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;
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
97impl TableInitOptions {
98 pub fn set_name<D: Display>(&mut self, name: D) {
99 self.name = Some(format!("{name}"))
100 }
101}
102
103impl TryFrom<TableOptions> for MakeTableOptions {
104 type Error = ClientError;
105
106 fn try_from(value: TableOptions) -> Result<Self, Self::Error> {
107 Ok(MakeTableOptions {
108 make_table_type: match value {
109 TableOptions {
110 index: Some(_),
111 limit: Some(_),
112 } => Err(ClientError::BadTableOptions)?,
113 TableOptions {
114 index: Some(index), ..
115 } => Some(MakeTableType::MakeIndexTable(index)),
116 TableOptions {
117 limit: Some(limit), ..
118 } => Some(MakeTableType::MakeLimitTable(limit)),
119 _ => None,
120 },
121 })
122 }
123}
124
125#[derive(Clone, Debug)]
126pub(crate) struct TableOptions {
127 pub index: Option<String>,
128 pub limit: Option<u32>,
129}
130
131impl From<TableInitOptions> for TableOptions {
132 fn from(value: TableInitOptions) -> Self {
133 TableOptions {
134 index: value.index,
135 limit: value.limit,
136 }
137 }
138}
139
140/// Options for [`Table::delete`].
141#[derive(Clone, Debug, Default, Deserialize, TS)]
142pub struct DeleteOptions {
143 pub lazy: bool,
144}
145
146/// Options for [`Table::update`].
147#[derive(Clone, Debug, Default, Deserialize, Serialize, TS)]
148pub struct UpdateOptions {
149 pub port_id: Option<u32>,
150 pub format: Option<TableReadFormat>,
151}
152
153/// Result of a call to [`Table::validate_expressions`], containing a schema
154/// for valid expressions and error messages for invalid ones.
155#[derive(Clone, Debug, Serialize, Deserialize)]
156pub struct ExprValidationResult {
157 pub expression_schema: Schema,
158 pub errors: HashMap<String, table_validate_expr_resp::ExprValidationError>,
159 pub expression_alias: HashMap<String, String>,
160}
161
162/// [`Table`] is Perspective's columnar data frame, analogous to a Pandas/Polars
163/// `DataFrame` or Apache Arrow, supporting append & in-place updates, removal
164/// by index, and update notifications.
165///
166/// A [`Table`] contains columns, each of which have a unique name, are strongly
167/// and consistently typed, and contains rows of data conforming to the column's
168/// type. Each column in a [`Table`] must have the same number of rows, though
169/// not every row must contain data; null-values are used to indicate missing
170/// values in the dataset. The schema of a [`Table`] is _immutable after
171/// creation_, which means the column names and data types cannot be changed
172/// after the [`Table`] has been created. Columns cannot be added or deleted
173/// after creation either, but a [`View`] can be used to select an arbitrary set
174/// of columns from the [`Table`].
175#[derive(Clone)]
176pub struct Table {
177 name: String,
178 client: Client,
179 options: TableOptions,
180
181 /// If this table is constructed from a View, the view's on_update callback
182 /// is wired into this table. So, we store the token to clean it up properly
183 /// on destruction.
184 pub(crate) view_update_token: Option<u32>,
185}
186
187assert_table_api!(Table);
188
189impl PartialEq for Table {
190 fn eq(&self, other: &Self) -> bool {
191 self.name == other.name && self.client == other.client
192 }
193}
194
195impl Table {
196 pub(crate) fn new(name: String, client: Client, options: TableOptions) -> Self {
197 Table {
198 name,
199 client,
200 options,
201 view_update_token: None,
202 }
203 }
204
205 fn client_message(&self, req: ClientReq) -> Request {
206 Request {
207 msg_id: self.client.gen_id(),
208 entity_id: self.name.clone(),
209 client_req: Some(req),
210 }
211 }
212
213 /// Get a copy of the [`Client`] this [`Table`] came from.
214 pub fn get_client(&self) -> Client {
215 self.client.clone()
216 }
217
218 /// Get a metadata dictionary of the `perspective_server::Server`'s
219 /// features, which is (currently) implementation specific, but there is
220 /// only one implementation.
221 pub async fn get_features(&self) -> ClientResult<Features> {
222 self.client.get_features().await
223 }
224
225 /// Returns the name of the index column for the table.
