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
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
// Copyright Materialize, Inc. and contributors. All rights reserved.
//
// Use of this software is governed by the Business Source License
// included in the LICENSE file.
//
// As of the Change Date specified in that file, in accordance with
// the Business Source License, use of this software will be governed
// by the Apache License, Version 2.0.

use std::collections::BTreeMap;

use mz_expr::{AccessStrategy, EvalError, Id, LocalId, MirRelationExpr, MirScalarExpr};
use mz_lowertest::*;
use mz_ore::cast::CastFrom;
use mz_ore::result::ResultExt;
use mz_ore::str::separated;
use mz_repr::explain::{DummyHumanizer, ExprHumanizer};
use mz_repr::{ColumnType, GlobalId, RelationType, Row, ScalarType};
use mz_repr_test_util::*;
use proc_macro2::TokenTree;
use serde::{Deserialize, Serialize};
use serde_json::Value;

/// Builds a [MirScalarExpr] from a string.
///
/// See [mz_lowertest::to_json] for the syntax.
pub fn build_scalar(s: &str) -> Result<MirScalarExpr, String> {
    deserialize(
        &mut tokenize(s)?.into_iter(),
        "MirScalarExpr",
        &mut MirScalarExprDeserializeContext::default(),
    )
}

/// Builds a [MirRelationExpr] from a string.
///
/// See [mz_lowertest::to_json] for the syntax.
pub fn build_rel(s: &str, catalog: &TestCatalog) -> Result<MirRelationExpr, String> {
    deserialize(
        &mut tokenize(s)?.into_iter(),
        "MirRelationExpr",
        &mut MirRelationExprDeserializeContext::new(catalog),
    )
}

/// Turns the json version of a [MirRelationExpr] into the [mz_lowertest::to_json]
/// syntax.
///
/// The return value is a tuple of:
/// 1. The translated [MirRelationExpr].
/// 2. The commands to register sources referenced by the [MirRelationExpr] with
///    the test catalog.
pub fn json_to_spec(rel_json: &str, catalog: &TestCatalog) -> (String, Vec<String>) {
    let mut ctx = MirRelationExprDeserializeContext::new(catalog);
    let spec = serialize::<MirRelationExpr, _>(
        &serde_json::from_str(rel_json).unwrap(),
        "MirRelationExpr",
        &mut ctx,
    );
    let mut source_defs = ctx
        .list_scope_references()
        .map(|(name, typ)| {
            format!(
                "(defsource {} {})",
                name,
                serialize_generic::<RelationType>(
                    &serde_json::to_value(typ).unwrap(),
                    "RelationType",
                )
            )
        })
        .collect::<Vec<_>>();
    source_defs.sort();
    (spec, source_defs)
}

/// A catalog that holds types of objects previously created for the unit test.
///
/// This is for the purpose of allowing `MirRelationExpr`s to refer to them
/// later.
#[derive(Debug, Default)]
pub struct TestCatalog {
    objects: BTreeMap<String, (GlobalId, RelationType)>,
    names: BTreeMap<GlobalId, String>,
}

/// Contains the arguments for a command for [TestCatalog].
///
/// See [mz_lowertest] for the command syntax.
#[derive(Debug, Serialize, Deserialize, MzReflect)]
enum TestCatalogCommand {
    /// Insert a source into the catalog.
    Defsource { name: String, typ: RelationType },
}

impl<'a> TestCatalog {
    /// Registers an object in the catalog.
    ///
    /// Specifying `transient` as true allows the object to be deleted by
    /// [Self::remove_transient_objects].
    ///
    /// Returns the GlobalId assigned by the catalog to the object.
    ///
    /// Errors if an object of the same name is already in the catalog.
    pub fn insert(
        &mut self,
        name: &str,
        typ: RelationType,
        transient: bool,
    ) -> Result<GlobalId, String> {
        if self.objects.contains_key(name) {
            return Err(format!("Object {} already exists in catalog", name));
        }
        let id = if transient {
            GlobalId::Transient(u64::cast_from(self.objects.len()))
        } else {
            GlobalId::User(u64::cast_from(self.objects.len()))
        };
        self.objects.insert(name.to_string(), (id, typ));
        self.names.insert(id, name.to_string());
        Ok(id)
    }

    fn get(&'a self, name: &str) -> Option<&'a (GlobalId, RelationType)> {
        self.objects.get(name)
    }

