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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    /// 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
154impl From<TableInitOptions> for TableOptions {
155    fn from(value: TableInitOptions) -> Self {
156        TableOptions {
157            index: value.index,
158            limit: value.limit,
159            page_to_disk: value.page_to_disk,
160            list_flatten: value.list_flatten,
161        }
162    }
163}
164
165/// Options for [`Client::join`].
166#[derive(Clone, Debug, Default, Serialize, Deserialize, TS)]
167pub struct JoinOptions {
168    #[serde(default)]
169    #[ts(optional)]
170    pub join_type: Option<crate::proto::JoinType>,
171
172    #[serde(default)]
173    #[ts(optional)]
174    pub name: Option<String>,
175
176    #[serde(default)]
177    #[ts(optional)]
178    pub right_on: Option<String>,
179}
180
181/// Options for [`Table::delete`].
182#[derive(Clone, Debug, Default, Deserialize, TS)]
183pub struct DeleteOptions {
184    pub lazy: bool,
185}
186
187/// Options for [`Table::update`].
188#[derive(Clone, Debug, Default, Deserialize, Serialize, TS)]
189pub struct UpdateOptions {
190    pub port_id: Option<u32>,
191    pub format: Option<TableReadFormat>,
192}
193
194/// Result of a call to [`Table::validate_expressions`], containing a schema
195/// for valid expressions and error messages for invalid ones.
196#[derive(Clone, Debug, PartialEq, Serialize, Deserialize)]
197pub struct ExprValidationResult {
198    pub expression_schema: Schema,
199    pub errors: HashMap<String, table_validate_expr_resp::ExprValidationError>,
200    pub expression_alias: HashMap<String, String>,
201}
202
203/// [`Table`] is Perspective's columnar data frame, analogous to a Pandas/Polars
204/// `DataFrame` or Apache Arrow, supporting append & in-place updates, removal
205/// by index, and update notifications.
206///
207/// A [`Table`] contains columns, each of which have a unique name, are strongly
208/// and consistently typed, and contains rows of data conforming to the column's
209/// type. Each column in a [`Table`] must have the same number of rows, though
210/// not every row must contain data; null-values are used to indicate missing
211/// values in the dataset. The schema of a [`Table`] is _immutable after
212/// creation_, which means the column names and data types cannot be changed
213/// after the [`Table`] has been created. Columns cannot be added or deleted
214/// after creation either, but a [`View`] can be used to select an arbitrary set
215/// of columns from the [`Table`].
216#[derive(Clone)]
217pub struct Table {
218    name: String,
219    client: Client,
220    options: TableOptions,
221
222    /// If this table is constructed from a View, the view's on_update callback
223    /// is wired into this table. So, we store the token to clean it up properly
224    /// on destruction.
225    pub(crate) view_update_token: Option<u32>,
226}
227
228assert_table_api!(Table);
229
230impl PartialEq for Table {
231    fn eq(&self, other: &Self) -> bool {
232        self.name == other.name && self.client == other.client
233    }
234}
235
236impl Table {
237    pub(crate) fn new(name: String, client: Client, options: TableOptions) -> Self {
238        Table {
239            name,
240            client,
241            options,
242            view_update_token: None,
243        }
244    }
245
246    fn client_message(&self, req: ClientReq) -> Request {
247        Request {
248            msg_id: self.client.gen_id(),
249            entity_id: self.name.clone(),
250            client_req: Some(req),
251        }
252    }
253
254    /// Get a copy of the [`Client`] this [`Table`] came from.
255    pub fn get_client(&self) -> Client {
256        self.client.clone()
257    }
258
259    /// Get a metadata dictionary of the `perspective_server::Server`'s
260    /// features, which is (currently) implementation specific, but there is
261    /// only one implementation.
262    pub async fn get_features(&self) -> ClientResult<Features> {
263        self.client.get_features().await
264    }
265
266    /// Returns the name of the index column for the table.
267    ///
268    /// # Examples
269    ///
270    /// ```no_run
271    /// # use perspective_client::{Client, TableData, TableInitOptions, UpdateData};
272    /// # async fn run() -> Result<(), Box<dyn std::error::Error>> {
273    /// # let client: Client = todo!();
274    /// let options = TableInitOptions {
275    ///     index: Some("x".to_string()),
276    ///     ..TableInitOptions::default()
277    /// };
278    /// let data = TableData::Update(UpdateData::Csv("x,y\n1,2\n3,4".into()));
279    /// let table = client.table(data, options).await?;
280    /// let index = table.get_index();
281    /// # Ok(()) }
282    /// ```
283    pub fn get_index(&self) -> Option<String> {
284        self.options.index.as_ref().map(|index| index.to_owned())
285    }
286
287    /// Returns the user-specified row limit for this table.