226 ///
227 /// # Examples
228 ///
229 /// ```rust
230 /// let options = TableInitOptions {
231 /// index: Some("x".to_string()),
232 /// ..default()
233 /// };
234 /// let table = client.table("x,y\n1,2\n3,4", options).await;
235 /// let index = table.get_index()
236 /// ```
237 pub fn get_index(&self) -> Option<String> {
238 self.options.index.as_ref().map(|index| index.to_owned())
239 }
240
241 /// Returns the user-specified row limit for this table.
242 pub fn get_limit(&self) -> Option<u32> {
243 self.options.limit.as_ref().map(|limit| *limit)
244 }
245
246 /// Returns the user-specified name for this table, or the auto-generated
247 /// name if a name was not specified when the table was created.
248 pub fn get_name(&self) -> &str {
249 self.name.as_str()
250 }
251
252 /// Removes all the rows in the [`Table`], but preserves everything else
253 /// including the schema, index, and any callbacks or registered
254 /// [`View`] instances.
255 ///
256 /// Calling [`Table::clear`], like [`Table::update`] and [`Table::remove`],
257 /// will trigger an update event to any registered listeners via
258 /// [`View::on_update`].
259 pub async fn clear(&self) -> ClientResult<()> {
260 self.replace(UpdateData::JsonRows("[]".to_owned())).await
261 }
262
263 /// Delete this [`Table`] and cleans up associated resources.
264 ///
265 /// [`Table`]s do not stop consuming resources or processing updates when
266 /// they are garbage collected in their host language - you must call
267 /// this method to reclaim these.
268 ///
269 /// # Arguments
270 ///
271 /// - `options` An options dictionary.
272 /// - `lazy` Whether to delete this [`Table`] _lazily_. When false (the
273 /// default), the delete will occur immediately, assuming it has no
274 /// [`View`] instances registered to it (which must be deleted first,
275 /// otherwise this method will throw an error). When true, the
276 /// [`Table`] will only be marked for deltion once its [`View`]
277 /// dependency count reaches 0.
278 ///
279 /// # Examples
280 ///
281 /// ```rust
282 /// let opts = TableInitOptions::default();
283 /// let data = TableData::Update(UpdateData::Csv("x,y\n1,2\n3,4".into()));
284 /// let table = client.table(data, opts).await?;
285 ///
286 /// // ...
287 ///
288 /// table.delete(DeleteOptions::default()).await?;
289 /// ```
290 pub async fn delete(&self, options: DeleteOptions) -> ClientResult<()> {
291 let msg = self.client_message(ClientReq::TableDeleteReq(TableDeleteReq {
292 is_immediate: !options.lazy,
293 }));
294
295 match self.client.oneshot(&msg).await? {
296 ClientResp::TableDeleteResp(_) => Ok(()),
297 resp => Err(resp.into()),
298 }
299 }
300
301 /// Returns the column names of this [`Table`] in "natural" order (the
302 /// ordering implied by the input format).
303 ///
304 /// # Examples
305 ///
306 /// ```rust
307 /// let columns = table.columns().await;
308 /// ```
309 pub async fn columns(&self) -> ClientResult<Vec<String>> {
310 let msg = self.client_message(ClientReq::TableSchemaReq(TableSchemaReq {}));
311 match self.client.oneshot(&msg).await? {
312 ClientResp::TableSchemaResp(TableSchemaResp { schema }) => Ok(schema
313 .map(|x| x.schema.into_iter().map(|x| x.name.to_owned()).collect())
314 .unwrap()),
315 resp => Err(resp.into()),
316 }
317 }
318
319 /// Returns the number of rows in a [`Table`].
320 pub async fn size(&self) -> ClientResult<usize> {
321 let msg = self.client_message(ClientReq::TableSizeReq(TableSizeReq {}));
322 match self.client.oneshot(&msg).await? {
323 ClientResp::TableSizeResp(TableSizeResp { size }) => Ok(size as usize),
324 resp => Err(resp.into()),
325 }
326 }
327
328 /// Returns a table's [`Schema`], a mapping of column names to column types.
329 ///
330 /// The mapping of a [`Table`]'s column names to data types is referred to
331 /// as a [`Schema`]. Each column has a unique name and a data type, one
332 /// of:
333 ///
334 /// - `"boolean"` - A boolean type
335 /// - `"date"` - A timesonze-agnostic date type (month/day/year)
336 /// - `"datetime"` - A millisecond-precision datetime type in the UTC
337 /// timezone
338 /// - `"float"` - A 64 bit float
339 /// - `"integer"` - A signed 32 bit integer (the integer type supported by
340 /// JavaScript)
341 /// - `"string"` - A [`String`] data type (encoded internally as a
342 /// _dictionary_)
343 ///
344 /// Note that all [`Table`] columns are _nullable_, regardless of the data
345 /// type.