    /// Looks up the name of the object referred to as `id`.
    pub fn get_source_name(&'a self, id: &GlobalId) -> Option<&'a String> {
        self.names.get(id)
    }

    /// Handles instructions to modify the catalog.
    ///
    /// Currently supported commands:
    /// * `(defsource [types_of_cols] [[optional_sets_of_key_cols]])` -
    ///   insert a source into the catalog.
    pub fn handle_test_command(&mut self, spec: &str) -> Result<(), String> {
        let mut stream_iter = tokenize(spec)?.into_iter();
        while let Some(command) = deserialize_optional_generic::<TestCatalogCommand, _>(
            &mut stream_iter,
            "TestCatalogCommand",
        )? {
            match command {
                TestCatalogCommand::Defsource { name, typ } => {
                    self.insert(&name, typ, false)?;
                }
            }
        }
        Ok(())
    }

    /// Clears all transient objects from the catalog.
    pub fn remove_transient_objects(&mut self) {
        self.objects.retain(|_, (id, _)| {
            if let GlobalId::Transient(_) = id {
                false
            } else {
                true
            }
        });
        self.names.retain(|k, _| {
            if let GlobalId::Transient(_) = k {
                false
            } else {
                true
            }
        });
    }
}

impl ExprHumanizer for TestCatalog {
    fn humanize_id(&self, id: GlobalId) -> Option<String> {
        self.names.get(&id).map(|s| s.to_string())
    }

    fn humanize_id_unqualified(&self, id: GlobalId) -> Option<String> {
        self.names.get(&id).map(|s| s.to_string())
    }

    fn humanize_id_parts(&self, id: GlobalId) -> Option<Vec<String>> {
        self.humanize_id_unqualified(id).map(|name| vec![name])
    }

    fn humanize_scalar_type(&self, ty: &ScalarType) -> String {
        DummyHumanizer.humanize_scalar_type(ty)
    }

    fn column_names_for_id(&self, _id: GlobalId) -> Option<Vec<String>> {
        None
    }

    fn humanize_column(&self, _id: GlobalId, _column: usize) -> Option<String> {
        None
    }

    fn id_exists(&self, id: GlobalId) -> bool {
        self.names.contains_key(&id)
    }
}

/// Extends the test case syntax to support `MirScalarExpr`s
///
/// The following variants of `MirScalarExpr` have non-standard syntax:
/// Literal -> the syntax is `(ok <literal> <scalar type>)`, `<literal>`
/// or `(err <eval error> <scalar type>)`. Note that `ok` token can be omitted.
/// If `<scalar type>` is not specified, then literals will be assigned
/// default types:
/// * true/false become Bool
/// * numbers become Int64
/// * strings become String
/// * Bool for literal errors
/// Column -> the syntax is `#n`, where n is the column number.
#[derive(Default)]
pub struct MirScalarExprDeserializeContext;

impl MirScalarExprDeserializeContext {
    fn build_column(&self, token: Option<TokenTree>) -> Result<MirScalarExpr, String> {
        if let Some(TokenTree::Literal(literal)) = token {
            return Ok(MirScalarExpr::Column(
                literal
                    .to_string()
                    .parse::<usize>()
                    .map_err_to_string_with_causes()?,
            ));
        }
        Err(format!(
            "Invalid column specification {:?}",
            token.map(|token_tree| format!("`{}`", token_tree))
        ))
    }