288    pub fn get_limit(&self) -> Option<u32> {
289        self.options.limit.as_ref().map(|limit| *limit)
290    }
291
292    /// Returns the user-specified name for this table, or the auto-generated
293    /// name if a name was not specified when the table was created.
294    pub fn get_name(&self) -> &str {
295        self.name.as_str()
296    }
297
298    /// Removes all the rows in the [`Table`], but preserves everything else
299    /// including the schema, index, and any callbacks or registered
300    /// [`View`] instances.
301    ///
302    /// Calling [`Table::clear`], like [`Table::update`] and [`Table::remove`],
303    /// will trigger an update event to any registered listeners via
304    /// [`View::on_update`].
305    pub async fn clear(&self) -> ClientResult<()> {
306        self.replace(UpdateData::JsonRows("[]".to_owned())).await
307    }
308
309    /// Delete this [`Table`] and cleans up associated resources.
310    ///
311    /// [`Table`]s do not stop consuming resources or processing updates when
312    /// they are garbage collected in their host language - you must call
313    /// this method to reclaim these.
314    ///
315    /// # Arguments
316    ///
317    /// - `options` An options dictionary.
318    ///     - `lazy` Whether to delete this [`Table`] _lazily_. When false (the
319    ///       default), the delete will occur immediately, assuming it has no
320    ///       [`View`] instances registered to it (which must be deleted first,
321    ///       otherwise this method will throw an error). When true, the
322    ///       [`Table`] will only be marked for deltion once its [`View`]
323    ///       dependency count reaches 0.
324    ///
325    /// # Examples
326    ///
327    /// ```no_run
328    /// # use perspective_client::{Client, DeleteOptions, TableData, TableInitOptions, UpdateData};
329    /// # async fn run() -> Result<(), Box<dyn std::error::Error>> {
330    /// # let client: Client = todo!();
331    /// let opts = TableInitOptions::default();
332    /// let data = TableData::Update(UpdateData::Csv("x,y\n1,2\n3,4".into()));
333    /// let table = client.table(data, opts).await?;
334    ///
335    /// // ...
336    ///
337    /// table.delete(DeleteOptions::default()).await?;
338    /// # Ok(()) }
339    /// ```
340    pub async fn delete(&self, options: DeleteOptions) -> ClientResult<()> {
341        let msg = self.client_message(ClientReq::TableDeleteReq(TableDeleteReq {
342            is_immediate: !options.lazy,
343        }));
344
345        match self.client.oneshot(&msg).await? {
346            ClientResp::TableDeleteResp(_) => Ok(()),
347            resp => Err(resp.into()),
348        }
349    }
350
351    /// Returns the column names of this [`Table`] in "natural" order (the
352    /// ordering implied by the input format).
353    ///  
354    /// # Examples
355    ///
356    /// ```no_run
357    /// # use perspective_client::Table;
358    /// # async fn run() -> Result<(), Box<dyn std::error::Error>> {
359    /// # let table: Table = todo!();
360    /// let columns = table.columns().await?;
361    /// # Ok(()) }
362    /// ```
363    pub async fn columns(&self) -> ClientResult<Vec<String>> {
364        let msg = self.client_message(ClientReq::TableSchemaReq(TableSchemaReq {}));
365        match self.client.oneshot(&msg).await? {
366            ClientResp::TableSchemaResp(TableSchemaResp { schema }) => Ok(schema
367                .map(|x| x.schema.into_iter().map(|x| x.name.to_owned()).collect())
368                .unwrap()),
369            resp => Err(resp.into()),
370        }
371    }
372
373    /// Returns the number of rows in a [`Table`].
374    pub async fn size(&self) -> ClientResult<usize> {
375        let msg = self.client_message(ClientReq::TableSizeReq(TableSizeReq {}));
376        match self.client.oneshot(&msg).await? {
377            ClientResp::TableSizeResp(TableSizeResp { size }) => Ok(size as usize),
378            resp => Err(resp.into()),
379        }
380    }
381
382    /// Returns a table's [`Schema`], a mapping of column names to column types.
383    ///
384    /// The mapping of a [`Table`]'s column names to data types is referred to
385    /// as a [`Schema`]. Each column has a unique name and a data type, one
386    /// of:
387    ///
388    /// - `"boolean"` - A boolean type
389    /// - `"date"` - A timesonze-agnostic date type (month/day/year)
390    /// - `"datetime"` - A millisecond-precision datetime type in the UTC
391    ///   timezone
392    /// - `"float"` - A 64 bit float
393    /// - `"integer"` - A signed 32 bit integer (the integer type supported by
394    ///   JavaScript)
395    /// - `"string"` - A [`String`] data type (encoded internally as a
396    ///   _dictionary_)
397    ///
398    /// Note that all [`Table`] columns are _nullable_, regardless of the data
399    /// type.
