). Defaults to in-memory.
99 #[serde(default)]
100 #[ts(optional)]
101 pub page_to_disk: Option<bool>,
102
103 /// How Arrow `LIST` and JSON `Array` columns are ingested. `zip` (the
104 /// default) and `cartesian` expand a row into one row per list element,
105 /// and are incompatible with `index`, as the rows of an expansion
106 /// repeat their index. `stringify` encodes each list as a JSON array in
107 /// a single string column instead.
108 #[serde(default)]
109 #[ts(optional)]
110 pub list_flatten: Option<crate::proto::ListFlatten>,
111}
112
113impl TableInitOptions {
114 pub fn set_name<D: Display>(&mut self, name: D) {
115 self.name = Some(format!("{name}"))
116 }
117}
118
119impl TryFrom<TableOptions> for MakeTableOptions {
120 type Error = ClientError;
121
122 fn try_from(value: TableOptions) -> Result<Self, Self::Error> {
123 let page_to_disk = value.page_to_disk;
124 let list_flatten = value.list_flatten.map(|x| x as i32);
125 Ok(MakeTableOptions {
126 page_to_disk,
127 list_flatten,
128 make_table_type: match value {
129 TableOptions {
130 index: Some(_),
131 limit: Some(_),
132 ..
133 } => Err(ClientError::BadTableOptions)?,
134 TableOptions {
135 index: Some(index), ..
136 } => Some(MakeTableType::MakeIndexTable(index)),
137 TableOptions {
138 limit: Some(limit), ..
139 } => Some(MakeTableType::MakeLimitTable(limit)),
140 _ => None,
141 },
142 })
143 }
144}
145
146#[derive(Clone, Debug)]
147pub(crate) struct TableOptions {
148 pub index: Option<String>,
149 pub limit: Option<u32>,
150 pub page_to_disk: Option<bool>,
151 pub list_flatten: Option<crate::proto::ListFlatten>,
152}
153
154/// The source [`View`] of a replica [`Table`] built by [`Client::table`],
155/// with the subscription tokens to release when the replica is deleted.
156#[derive(Clone)]
157pub(crate) struct ViewBinding {
158 pub view: View,
159 pub update_token: u32,
160 pub remove_token: Option<u32>,
161}
162
163impl From<TableInitOptions> for TableOptions {
164 fn from(value: TableInitOptions) -> Self {
165 TableOptions {
166 index: value.index,
167 limit: value.limit,
168 page_to_disk: value.page_to_disk,
169 list_flatten: value.list_flatten,
170 }
171 }
172}
173
174/// Options for [`Client::join`].
175#[derive(Clone, Debug, Default, Serialize, Deserialize, TS)]
176pub struct JoinOptions {
177 #[serde(default)]
178 #[ts(optional)]
179 pub join_type: Option<crate::proto::JoinType>,
180
181 #[serde(default)]
182 #[ts(optional)]
183 pub name: Option<String>,
184
185 #[serde(default)]
186 #[ts(optional)]
187 pub right_on: Option<String>,
188}
189
190/// Options for [`Table::delete`].
191#[derive(Clone, Debug, Default, Deserialize, TS)]
192pub struct DeleteOptions {
193 pub lazy: bool,
194}
195
196/// Options for [`Table::update`].
197#[derive(Clone, Debug, Default, Deserialize, Serialize, TS)]
198pub struct UpdateOptions {
199 pub port_id: Option<u32>,
200 pub format: Option<TableReadFormat>,
201}
202
203/// Result of a call to [`Table::validate_expressions`], containing a schema
204/// for valid expressions and error messages for invalid ones.
205#[derive(Clone, Debug, PartialEq, Serialize, Deserialize)]
206pub struct ExprValidationResult {
207 pub expression_schema: Schema,
208 pub errors: HashMap<String, table_validate_expr_resp::ExprValidationError>,
209 pub expression_alias: HashMap<String, String>,
210}
211
212/// [`Table`] is Perspective's columnar data frame, analogous to a Pandas/Polars
213/// `DataFrame` or Apache Arrow, supporting append & in-place updates, removal
214/// by index, and update notifications.