    fn build_literal_if_able<I>(
        &self,
        first_arg: TokenTree,
        rest_of_stream: &mut I,
    ) -> Result<Option<MirScalarExpr>, String>
    where
        I: Iterator<Item = TokenTree>,
    {
        match &first_arg {
            TokenTree::Ident(i) if i.to_string().to_ascii_lowercase() == "ok" => {
                // literal definition is mandatory after OK token
                let first_arg = if let Some(first_arg) = rest_of_stream.next() {
                    first_arg
                } else {
                    return Err(format!("expected literal after Ident: `{}`", i));
                };
                match self.build_literal_ok_if_able(first_arg, rest_of_stream) {
                    Ok(Some(l)) => Ok(Some(l)),
                    _ => Err(format!("expected literal after Ident: `{}`", i)),
                }
            }
            TokenTree::Ident(i) if i.to_string().to_ascii_lowercase() == "err" => {
                let error = deserialize_generic(rest_of_stream, "EvalError")?;
                let typ: Option<ScalarType> =
                    deserialize_optional_generic(rest_of_stream, "ScalarType")?;
                Ok(Some(MirScalarExpr::literal(
                    Err(error),
                    typ.unwrap_or(ScalarType::Bool),
                )))
            }
            _ => self.build_literal_ok_if_able(first_arg, rest_of_stream),
        }
    }

    fn build_literal_ok_if_able<I>(
        &self,
        first_arg: TokenTree,
        rest_of_stream: &mut I,
    ) -> Result<Option<MirScalarExpr>, String>
    where
        I: Iterator<Item = TokenTree>,
    {
        match extract_literal_string(&first_arg, rest_of_stream)? {
            Some(litval) => {
                let littyp = get_scalar_type_or_default(&litval[..], rest_of_stream)?;
                Ok(Some(MirScalarExpr::Literal(
                    Ok(test_spec_to_row(std::iter::once((&litval[..], &littyp)))?),
                    littyp.nullable(matches!(&litval[..], "null")),
                )))
            }
            None => Ok(None),
        }
    }
}

impl TestDeserializeContext for MirScalarExprDeserializeContext {
    fn override_syntax<I>(
        &mut self,
        first_arg: TokenTree,
        rest_of_stream: &mut I,
        type_name: &str,
    ) -> Result<Option<String>, String>
    where
        I: Iterator<Item = TokenTree>,
    {
        let result = if type_name == "MirScalarExpr" {
            match first_arg {
                TokenTree::Punct(punct) if punct.as_char() == '#' => {
                    Some(self.build_column(rest_of_stream.next())?)
                }
                TokenTree::Group(_) => None,
                symbol => self.build_literal_if_able(symbol, rest_of_stream)?,
            }
        } else {
            None
        };
        match result {
            Some(result) => Ok(Some(
                serde_json::to_string(&result).map_err_to_string_with_causes()?,
            )),
            None => Ok(None),
        }
    }

    fn reverse_syntax_override(&mut self, json: &Value, type_name: &str) -> Option<String> {
        if type_name == "MirScalarExpr" {
            let map = json.as_object().unwrap();
            // Each enum instance only belows to one variant.
            assert_eq!(map.len(), 1);
            for (variant, data) in map.iter() {
                match &variant[..] {
                    "Column" => return Some(format!("#{}", data.as_u64().unwrap())),
                    "Literal" => {
                        let column_type: ColumnType =
                            serde_json::from_value(data.as_array().unwrap()[1].clone()).unwrap();
                        let obj = data.as_array().unwrap()[0].as_object().unwrap();
                        if let Some(inner_data) = obj.get("Ok") {
                            let row: Row = serde_json::from_value(inner_data.clone()).unwrap();
                            let result = format!(
                                "({} {})",
                                datum_to_test_spec(row.unpack_first()),
                                serialize::<ScalarType, _>(
                                    &serde_json::to_value(&column_type.scalar_type).unwrap(),
                                    "ScalarType",
                                    self
                                )
                            );
                            return Some(result);
                        } else if let Some(inner_data) = obj.get("Err") {
                            let result = format!(
                                "(err {} {})",
                                serialize::<EvalError, _>(inner_data, "EvalError", self),
                                serialize::<ScalarType, _>(
                                    &serde_json::to_value(&column_type.scalar_type).unwrap(),
                                    "ScalarType",
                                    self
                                ),
                            );
                            return Some(result);
                        } else {
                            unreachable!("unexpected JSON data: {:?}", obj);
                        }
                    }
                    _ => {}
                }
            }
        }
        None
    }
}

