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
 749
 750
 751
 752
 753
 754
 755
 756
 757
 758
 759
 760
 761
 762
 763
 764
 765
 766
 767
 768
 769
 770
 771
 772
 773
 774
 775
 776
 777
 778
 779
 780
 781
 782
 783
 784
 785
 786
 787
 788
 789
 790
 791
 792
 793
 794
 795
 796
 797
 798
 799
 800
 801
 802
 803
 804
 805
 806
 807
 808
 809
 810
 811
 812
 813
 814
 815
 816
 817
 818
 819
 820
 821
 822
 823
 824
 825
 826
 827
 828
 829
 830
 831
 832
 833
 834
 835
 836
 837
 838
 839
 840
 841
 842
 843
 844
 845
 846
 847
 848
 849
 850
 851
 852
 853
 854
 855
 856
 857
 858
 859
 860
 861
 862
 863
 864
 865
 866
 867
 868
 869
 870
 871
 872
 873
 874
 875
 876
 877
 878
 879
 880
 881
 882
 883
 884
 885
 886
 887
 888
 889
 890
 891
 892
 893
 894
 895
 896
 897
 898
 899
 900
 901
 902
 903
 904
 905
 906
 907
 908
 909
 910
 911
 912
 913
 914
 915
 916
 917
 918
 919
 920
 921
 922
 923
 924
 925
 926
 927
 928
 929
 930
 931
 932
 933
 934
 935
 936
 937
 938
 939
 940
 941
 942
 943
 944
 945
 946
 947
 948
 949
 950
 951
 952
 953
 954
 955
 956
 957
 958
 959
 960
 961
 962
 963
 964
 965
 966
 967
 968
 969
 970
 971
 972
 973
 974
 975
 976
 977
 978
 979
 980
 981
 982
 983
 984
 985
 986
 987
 988
 989
 990
 991
 992
 993
 994
 995
 996
 997
 998
 999
1000
1001
1002
1003
1004
1005
1006
1007
1008
1009
1010
1011
1012
1013
1014
1015
1016
1017
1018
1019
1020
1021
1022
1023
1024
1025
1026
1027
1028
1029
1030
1031
1032
1033
1034
1035
1036
1037
1038
1039
1040
1041
1042
1043
1044
1045
1046
1047
1048
1049
1050
1051
1052
1053
1054
1055
1056
1057
1058
1059
1060
1061
1062
1063
1064
1065
1066
1067
1068
1069
1070
1071
1072
1073
1074
1075
1076
1077
1078
1079
1080
1081
1082
1083
1084
1085
// Copyright (c) The Diem Core Contributors
// SPDX-License-Identifier: Apache-2.0

#![forbid(unsafe_code)]