215///
216/// A [`Table`] contains columns, each of which have a unique name, are strongly
217/// and consistently typed, and contains rows of data conforming to the column's
218/// type. Each column in a [`Table`] must have the same number of rows, though
219/// not every row must contain data; null-values are used to indicate missing
220/// values in the dataset. The schema of a [`Table`] is _immutable after
221/// creation_, which means the column names and data types cannot be changed
222/// after the [`Table`] has been created. Columns cannot be added or deleted
223/// after creation either, but a [`View`] can be used to select an arbitrary set
224/// of columns from the [`Table`].
225#[derive(Clone)]
226pub struct Table {
227 name: String,
228 client: Client,
229 options: TableOptions,
230 pub(crate) view_binding: Option<ViewBinding>,
231}
232
233assert_table_api!(Table);
234
235impl PartialEq for Table {
236 fn eq(&self, other: &Self) -> bool {
237 self.name == other.name && self.client == other.client
238 }
239}
240
241impl Table {
242 pub(crate) fn new(name: String, client: Client, options: TableOptions) -> Self {
243 Table {
244 name,
245 client,
246 options,
247 view_binding: None,
248 }
249 }
250
251 fn client_message(&self, req: ClientReq) -> Request {
252 Request {
253 msg_id: self.client.gen_id(),
254 entity_id: self.name.clone(),
255 client_req: Some(req),
256 }
257 }
258
259 /// Get a copy of the [`Client`] this [`Table`] came from.
260 pub fn get_client(&self) -> Client {
261 self.client.clone()
262 }
263
264 /// Get a metadata dictionary of the `perspective_server::Server`'s
265 /// features, which is (currently) implementation specific, but there is
266 /// only one implementation.
267 pub async fn get_features(&self) -> ClientResult<Features> {
268 self.client.get_features().await
269 }
270
271 /// Returns the name of the index column for the table.
272 ///
273 /// # Examples
274 ///
275 /// ```no_run
276 /// # use perspective_client::{Client, TableData, TableInitOptions, UpdateData};
277 /// # async fn run() -> Result<(), Box<dyn std::error::Error>> {
278 /// # let client: Client = todo!();
279 /// let options = TableInitOptions {
280 /// index: Some("x".to_string()),
281 /// ..TableInitOptions::default()
282 /// };
283 /// let data = TableData::Update(UpdateData::Csv("x,y\n1,2\n3,4".into()));
284 /// let table = client.table(data, options).await?;
285 /// let index = table.get_index();
286 /// # Ok(()) }
287 /// ```
288 pub fn get_index(&self) -> Option<String> {
289 self.options.index.as_ref().map(|index| index.to_owned())
290 }
291
292 /// Returns the user-specified row limit for this table.
293 pub fn get_limit(&self) -> Option<u32> {
294 self.options.limit.as_ref().map(|limit| *limit)
295 }
296
297 /// Returns the user-specified name for this table, or the auto-generated
298 /// name if a name was not specified when the table was created.
299 pub fn get_name(&self) -> &str {
300 self.name.as_str()
301 }
302
303 /// Removes all the rows in the [`Table`], but preserves everything else
304 /// including the schema, index, and any callbacks or registered
305 /// [`View`] instances.
306 ///
307 /// Calling [`Table::clear`], like [`Table::update`] and [`Table::remove`],
308 /// will trigger an update event to any registered listeners via
309 /// [`View::on_update`].
310 pub async fn clear(&self) -> ClientResult<()> {
311 self.replace(UpdateData::JsonRows("[]".to_owned())).await
312 }
313
314 /// Delete this [`Table`] and cleans up associated resources.
315 ///
316 /// [`Table`]s do not stop consuming resources or processing updates when
317 /// they are garbage collected in their host language - you must call
318 /// this method to reclaim these.
319 ///
320 /// # Arguments
321 ///
322 /// - `options` An options dictionary.
323 /// - `lazy` Whether to delete this [`Table`] _lazily_. When false (the
324 /// default), the delete will occur immediately, assuming it has no
325 /// [`View`] instances registered to it (which must be deleted first,
326 /// otherwise this method will throw an error). When true, the
327 /// [`Table`] will only be marked for deltion once its [`View`]
328 /// dependency count reaches 0.