/// Extends the test case syntax to support [MirRelationExpr]s
///
/// A new context should be created for the deserialization of each
/// [MirRelationExpr] because the context stores state local to
/// each [MirRelationExpr].
///
/// Includes all the test case syntax extensions to support
/// [MirScalarExpr]s.
///
/// The following variants of [MirRelationExpr] have non-standard syntax:
/// Let -> the syntax is `(let x <value> <body>)` where x is an ident that
///        should not match any existing ident in any Let statement in
///        `<value>`.
/// Get -> the syntax is `(get x)`, where x is an ident that refers to a
///        pre-defined source or an ident defined in a let.
/// Union -> the syntax is `(union <input1> .. <inputn>)`.
/// Constant -> the syntax is
/// ```ignore
/// (constant
///    [[<row1literal1>..<row1literaln>]..[<rowiliteral1>..<rowiliteraln>]]
///    <RelationType>
/// )
/// ```
///
/// For convenience, a usize can be alternately specified as `#n`.
/// We recommend specifying a usize as `#n` instead of `n` when the usize
/// is a column reference.
pub struct MirRelationExprDeserializeContext<'a> {
    inner_ctx: MirScalarExprDeserializeContext,
    catalog: &'a TestCatalog,
    /// Tracks local references when converting spec to JSON.
    /// Tracks global references not found in the catalog when converting from
    /// JSON to spec.
    scope: Scope,
}

impl<'a> MirRelationExprDeserializeContext<'a> {
    pub fn new(catalog: &'a TestCatalog) -> Self {
        Self {
            inner_ctx: MirScalarExprDeserializeContext::default(),
            catalog,
            scope: Scope::default(),
        }
    }

    pub fn list_scope_references(&self) -> impl Iterator<Item = (&String, &RelationType)> {
        self.scope.iter()
    }

    fn build_constant<I>(&mut self, stream_iter: &mut I) -> Result<MirRelationExpr, String>
    where
        I: Iterator<Item = TokenTree>,
    {
        let raw_rows = stream_iter
            .next()
            .ok_or_else(|| "Constant is empty".to_string())?;
        // Deserialize the types of each column first
        // in order to refer to column types when constructing the `Datum`
        // objects in each row.
        let typ: RelationType = deserialize(stream_iter, "RelationType", self)?;

        let mut rows = Vec::new();
        match raw_rows {
            TokenTree::Group(group) => {
                let mut inner_iter = group.stream().into_iter();
                while let Some(token) = inner_iter.next() {
                    let row = test_spec_to_row(
                        parse_vec_of_literals(&token)?
                            .iter()
                            .zip(&typ.column_types)
                            .map(|(dat, col_typ)| (&dat[..], &col_typ.scalar_type)),
                    )?;
                    rows.push((row, 1));
                }
            }
            invalid => return Err(format!("invalid rows spec for constant `{}`", invalid)),
        };
        Ok(MirRelationExpr::Constant {
            rows: Ok(rows),
            typ,
        })
    }

    fn build_constant_err<I>(&mut self, stream_iter: &mut I) -> Result<MirRelationExpr, String>
    where
        I: Iterator<Item = TokenTree>,
    {
        let error: EvalError = deserialize(stream_iter, "EvalError", self)?;
        let typ: RelationType = deserialize(stream_iter, "RelationType", self)?;

        Ok(MirRelationExpr::Constant {
            rows: Err(error),
            typ,
        })
    }

    fn build_get(&self, token: Option<TokenTree>) -> Result<MirRelationExpr, String> {
        match token {
            Some(TokenTree::Ident(ident)) => {
                let name = ident.to_string();
                match self.scope.get(&name) {
                    Some((id, typ)) => Ok(MirRelationExpr::Get {
                        id,
                        typ,
                        access_strategy: AccessStrategy::UnknownOrLocal,
                    }),
                    None => match self.catalog.get(&name) {
                        None => Err(format!("no catalog object named {}", name)),
                        Some((id, typ)) => Ok(MirRelationExpr::Get {
                            id: Id::Global(*id),
                            typ: typ.clone(),
                            access_strategy: AccessStrategy::UnknownOrLocal,
                        }),
                    },
                }
            }
            invalid_token => Err(format!(
                "Invalid get specification {:?}",
                invalid_token.map(|token_tree| format!("`{}`", token_tree))
            )),
        }
    }