//! This module implements [`JellyfishMerkleTree`] backed by storage module. The tree itself doesn't
//! persist anything, but realizes the logic of R/W only. The write path will produce all the
//! intermediate results in a batch for storage layer to commit and the read path will return
//! results directly. The public APIs are only [`new`], [`put_value_sets`], [`put_value_set`] and
//! [`get_with_proof`]. After each put with a `value_set` based on a known version, the tree will
//! return a new root hash with a [`TreeUpdateBatch`] containing all the new nodes and indices of
//! stale nodes.
//!
//! A Jellyfish Merkle Tree itself logically is a 256-bit sparse Merkle tree with an optimization
//! that any subtree containing 0 or 1 leaf node will be replaced by that leaf node or a placeholder
//! node with default hash value. With this optimization we can save CPU by avoiding hashing on
//! many sparse levels in the tree. Physically, the tree is structurally similar to the modified
//! Patricia Merkle tree of Ethereum but with some modifications. A standard Jellyfish Merkle tree
//! will look like the following figure:
//!
//! ```text
//!                                    .──────────────────────.
//!                            _.─────'                        `──────.
//!                       _.──'                                        `───.
//!                   _.─'                                                  `──.
//!               _.─'                                                          `──.
//!             ,'                                                                  `.
//!          ,─'                                                                      '─.
//!        ,'                                                                            `.
//!      ,'                                                                                `.
//!     ╱                                                                                    ╲
//!    ╱                                                                                      ╲
//!   ╱                                                                                        ╲
//!  ╱                                                                                          ╲
//! ;                                                                                            :
//! ;                                                                                            :
//!;                                                                                              :
//!│                                                                                              │
//!+──────────────────────────────────────────────────────────────────────────────────────────────+
//! .''.  .''.  .''.  .''.  .''.  .''.  .''.  .''.  .''.  .''.  .''.  .''.  .''.  .''.  .''.  .''.
//!/    \/    \/    \/    \/    \/    \/    \/    \/    \/    \/    \/    \/    \/    \/    \/    \
//!+----++----++----++----++----++----++----++----++----++----++----++----++----++----++----++----+
//! (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (
//!  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )
//! (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (
//!  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )
//! (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (
//!  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )
//! (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (
//!  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )  )
//! (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (  (
//! ■  ■  ■  ■  ■  ■  ■  ■  ■  ■  ■  ■  ■  ■  ■  ■  ■  ■  ■  ■  ■  ■  ■  ■  ■  ■  ■  ■  ■  ■  ■  ■
//! ■: the [`Value`] type this tree stores.
//! ```
//!
//! A Jellyfish Merkle Tree consists of [`InternalNode`] and [`LeafNode`]. [`InternalNode`] is like
//! branch node in ethereum patricia merkle with 16 children to represent a 4-level binary tree and
//! [`LeafNode`] is similar to that in patricia merkle too. In the above figure, each `bell` in the
//! jellyfish is an [`InternalNode`] while each tentacle is a [`LeafNode`]. It is noted that
//! Jellyfish merkle doesn't have a counterpart for `extension` node of ethereum patricia merkle.
//!
//! [`JellyfishMerkleTree`]: struct.JellyfishMerkleTree.html
//! [`new`]: struct.JellyfishMerkleTree.html#method.new
//! [`put_value_sets`]: struct.JellyfishMerkleTree.html#method.put_value_sets
//! [`put_value_set`]: struct.JellyfishMerkleTree.html#method.put_value_set
//! [`get_with_proof`]: struct.JellyfishMerkleTree.html#method.get_with_proof
//! [`TreeUpdateBatch`]: struct.TreeUpdateBatch.html
//! [`InternalNode`]: node_type/struct.InternalNode.html
//! [`LeafNode`]: node_type/struct.LeafNode.html

pub mod iterator;
#[cfg(test)]
mod jellyfish_merkle_test;
pub mod metrics;
#[cfg(any(test, feature = "fuzzing"))]
mod mock_tree_store;
pub mod node_type;
pub mod restore;
#[cfg(any(test, feature = "fuzzing"))]
pub mod test_helper;
mod tree_cache;

use anyhow::{bail, ensure, format_err, Result};
use diem_crypto::{hash::CryptoHash, HashValue};
use diem_types::{
    nibble::{
        nibble_path::{skip_common_prefix, NibbleIterator, NibblePath},
        Nibble, ROOT_NIBBLE_HEIGHT,
    },
    proof::{SparseMerkleProof, SparseMerkleRangeProof},
    transaction::Version,
};
use node_type::{Child, Children, InternalNode, LeafNode, Node, NodeKey, NodeType};
#[cfg(any(test, feature = "fuzzing"))]
use proptest::arbitrary::Arbitrary;
#[cfg(any(test, feature = "fuzzing"))]
use proptest_derive::Arbitrary;
use serde::{de::DeserializeOwned, Serialize};
use std::{
    collections::{BTreeMap, BTreeSet, HashMap},
    marker::PhantomData,
};
use thiserror::Error;
use tree_cache::TreeCache;

#[derive(Error, Debug)]
#[error("Missing state root node at version {version}, probably pruned.")]
pub struct MissingRootError {
    pub version: Version,
}

/// `TreeReader` defines the interface between
/// [`JellyfishMerkleTree`](struct.JellyfishMerkleTree.html)
/// and underlying storage holding nodes.
pub trait TreeReader<V> {
    /// Gets node given a node key. Returns error if the node does not exist.
    fn get_node(&self, node_key: &NodeKey) -> Result<Node<V>> {
        self.get_node_option(node_key)?
            .ok_or_else(|| format_err!("Missing node at {:?}.", node_key))
    }