329 ///
330 /// # Examples
331 ///
332 /// ```no_run
333 /// # use perspective_client::{Client, DeleteOptions, TableData, TableInitOptions, UpdateData};
334 /// # async fn run() -> Result<(), Box<dyn std::error::Error>> {
335 /// # let client: Client = todo!();
336 /// let opts = TableInitOptions::default();
337 /// let data = TableData::Update(UpdateData::Csv("x,y\n1,2\n3,4".into()));
338 /// let table = client.table(data, opts).await?;
339 ///
340 /// // ...
341 ///
342 /// table.delete(DeleteOptions::default()).await?;
343 /// # Ok(()) }
344 /// ```
345 pub async fn delete(&self, options: DeleteOptions) -> ClientResult<()> {
346 if let Some(binding) = &self.view_binding {
347 binding.view.remove_update(binding.update_token).await?;
348 if let Some(token) = binding.remove_token {
349 binding.view.remove_remove(token).await?;
350 }
351 }
352
353 let msg = self.client_message(ClientReq::TableDeleteReq(TableDeleteReq {
354 is_immediate: !options.lazy,
355 }));
356
357 match self.client.oneshot(&msg).await? {
358 ClientResp::TableDeleteResp(_) => Ok(()),
359 resp => Err(resp.into()),
360 }
361 }
362
363 /// Returns the column names of this [`Table`] in "natural" order (the
364 /// ordering implied by the input format).
365 ///
366 /// # Examples
367 ///
368 /// ```no_run
369 /// # use perspective_client::Table;
370 /// # async fn run() -> Result<(), Box<dyn std::error::Error>> {
371 /// # let table: Table = todo!();
372 /// let columns = table.columns().await?;
373 /// # Ok(()) }
374 /// ```
375 pub async fn columns(&self) -> ClientResult<Vec<String>> {
376 let msg = self.client_message(ClientReq::TableSchemaReq(TableSchemaReq {}));
377 match self.client.oneshot(&msg).await? {
378 ClientResp::TableSchemaResp(TableSchemaResp { schema }) => Ok(schema
379 .map(|x| x.schema.into_iter().map(|x| x.name.to_owned()).collect())
380 .unwrap()),
381 resp => Err(resp.into()),
382 }
383 }
384
385 /// Returns the number of rows in a [`Table`].
386 pub async fn size(&self) -> ClientResult<usize> {
387 let msg = self.client_message(ClientReq::TableSizeReq(TableSizeReq {}));
388 match self.client.oneshot(&msg).await? {
389 ClientResp::TableSizeResp(TableSizeResp { size }) => Ok(size as usize),
390 resp => Err(resp.into()),
391 }
392 }
393
394 /// Returns a table's [`Schema`], a mapping of column names to column types.
395 ///
396 /// The mapping of a [`Table`]'s column names to data types is referred to
397 /// as a [`Schema`]. Each column has a unique name and a data type, one
398 /// of:
399 ///
400 /// - `"boolean"` - A boolean type
401 /// - `"date"` - A timesonze-agnostic date type (month/day/year)
402 /// - `"datetime"` - A millisecond-precision datetime type in the UTC
403 /// timezone
404 /// - `"float"` - A 64 bit float
405 /// - `"integer"` - A signed 32 bit integer (the integer type supported by
406 /// JavaScript)
407 /// - `"string"` - A [`String`] data type (encoded internally as a
408 /// _dictionary_)
409 ///
410 /// Note that all [`Table`] columns are _nullable_, regardless of the data
411 /// type.
412 pub async fn schema(&self) -> ClientResult<Schema> {
413 let msg = self.client_message(ClientReq::TableSchemaReq(TableSchemaReq {}));
414 match self.client.oneshot(&msg).await? {
415 ClientResp::TableSchemaResp(TableSchemaResp { schema }) => Ok(schema
416 .map(|x| {
417 x.schema
418 .into_iter()
419 .map(|x| (x.name, ColumnType::try_from(x.r#type).unwrap()))
420 .collect()
421 })
422 .unwrap()),
423 resp => Err(resp.into()),
424 }
425 }
426
427 /// Create a unique channel ID on this [`Table`], which allows
428 /// `View::on_update` callback calls to be associated with the
429 /// `Table::update` which caused them.