    fn build_let<I>(&mut self, stream_iter: &mut I) -> Result<MirRelationExpr, String>
    where
        I: Iterator<Item = TokenTree>,
    {
        let name = match stream_iter.next() {
            Some(TokenTree::Ident(ident)) => Ok(ident.to_string()),
            invalid_token => Err(format!(
                "Invalid let specification {:?}",
                invalid_token.map(|token_tree| format!("`{}`", token_tree))
            )),
        }?;

        let value: MirRelationExpr = deserialize(stream_iter, "MirRelationExpr", self)?;

        let (id, prev) = self.scope.insert(&name, value.typ());

        let body: MirRelationExpr = deserialize(stream_iter, "MirRelationExpr", self)?;

        if let Some((old_id, old_val)) = prev {
            self.scope.set(&name, old_id, old_val);
        } else {
            self.scope.remove(&name)
        }

        Ok(MirRelationExpr::Let {
            id,
            value: Box::new(value),
            body: Box::new(body),
        })
    }

    fn build_union<I>(&mut self, stream_iter: &mut I) -> Result<MirRelationExpr, String>
    where
        I: Iterator<Item = TokenTree>,
    {
        let mut inputs: Vec<MirRelationExpr> =
            deserialize(stream_iter, "Vec<MirRelationExpr>", self)?;
        Ok(MirRelationExpr::Union {
            base: Box::new(inputs.remove(0)),
            inputs,
        })
    }

    fn build_special_mir_if_able<I>(
        &mut self,
        first_arg: TokenTree,
        rest_of_stream: &mut I,
    ) -> Result<Option<MirRelationExpr>, String>
    where
        I: Iterator<Item = TokenTree>,
    {
        if let TokenTree::Ident(ident) = first_arg {
            return Ok(match &ident.to_string().to_lowercase()[..] {
                "constant" => Some(self.build_constant(rest_of_stream)?),
                "constant_err" => Some(self.build_constant_err(rest_of_stream)?),
                "get" => Some(self.build_get(rest_of_stream.next())?),
                "let" => Some(self.build_let(rest_of_stream)?),
                "union" => Some(self.build_union(rest_of_stream)?),
                _ => None,
            });
        }
        Ok(None)
    }
}

impl<'a> TestDeserializeContext for MirRelationExprDeserializeContext<'a> {
    fn override_syntax<I>(
        &mut self,
        first_arg: TokenTree,
        rest_of_stream: &mut I,
        type_name: &str,
    ) -> Result<Option<String>, String>
    where
        I: Iterator<Item = TokenTree>,
    {
        match self
            .inner_ctx
            .override_syntax(first_arg.clone(), rest_of_stream, type_name)?
        {
            Some(result) => Ok(Some(result)),
            None => {
                if type_name == "MirRelationExpr" {
                    if let Some(result) =
                        self.build_special_mir_if_able(first_arg, rest_of_stream)?
                    {
                        return Ok(Some(
                            serde_json::to_string(&result).map_err_to_string_with_causes()?,
                        ));
                    }
                } else if type_name == "usize" {
                    if let TokenTree::Punct(punct) = first_arg {
                        if punct.as_char() == '#' {
                            match rest_of_stream.next() {
                                Some(TokenTree::Literal(literal)) => {
                                    return Ok(Some(literal.to_string()))
                                }
                                invalid => {
                                    return Err(format!(
                                        "invalid column value {:?}",
                                        invalid.map(|token_tree| format!("`{}`", token_tree))
                                    ))
                                }
                            }
                        }
                    }
                }
                Ok(None)
            }
        }
    }