346 pub async fn schema(&self) -> ClientResult<Schema> {
347 let msg = self.client_message(ClientReq::TableSchemaReq(TableSchemaReq {}));
348 match self.client.oneshot(&msg).await? {
349 ClientResp::TableSchemaResp(TableSchemaResp { schema }) => Ok(schema
350 .map(|x| {
351 x.schema
352 .into_iter()
353 .map(|x| (x.name, ColumnType::try_from(x.r#type).unwrap()))
354 .collect()
355 })
356 .unwrap()),
357 resp => Err(resp.into()),
358 }
359 }
360
361 /// Create a unique channel ID on this [`Table`], which allows
362 /// `View::on_update` callback calls to be associated with the
363 /// `Table::update` which caused them.
364 pub async fn make_port(&self) -> ClientResult<i32> {
365 let msg = self.client_message(ClientReq::TableMakePortReq(TableMakePortReq {}));
366 match self.client.oneshot(&msg).await? {
367 ClientResp::TableMakePortResp(TableMakePortResp { port_id }) => Ok(port_id as i32),
368 _ => Err(ClientError::Unknown("make_port".to_string())),
369 }
370 }
371
372 /// Register a callback which is called exactly once, when this [`Table`] is
373 /// deleted with the [`Table::delete`] method.
374 ///
375 /// [`Table::on_delete`] resolves when the subscription message is sent, not
376 /// when the _delete_ event occurs.
377 pub async fn on_delete(
378 &self,
379 on_delete: Box<dyn Fn() + Send + Sync + 'static>,
380 ) -> ClientResult<u32> {
381 let callback = move |resp: Response| match resp.client_resp {
382 Some(ClientResp::TableOnDeleteResp(_)) => {
383 on_delete();
384 Ok(())
385 },
386 resp => Err(resp.into()),
387 };
388
389 let msg = self.client_message(ClientReq::TableOnDeleteReq(TableOnDeleteReq {}));
390 self.client.subscribe_once(&msg, Box::new(callback)).await?;
391 Ok(msg.msg_id)
392 }
393
394 /// Removes a listener with a given ID, as returned by a previous call to
395 /// [`Table::on_delete`].
396 pub async fn remove_delete(&self, callback_id: u32) -> ClientResult<()> {
397 let msg = self.client_message(ClientReq::TableRemoveDeleteReq(TableRemoveDeleteReq {
398 id: callback_id,
399 }));
400
401 match self.client.oneshot(&msg).await? {
402 ClientResp::TableRemoveDeleteResp(_) => Ok(()),
403 resp => Err(resp.into()),
404 }
405 }
406
407 /// Removes rows from this [`Table`] with the `index` column values
408 /// supplied.
409 ///
410 /// # Arguments
411 ///
412 /// - `indices` - A list of `index` column values for rows that should be
413 /// removed.
414 ///
415 /// # Examples
416 ///
417 /// ```rust
418 /// table.remove(UpdateData::Csv("index\n1\n2\n3")).await?;
419 /// ```
420 pub async fn remove(&self, input: UpdateData) -> ClientResult<()> {
421 let msg = self.client_message(ClientReq::TableRemoveReq(TableRemoveReq {
422 data: Some(input.into()),
423 }));
424
425 match self.client.oneshot(&msg).await? {
426 ClientResp::TableRemoveResp(_) => Ok(()),
427 resp => Err(resp.into()),
428 }
429 }
430
431 /// Replace all rows in this [`Table`] with the input data, coerced to this
432 /// [`Table`]'s existing [`Schema`], notifying any derived [`View`] and
433 /// [`View::on_update`] callbacks.
434 ///
435 /// Calling [`Table::replace`] is an easy way to replace _all_ the data in a
436 /// [`Table`] without losing any derived [`View`] instances or
437 /// [`View::on_update`] callbacks. [`Table::replace`] does _not_ infer
438 /// data types like [`Client::table`] does, rather it _coerces_ input
439 /// data to the `Schema` like [`Table::update`]. If you need a [`Table`]
440 /// with a different `Schema`, you must create a new one.