    /// Gets node given a node key. Returns `None` if the node does not exist.
    fn get_node_option(&self, node_key: &NodeKey) -> Result<Option<Node<V>>>;

    /// Gets the rightmost leaf. Note that this assumes we are in the process of restoring the tree
    /// and all nodes are at the same version.
    fn get_rightmost_leaf(&self) -> Result<Option<(NodeKey, LeafNode<V>)>>;
}

pub trait TreeWriter<V> {
    /// Writes a node batch into storage.
    fn write_node_batch(&self, node_batch: &NodeBatch<V>) -> Result<()>;
}

/// `Value` defines the types of data that can be stored in a Jellyfish Merkle tree.
pub trait Value: Clone + CryptoHash + Serialize + DeserializeOwned {}

/// `TestValue` defines the types of data that can be stored in a Jellyfish Merkle tree and used in
/// tests.
#[cfg(any(test, feature = "fuzzing"))]
pub trait TestValue: Value + Arbitrary + std::fmt::Debug + Eq + PartialEq + 'static {}

// This crate still depends on types for a few things, therefore we implement `Value` and
// `TestValue` for `AccountStateBlob` here. Ideally the module that defines the specific value like
// `AccountStateBlob` should import the `Value` trait and implement it there.
impl Value for diem_types::account_state_blob::AccountStateBlob {}
#[cfg(any(test, feature = "fuzzing"))]
impl TestValue for diem_types::account_state_blob::AccountStateBlob {}

/// Node batch that will be written into db atomically with other batches.
pub type NodeBatch<V> = BTreeMap<NodeKey, Node<V>>;
/// [`StaleNodeIndex`](struct.StaleNodeIndex.html) batch that will be written into db atomically
/// with other batches.
pub type StaleNodeIndexBatch = BTreeSet<StaleNodeIndex>;

#[derive(Clone, Debug, Default, Eq, PartialEq)]
pub struct NodeStats {
    pub new_nodes: usize,
    pub new_leaves: usize,
    pub stale_nodes: usize,
    pub stale_leaves: usize,
}

/// Indicates a node becomes stale since `stale_since_version`.
#[derive(Clone, Debug, Eq, Hash, Ord, PartialEq, PartialOrd)]
#[cfg_attr(any(test, feature = "fuzzing"), derive(Arbitrary))]
pub struct StaleNodeIndex {
    /// The version since when the node is overwritten and becomes stale.
    pub stale_since_version: Version,
    /// The [`NodeKey`](node_type/struct.NodeKey.html) identifying the node associated with this
    /// record.
    pub node_key: NodeKey,
}

/// This is a wrapper of [`NodeBatch`](type.NodeBatch.html),
/// [`StaleNodeIndexBatch`](type.StaleNodeIndexBatch.html) and some stats of nodes that represents
/// the incremental updates of a tree and pruning indices after applying a write set,
/// which is a vector of `hashed_account_address` and `new_value` pairs.
#[derive(Clone, Debug, Default, Eq, PartialEq)]
pub struct TreeUpdateBatch<V> {
    pub node_batch: NodeBatch<V>,
    pub stale_node_index_batch: StaleNodeIndexBatch,
    pub node_stats: Vec<NodeStats>,
}

/// An iterator that iterates the index range (inclusive) of each different nibble at given
/// `nibble_idx` of all the keys in a sorted key-value pairs.
struct NibbleRangeIterator<'a, V> {
    sorted_kvs: &'a [(HashValue, V)],
    nibble_idx: usize,
    pos: usize,
}

impl<'a, V> NibbleRangeIterator<'a, V> {
    fn new(sorted_kvs: &'a [(HashValue, V)], nibble_idx: usize) -> Self {
        assert!(nibble_idx < ROOT_NIBBLE_HEIGHT);
        NibbleRangeIterator {
            sorted_kvs,
            nibble_idx,
            pos: 0,
        }
    }
}

impl<'a, V> std::iter::Iterator for NibbleRangeIterator<'a, V> {
    type Item = (usize, usize);