    fn reverse_syntax_override(&mut self, json: &Value, type_name: &str) -> Option<String> {
        match self.inner_ctx.reverse_syntax_override(json, type_name) {
            Some(result) => Some(result),
            None => {
                if type_name == "MirRelationExpr" {
                    let map = json.as_object().unwrap();
                    // Each enum instance only belows to one variant.
                    assert_eq!(
                        map.len(),
                        1,
                        "Multivariant instance {:?} found for MirRelationExpr",
                        map
                    );
                    for (variant, data) in map.iter() {
                        let inner_map = data.as_object().unwrap();
                        match &variant[..] {
                            "Let" => {
                                let id: LocalId =
                                    serde_json::from_value(inner_map["id"].clone()).unwrap();
                                return Some(format!(
                                    "(let {} {} {})",
                                    id,
                                    serialize::<MirRelationExpr, _>(
                                        &inner_map["value"],
                                        "MirRelationExpr",
                                        self
                                    ),
                                    serialize::<MirRelationExpr, _>(
                                        &inner_map["body"],
                                        "MirRelationExpr",
                                        self
                                    ),
                                ));
                            }
                            "Get" => {
                                let id: Id =
                                    serde_json::from_value(inner_map["id"].clone()).unwrap();
                                return Some(match id {
                                    Id::Global(global) => {
                                        match self.catalog.get_source_name(&global) {
                                            // Replace the GlobalId with the
                                            // name of the source.
                                            Some(source) => format!("(get {})", source),
                                            // Treat the GlobalId
                                            None => {
                                                let typ: RelationType = serde_json::from_value(
                                                    inner_map["typ"].clone(),
                                                )
                                                .unwrap();
                                                self.scope.insert(&id.to_string(), typ);
                                                format!("(get {})", id)
                                            }
                                        }
                                    }
                                    _ => {
                                        format!("(get {})", id)
                                    }
                                });
                            }
                            "Constant" => {
                                if let Some(row_vec) = inner_map["rows"].get("Ok") {
                                    let mut rows = Vec::new();
                                    for inner_array in row_vec.as_array().unwrap() {
                                        let row: Row =
                                            serde_json::from_value(inner_array[0].clone()).unwrap();
                                        let diff = inner_array[1].as_u64().unwrap();
                                        for _ in 0..diff {
                                            rows.push(format!(
                                                "[{}]",
                                                separated(" ", row.iter().map(datum_to_test_spec))
                                            ))
                                        }
                                    }
                                    return Some(format!(
                                        "(constant [{}] {})",
                                        separated(" ", rows),
                                        serialize::<RelationType, _>(
                                            &inner_map["typ"],
                                            "RelationType",
                                            self
                                        )
                                    ));
                                } else if let Some(inner_data) = inner_map["rows"].get("Err") {
                                    return Some(format!(
                                        "(constant_err {} {})",
                                        serialize::<EvalError, _>(inner_data, "EvalError", self),
                                        serialize::<RelationType, _>(
                                            &inner_map["typ"],
                                            "RelationType",
                                            self
                                        )
                                    ));
                                } else {
                                    unreachable!("unexpected JSON data: {:?}", inner_map);
                                }
                            }
                            "Union" => {
                                let mut inputs = inner_map["inputs"].as_array().unwrap().to_owned();
                                inputs.insert(0, inner_map["base"].clone());
                                return Some(format!(
                                    "(union {})",
                                    serialize::<Vec<MirRelationExpr>, _>(
                                        &Value::Array(inputs),
                                        "Vec<MirRelationExpr>",
                                        self
                                    )
                                ));
                            }
                            _ => {}
                        }
                    }
                }
                None
            }
        }
    }
}

/// Stores the values of `let` statements that way they can be accessed
/// in the body of the `let`.
#[derive(Debug, Default)]
struct Scope {
    objects: BTreeMap<String, (Id, RelationType)>,
    names: BTreeMap<Id, String>,
}

impl Scope {
    fn insert(&mut self, name: &str, typ: RelationType) -> (LocalId, Option<(Id, RelationType)>) {
        let old_val = self.get(name);
        let id = LocalId::new(u64::cast_from(self.objects.len()));
        self.set(name, Id::Local(id), typ);
        (id, old_val)
    }

    fn set(&mut self, name: &str, id: Id, typ: RelationType) {
        self.objects.insert(name.to_string(), (id, typ));
        self.names.insert(id, name.to_string());
    }

    fn remove(&mut self, name: &str) {
        self.objects.remove(name);
    }

    fn get(&self, name: &str) -> Option<(Id, RelationType)> {
        self.objects.get(name).cloned()
    }

    fn iter(&self) -> impl Iterator<Item = (&String, &RelationType)> {
        self.objects.iter().map(|(s, (_, typ))| (s, typ))
    }
}