441 ///
442 /// # Examples
443 ///
444 /// ```rust
445 /// let data = UpdateData::Csv("x,y\n1,2".into());
446 /// let opts = UpdateOptions::default();
447 /// table.replace(data, opts).await?;
448 /// ```
449 pub async fn replace(&self, input: UpdateData) -> ClientResult<()> {
450 let msg = self.client_message(ClientReq::TableReplaceReq(TableReplaceReq {
451 data: Some(input.into()),
452 }));
453
454 match self.client.oneshot(&msg).await? {
455 ClientResp::TableReplaceResp(_) => Ok(()),
456 resp => Err(resp.into()),
457 }
458 }
459
460 /// Updates the rows of this table and any derived [`View`] instances.
461 ///
462 /// Calling [`Table::update`] will trigger the [`View::on_update`] callbacks
463 /// register to derived [`View`], and the call itself will not resolve until
464 /// _all_ derived [`View`]'s are notified.
465 ///
466 /// When updating a [`Table`] with an `index`, [`Table::update`] supports
467 /// partial updates, by omitting columns from the update data.
468 ///
469 /// # Arguments
470 ///
471 /// - `input` - The input data for this [`Table`]. The schema of a [`Table`]
472 /// is immutable after creation, so this method cannot be called with a
473 /// schema.
474 /// - `options` - Options for this update step - see [`UpdateOptions`].
475 ///
476 /// # Examples
477 ///
478 /// ```rust
479 /// let data = UpdateData::Csv("x,y\n1,2".into());
480 /// let opts = UpdateOptions::default();
481 /// table.update(data, opts).await?;
482 /// ```
483 pub async fn update(&self, input: UpdateData, options: UpdateOptions) -> ClientResult<()> {
484 let msg = self.client_message(ClientReq::TableUpdateReq(TableUpdateReq {
485 data: Some(input.into()),
486 port_id: options.port_id.unwrap_or(0),
487 }));
488
489 match self.client.oneshot(&msg).await? {
490 ClientResp::TableUpdateResp(_) => Ok(()),
491 resp => Err(resp.into()),
492 }
493 }
494
495 /// Validates the given expressions.
496 pub async fn validate_expressions(
497 &self,
498 expressions: Expressions,
499 ) -> ClientResult<ExprValidationResult> {
500 let msg = self.client_message(ClientReq::TableValidateExprReq(TableValidateExprReq {
501 column_to_expr: expressions.0,
502 }));
503
504 match self.client.oneshot(&msg).await? {
505 ClientResp::TableValidateExprResp(result) => Ok(ExprValidationResult {
506 errors: result.errors,
507 expression_alias: result.expression_alias,
508 expression_schema: result
509 .expression_schema
510 .into_iter()
511 .map(|(x, y)| (x, ColumnType::try_from(y).unwrap()))
512 .collect(),
513 }),
514 resp => Err(resp.into()),
515 }
516 }
517
518 /// Create a new [`View`] from this table with a specified
519 /// [`ViewConfigUpdate`].
520 ///
521 /// See [`View`] struct.
522 ///
523 /// # Examples
524 ///
525 /// ```rust
526 /// use crate::config::*;
527 /// let view = table
528 /// .view(Some(ViewConfigUpdate {
529 /// columns: Some(vec![Some("Sales".into())]),
530 /// aggregates: Some(HashMap::from_iter(vec![("Sales".into(), "sum".into())])),
531 /// group_by: Some(vec!["Region".into(), "Country".into()]),
532 /// filter: Some(vec![Filter::new("Category", "in", &[
533 /// "Furniture",
534 /// "Technology",
535 /// ])]),
536 /// ..ViewConfigUpdate::default()
537 /// }))
538 /// .await?;
539 /// ```
540 pub async fn view(&self, config: Option<ViewConfigUpdate>) -> ClientResult<View> {
541 let view_name = randid();
542 let msg = Request {
543 msg_id: self.client.gen_id(),
544 entity_id: self.name.clone(),
545 client_req: ClientReq::TableMakeViewReq(TableMakeViewReq {
546 view_id: view_name.clone(),
547 config: config.map(|x| x.into()),
548 })
549 .into(),
550 };
551
552 match self.client.oneshot(&msg).await? {
553 ClientResp::TableMakeViewResp(TableMakeViewResp { view_id })
554 if view_id == view_name =>
555 {
556 Ok(View::new(view_name, self.client.clone()))
557 },
558 resp => Err(resp.into()),
559 }
560 }
561}