430 pub async fn make_port(&self) -> ClientResult<i32> {
431 let msg = self.client_message(ClientReq::TableMakePortReq(TableMakePortReq {}));
432 match self.client.oneshot(&msg).await? {
433 ClientResp::TableMakePortResp(TableMakePortResp { port_id }) => Ok(port_id as i32),
434 _ => Err(ClientError::Unknown("make_port".to_string())),
435 }
436 }
437
438 /// Register a callback which is called exactly once, when this [`Table`] is
439 /// deleted with the [`Table::delete`] method.
440 ///
441 /// [`Table::on_delete`] resolves when the subscription message is sent, not
442 /// when the _delete_ event occurs.
443 pub async fn on_delete(
444 &self,
445 on_delete: Box<dyn Fn() + Send + Sync + 'static>,
446 ) -> ClientResult<u32> {
447 let callback = move |resp: Response| match resp.client_resp {
448 Some(ClientResp::TableOnDeleteResp(_)) => {
449 on_delete();
450 Ok(())
451 },
452 resp => Err(resp.into()),
453 };
454
455 let msg = self.client_message(ClientReq::TableOnDeleteReq(TableOnDeleteReq {}));
456 self.client.subscribe_once(&msg, Box::new(callback)).await?;
457 Ok(msg.msg_id)
458 }
459
460 /// Removes a listener with a given ID, as returned by a previous call to
461 /// [`Table::on_delete`].
462 pub async fn remove_delete(&self, callback_id: u32) -> ClientResult<()> {
463 let msg = self.client_message(ClientReq::TableRemoveDeleteReq(TableRemoveDeleteReq {
464 id: callback_id,
465 }));
466
467 match self.client.oneshot(&msg).await? {
468 ClientResp::TableRemoveDeleteResp(_) => Ok(()),
469 resp => Err(resp.into()),
470 }
471 }
472
473 /// Removes rows from this [`Table`] with the `index` column values
474 /// supplied.
475 ///
476 /// # Arguments
477 ///
478 /// - `indices` - A list of `index` column values for rows that should be
479 /// removed.
480 ///
481 /// # Examples
482 ///
483 /// ```no_run
484 /// # use perspective_client::{Table, UpdateData};
485 /// # async fn run() -> Result<(), Box<dyn std::error::Error>> {
486 /// # let table: Table = todo!();
487 /// table
488 /// .remove(UpdateData::Csv("index\n1\n2\n3".into()))
489 /// .await?;
490 /// # Ok(()) }
491 /// ```
492 pub async fn remove(&self, input: UpdateData) -> ClientResult<()> {
493 let msg = self.client_message(ClientReq::TableRemoveReq(TableRemoveReq {
494 data: Some(input.into()),
495 }));
496
497 match self.client.oneshot(&msg).await? {
498 ClientResp::TableRemoveResp(_) => Ok(()),
499 resp => Err(resp.into()),
500 }
501 }
502
503 /// Replace all rows in this [`Table`] with the input data, coerced to this
504 /// [`Table`]'s existing [`Schema`], notifying any derived [`View`] and
505 /// [`View::on_update`] callbacks.
506 ///
507 /// Calling [`Table::replace`] is an easy way to replace _all_ the data in a
508 /// [`Table`] without losing any derived [`View`] instances or
509 /// [`View::on_update`] callbacks. [`Table::replace`] does _not_ infer
510 /// data types like [`Client::table`] does, rather it _coerces_ input
511 /// data to the `Schema` like [`Table::update`]. If you need a [`Table`]
512 /// with a different `Schema`, you must create a new one.
513 ///
514 /// # Examples
515 ///
516 /// ```no_run
517 /// # use perspective_client::{Table, UpdateData};
518 /// # async fn run() -> Result<(), Box<dyn std::error::Error>> {
519 /// # let table: Table = todo!();
520 /// let data = UpdateData::Csv("x,y\n1,2".into());
521 /// table.replace(data).await?;
522 /// # Ok(()) }
523 /// ```
524 pub async fn replace(&self, input: UpdateData) -> ClientResult<()> {
525 let msg = self.client_message(ClientReq::TableReplaceReq(TableReplaceReq {
526 data: Some(input.into()),
527 }));
528
529 match self.client.oneshot(&msg).await? {
530 ClientResp::TableReplaceResp(_) => Ok(()),
531 resp => Err(resp.into()),
532 }
533 }
534
535 /// Updates the rows of this table and any derived [`View`] instances.