400    pub async fn schema(&self) -> ClientResult<Schema> {
401        let msg = self.client_message(ClientReq::TableSchemaReq(TableSchemaReq {}));
402        match self.client.oneshot(&msg).await? {
403            ClientResp::TableSchemaResp(TableSchemaResp { schema }) => Ok(schema
404                .map(|x| {
405                    x.schema
406                        .into_iter()
407                        .map(|x| (x.name, ColumnType::try_from(x.r#type).unwrap()))
408                        .collect()
409                })
410                .unwrap()),
411            resp => Err(resp.into()),
412        }
413    }
414
415    /// Create a unique channel ID on this [`Table`], which allows
416    /// `View::on_update` callback calls to be associated with the
417    /// `Table::update` which caused them.
418    pub async fn make_port(&self) -> ClientResult<i32> {
419        let msg = self.client_message(ClientReq::TableMakePortReq(TableMakePortReq {}));
420        match self.client.oneshot(&msg).await? {
421            ClientResp::TableMakePortResp(TableMakePortResp { port_id }) => Ok(port_id as i32),
422            _ => Err(ClientError::Unknown("make_port".to_string())),
423        }
424    }
425
426    /// Register a callback which is called exactly once, when this [`Table`] is
427    /// deleted with the [`Table::delete`] method.
428    ///
429    /// [`Table::on_delete`] resolves when the subscription message is sent, not
430    /// when the _delete_ event occurs.
431    pub async fn on_delete(
432        &self,
433        on_delete: Box<dyn Fn() + Send + Sync + 'static>,
434    ) -> ClientResult<u32> {
435        let callback = move |resp: Response| match resp.client_resp {
436            Some(ClientResp::TableOnDeleteResp(_)) => {
437                on_delete();
438                Ok(())
439            },
440            resp => Err(resp.into()),
441        };
442
443        let msg = self.client_message(ClientReq::TableOnDeleteReq(TableOnDeleteReq {}));
444        self.client.subscribe_once(&msg, Box::new(callback)).await?;
445        Ok(msg.msg_id)
446    }
447
448    /// Removes a listener with a given ID, as returned by a previous call to
449    /// [`Table::on_delete`].
450    pub async fn remove_delete(&self, callback_id: u32) -> ClientResult<()> {
451        let msg = self.client_message(ClientReq::TableRemoveDeleteReq(TableRemoveDeleteReq {
452            id: callback_id,
453        }));
454
455        match self.client.oneshot(&msg).await? {
456            ClientResp::TableRemoveDeleteResp(_) => Ok(()),
457            resp => Err(resp.into()),
458        }
459    }
460
461    /// Removes rows from this [`Table`] with the `index` column values
462    /// supplied.
463    ///
464    /// # Arguments
465    ///
466    /// - `indices` - A list of `index` column values for rows that should be
467    ///   removed.
468    ///
469    /// # Examples
470    ///
471    /// ```no_run
472    /// # use perspective_client::{Table, UpdateData};
473    /// # async fn run() -> Result<(), Box<dyn std::error::Error>> {
474    /// # let table: Table = todo!();
475    /// table
476    ///     .remove(UpdateData::Csv("index\n1\n2\n3".into()))
477    ///     .await?;
478    /// # Ok(()) }
479    /// ```
480    pub async fn remove(&self, input: UpdateData) -> ClientResult<()> {
481        let msg = self.client_message(ClientReq::TableRemoveReq(TableRemoveReq {
482            data: Some(input.into()),
483        }));
484
485        match self.client.oneshot(&msg).await? {
486            ClientResp::TableRemoveResp(_) => Ok(()),
487            resp => Err(resp.into()),
488        }
489    }
490
491    /// Replace all rows in this [`Table`] with the input data, coerced to this
492    /// [`Table`]'s existing [`Schema`], notifying any derived [`View`] and
493    /// [`View::on_update`] callbacks.
494    ///
495    /// Calling [`Table::replace`] is an easy way to replace _all_ the data in a
496    /// [`Table`] without losing any derived [`View`] instances or
497    /// [`View::on_update`] callbacks. [`Table::replace`] does _not_ infer
498    /// data types like [`Client::table`] does, rather it _coerces_ input
499    /// data to the `Schema` like [`Table::update`]. If you need a [`Table`]
500    /// with a different `Schema`, you must create a new one.