    fn next(&mut self) -> Option<Self::Item> {
        let left = self.pos;
        if self.pos < self.sorted_kvs.len() {
            let cur_nibble: u8 = self.sorted_kvs[left].0.nibble(self.nibble_idx);
            let (mut i, mut j) = (left, self.sorted_kvs.len() - 1);
            // Find the last index of the cur_nibble.
            while i < j {
                let mid = j - (j - i) / 2;
                if self.sorted_kvs[mid].0.nibble(self.nibble_idx) > cur_nibble {
                    j = mid - 1;
                } else {
                    i = mid;
                }
            }
            self.pos = i + 1;
            Some((left, i))
        } else {
            None
        }
    }
}

/// The Jellyfish Merkle tree data structure. See [`crate`] for description.
pub struct JellyfishMerkleTree<'a, R, V> {
    reader: &'a R,
    leaf_count_migration: bool,
    phantom_value: PhantomData<V>,
}

impl<'a, R, V> JellyfishMerkleTree<'a, R, V>
where
    R: 'a + TreeReader<V>,
    V: Value,
{
    /// Creates a `JellyfishMerkleTree` backed by the given [`TreeReader`](trait.TreeReader.html).
    #[cfg(any(test, feature = "fuzzing"))]
    pub fn new(reader: &'a R) -> Self {
        Self {
            reader,
            leaf_count_migration: true,
            phantom_value: PhantomData,
        }
    }

    pub fn new_migration(reader: &'a R, leaf_count_migration: bool) -> Self {
        Self {
            reader,
            leaf_count_migration,
            phantom_value: PhantomData,
        }
    }

    /// Get the node hash from the cache if exists, otherwise compute it.
    fn get_hash(
        node_key: &NodeKey,
        node: &Node<V>,
        hash_cache: &Option<&HashMap<NibblePath, HashValue>>,
    ) -> HashValue {
        if let Some(cache) = hash_cache {
            match cache.get(node_key.nibble_path()) {
                Some(hash) => *hash,
                None => unreachable!("{:?} can not be found in hash cache", node_key),
            }
        } else {
            node.hash()
        }
    }

    /// The batch version of `put_value_sets`.
    pub fn batch_put_value_sets(
        &self,
        value_sets: Vec<Vec<(HashValue, V)>>,
        node_hashes: Option<Vec<&HashMap<NibblePath, HashValue>>>,
        first_version: Version,
    ) -> Result<(Vec<HashValue>, TreeUpdateBatch<V>)> {
        let mut tree_cache = TreeCache::new(self.reader, first_version)?;
        let hash_sets: Vec<_> = match node_hashes {
            Some(hashes) => hashes.into_iter().map(Some).collect(),
            None => (0..value_sets.len()).map(|_| None).collect(),
        };

        for (idx, (value_set, hash_set)) in
            itertools::zip_eq(value_sets.into_iter(), hash_sets.into_iter()).enumerate()
        {
            assert!(
                !value_set.is_empty(),
                "Transactions that output empty write set should not be included.",
            );
            let version = first_version + idx as u64;
            let deduped_and_sorted_kvs = value_set
                .into_iter()
                .collect::<BTreeMap<_, _>>()
                .into_iter()
                .collect::<Vec<_>>();
            let root_node_key = tree_cache.get_root_node_key().clone();
            let (new_root_node_key, _) = self.batch_insert_at(
                root_node_key,
                version,
                deduped_and_sorted_kvs.as_slice(),
                0,
                &hash_set,
                &mut tree_cache,
            )?;
            tree_cache.set_root_node_key(new_root_node_key);

            // Freezes the current cache to make all contents in the current cache immutable.
            tree_cache.freeze();
        }

        Ok(tree_cache.into())
    }

    fn batch_insert_at(
        &self,
        mut node_key: NodeKey,
        version: Version,
        kvs: &[(HashValue, V)],
        depth: usize,
        hash_cache: &Option<&HashMap<NibblePath, HashValue>>,
        tree_cache: &mut TreeCache<R, V>,
    ) -> Result<(NodeKey, Node<V>)> {
        assert!(!kvs.is_empty());

        let node = tree_cache.get_node(&node_key)?;
        Ok(match node {
            Node::Internal(internal_node) => {
                // We always delete the existing internal node here because it will not be referenced anyway
                // since this version.
                tree_cache.delete_node(&node_key, false /* is_leaf */);