536 ///
537 /// Calling [`Table::update`] will trigger the [`View::on_update`] callbacks
538 /// register to derived [`View`], and the call itself will not resolve until
539 /// _all_ derived [`View`]'s are notified.
540 ///
541 /// When updating a [`Table`] with an `index`, [`Table::update`] supports
542 /// partial updates, by omitting columns from the update data.
543 ///
544 /// # Arguments
545 ///
546 /// - `input` - The input data for this [`Table`]. The schema of a [`Table`]
547 /// is immutable after creation, so this method cannot be called with a
548 /// schema.
549 /// - `options` - Options for this update step - see [`UpdateOptions`].
550 ///
551 /// # Examples
552 ///
553 /// ```no_run
554 /// # use perspective_client::{Table, UpdateData, UpdateOptions};
555 /// # async fn run() -> Result<(), Box<dyn std::error::Error>> {
556 /// # let table: Table = todo!();
557 /// let data = UpdateData::Csv("x,y\n1,2".into());
558 /// let opts = UpdateOptions::default();
559 /// table.update(data, opts).await?;
560 /// # Ok(()) }
561 /// ```
562 pub async fn update(&self, input: UpdateData, options: UpdateOptions) -> ClientResult<()> {
563 let msg = self.client_message(ClientReq::TableUpdateReq(TableUpdateReq {
564 data: Some(input.into()),
565 port_id: options.port_id.unwrap_or(0),
566 }));
567
568 match self.client.oneshot(&msg).await? {
569 ClientResp::TableUpdateResp(_) => Ok(()),
570 resp => Err(resp.into()),
571 }
572 }
573
574 /// Validates the given expressions.
575 pub async fn validate_expressions(
576 &self,
577 expressions: Expressions,
578 ) -> ClientResult<ExprValidationResult> {
579 let msg = self.client_message(ClientReq::TableValidateExprReq(TableValidateExprReq {
580 column_to_expr: expressions.0,
581 }));
582
583 match self.client.oneshot(&msg).await? {
584 ClientResp::TableValidateExprResp(result) => Ok(ExprValidationResult {
585 errors: result.errors,
586 expression_alias: result.expression_alias,
587 expression_schema: result
588 .expression_schema
589 .into_iter()
590 .map(|(x, y)| (x, ColumnType::try_from(y).unwrap()))
591 .collect(),
592 }),
593 resp => Err(resp.into()),
594 }
595 }
596
597 /// Create a new [`View`] from this table with a specified
598 /// [`ViewConfigUpdate`].
599 ///
600 /// See [`View`] struct.
601 ///
602 /// # Examples
603 ///
604 /// ```no_run
605 /// # use std::collections::HashMap;
606 /// # use perspective_client::Table;
607 /// # use perspective_client::config::*;
608 /// # async fn run() -> Result<(), Box<dyn std::error::Error>> {
609 /// # let table: Table = todo!();
610 /// let view = table
611 /// .view(Some(ViewConfigUpdate {
612 /// columns: Some(vec![Some("Sales".into())]),
613 /// aggregates: Some(HashMap::from_iter(vec![("Sales".into(), "sum".into())])),
614 /// group_by: Some(vec!["Region".into(), "Country".into()]),
615 /// filter: Some(vec![Filter::new("Category", "in", &[
616 /// "Furniture",
617 /// "Technology",
618 /// ])]),
619 /// ..ViewConfigUpdate::default()
620 /// }))
621 /// .await?;
622 /// # Ok(()) }
623 /// ```
624 pub async fn view(&self, config: Option<ViewConfigUpdate>) -> ClientResult<View> {
625 let view_name = randid();
626 let msg = Request {
627 msg_id: self.client.gen_id(),
628 entity_id: self.name.clone(),
629 client_req: ClientReq::TableMakeViewReq(TableMakeViewReq {
630 view_id: view_name.clone(),
631 config: config.map(|x| x.into()),
632 })
633 .into(),
634 };
635
636 match self.client.oneshot(&msg).await? {
637 ClientResp::TableMakeViewResp(TableMakeViewResp { view_id })
638 if view_id == view_name =>
639 {
640 Ok(View::new_with_source(
641 view_name,
642 self.client.clone(),
643 ViewSource {
644 options: self.options.clone(),
645 },
646 ))
647 },
648 resp => Err(resp.into()),
649 }
650 }
651}