501    ///
502    /// # Examples
503    ///
504    /// ```no_run
505    /// # use perspective_client::{Table, UpdateData};
506    /// # async fn run() -> Result<(), Box<dyn std::error::Error>> {
507    /// # let table: Table = todo!();
508    /// let data = UpdateData::Csv("x,y\n1,2".into());
509    /// table.replace(data).await?;
510    /// # Ok(()) }
511    /// ```
512    pub async fn replace(&self, input: UpdateData) -> ClientResult<()> {
513        let msg = self.client_message(ClientReq::TableReplaceReq(TableReplaceReq {
514            data: Some(input.into()),
515        }));
516
517        match self.client.oneshot(&msg).await? {
518            ClientResp::TableReplaceResp(_) => Ok(()),
519            resp => Err(resp.into()),
520        }
521    }
522
523    /// Updates the rows of this table and any derived [`View`] instances.
524    ///
525    /// Calling [`Table::update`] will trigger the [`View::on_update`] callbacks
526    /// register to derived [`View`], and the call itself will not resolve until
527    /// _all_ derived [`View`]'s are notified.
528    ///
529    /// When updating a [`Table`] with an `index`, [`Table::update`] supports
530    /// partial updates, by omitting columns from the update data.
531    ///
532    /// # Arguments
533    ///
534    /// - `input` - The input data for this [`Table`]. The schema of a [`Table`]
535    ///   is immutable after creation, so this method cannot be called with a
536    ///   schema.
537    /// - `options` - Options for this update step - see [`UpdateOptions`].
538    ///
539    /// # Examples
540    ///
541    /// ```no_run
542    /// # use perspective_client::{Table, UpdateData, UpdateOptions};
543    /// # async fn run() -> Result<(), Box<dyn std::error::Error>> {
544    /// # let table: Table = todo!();
545    /// let data = UpdateData::Csv("x,y\n1,2".into());
546    /// let opts = UpdateOptions::default();
547    /// table.update(data, opts).await?;
548    /// # Ok(()) }
549    /// ```
550    pub async fn update(&self, input: UpdateData, options: UpdateOptions) -> ClientResult<()> {
551        let msg = self.client_message(ClientReq::TableUpdateReq(TableUpdateReq {
552            data: Some(input.into()),
553            port_id: options.port_id.unwrap_or(0),
554        }));
555
556        match self.client.oneshot(&msg).await? {
557            ClientResp::TableUpdateResp(_) => Ok(()),
558            resp => Err(resp.into()),
559        }
560    }
561
562    /// Validates the given expressions.
563    pub async fn validate_expressions(
564        &self,
565        expressions: Expressions,
566    ) -> ClientResult<ExprValidationResult> {
567        let msg = self.client_message(ClientReq::TableValidateExprReq(TableValidateExprReq {
568            column_to_expr: expressions.0,
569        }));
570
571        match self.client.oneshot(&msg).await? {
572            ClientResp::TableValidateExprResp(result) => Ok(ExprValidationResult {
573                errors: result.errors,
574                expression_alias: result.expression_alias,
575                expression_schema: result
576                    .expression_schema
577                    .into_iter()
578                    .map(|(x, y)| (x, ColumnType::try_from(y).unwrap()))
579                    .collect(),
580            }),
581            resp => Err(resp.into()),
582        }
583    }
584
585    /// Create a new [`View`] from this table with a specified
586    /// [`ViewConfigUpdate`].
587    ///
588    /// See [`View`] struct.
589    ///
590    /// # Examples
591    ///
592    /// ```no_run
593    /// # use std::collections::HashMap;
594    /// # use perspective_client::Table;
595    /// # use perspective_client::config::*;
596    /// # async fn run() -> Result<(), Box<dyn std::error::Error>> {
597    /// # let table: Table = todo!();
598    /// let view = table
599    ///     .view(Some(ViewConfigUpdate {
600    ///         columns: Some(vec![Some("Sales".into())]),
601    ///         aggregates: Some(HashMap::from_iter(vec![("Sales".into(), "sum".into())])),
602    ///         group_by: Some(vec!["Region".into(), "Country".into()]),
603    ///         filter: Some(vec![Filter::new("Category", "in", &[
604    ///             "Furniture",
605    ///             "Technology",
606    ///         ])]),
607    ///         ..ViewConfigUpdate::default()
608    ///     }))
609    ///     .await?;
610    /// # Ok(()) }
611    /// ```
612    pub async fn view(&self, config: Option<ViewConfigUpdate>) -> ClientResult<View> {
613        let view_name = randid();
614        let msg = Request {
615            msg_id: self.client.gen_id(),
616            entity_id: self.name.clone(),
617            client_req: ClientReq::TableMakeViewReq(TableMakeViewReq {
618                view_id: view_name.clone(),
619                config: config.map(|x| x.into()),
620            })
621            .into(),
622        };
623
624        match self.client.oneshot(&msg).await? {
625            ClientResp::TableMakeViewResp(TableMakeViewResp { view_id })
626                if view_id == view_name =>
627            {
628                Ok(View::new(view_name, self.client.clone()))
629            },
630            resp => Err(resp.into()),
631        }
632    }
633}