                // Reuse the current `InternalNode` in memory to create a new internal node.
                let mut children: Children = internal_node.clone().into();

                // Traverse all the path touched by `kvs` from this internal node.
                for (left, right) in NibbleRangeIterator::new(kvs, depth) {
                    // Traverse downwards from this internal node recursively by splitting the updates into
                    // each child index
                    let child_index = kvs[left].0.get_nibble(depth);

                    let (new_child_node_key, new_child_node) =
                        match internal_node.child(child_index) {
                            Some(child) => {
                                let child_node_key =
                                    node_key.gen_child_node_key(child.version, child_index);
                                self.batch_insert_at(
                                    child_node_key,
                                    version,
                                    &kvs[left..=right],
                                    depth + 1,
                                    hash_cache,
                                    tree_cache,
                                )?
                            }
                            None => {
                                let new_child_node_key =
                                    node_key.gen_child_node_key(version, child_index);
                                self.batch_create_subtree(
                                    new_child_node_key,
                                    version,
                                    &kvs[left..=right],
                                    depth + 1,
                                    hash_cache,
                                    tree_cache,
                                )?
                            }
                        };

                    children.insert(
                        child_index,
                        Child::new(
                            Self::get_hash(&new_child_node_key, &new_child_node, hash_cache),
                            version,
                            new_child_node.node_type(),
                        ),
                    );
                }
                let new_internal_node =
                    InternalNode::new_migration(children, self.leaf_count_migration);

                node_key.set_version(version);

                // Cache this new internal node.
                tree_cache.put_node(node_key.clone(), new_internal_node.clone().into())?;
                (node_key, new_internal_node.into())
            }
            Node::Leaf(leaf_node) => {
                // We are on a leaf node but trying to insert another node, so we may diverge.
                // We always delete the existing leaf node here because it will not be referenced anyway
                // since this version.
                tree_cache.delete_node(&node_key, true /* is_leaf */);
                node_key.set_version(version);
                self.batch_create_subtree_with_existing_leaf(
                    node_key, version, leaf_node, kvs, depth, hash_cache, tree_cache,
                )?
            }
            Node::Null => {
                if !node_key.nibble_path().is_empty() {
                    bail!(
                        "Null node exists for non-root node with node_key {:?}",
                        node_key
                    );
                }

                if node_key.version() == version {
                    tree_cache.delete_node(&node_key, false /* is_leaf */);
                }
                self.batch_create_subtree(
                    NodeKey::new_empty_path(version),
                    version,
                    kvs,
                    depth,
                    hash_cache,
                    tree_cache,
                )?
            }
        })
    }

    fn batch_create_subtree_with_existing_leaf(
        &self,
        node_key: NodeKey,
        version: Version,
        existing_leaf_node: LeafNode<V>,
        kvs: &[(HashValue, V)],
        depth: usize,
        hash_cache: &Option<&HashMap<NibblePath, HashValue>>,
        tree_cache: &mut TreeCache<R, V>,
    ) -> Result<(NodeKey, Node<V>)> {
        let existing_leaf_key = existing_leaf_node.account_key();

        if kvs.len() == 1 && kvs[0].0 == existing_leaf_key {
            let new_leaf_node = Node::new_leaf(existing_leaf_key, kvs[0].1.clone());
            tree_cache.put_node(node_key.clone(), new_leaf_node.clone())?;
            Ok((node_key, new_leaf_node))
        } else {
            let existing_leaf_bucket = existing_leaf_key.get_nibble(depth);
            let mut isolated_existing_leaf = true;
            let mut children = Children::new();
            for (left, right) in NibbleRangeIterator::new(kvs, depth) {
                let child_index = kvs[left].0.get_nibble(depth);
                let child_node_key = node_key.gen_child_node_key(version, child_index);
                let (new_child_node_key, new_child_node) = if existing_leaf_bucket == child_index {
                    isolated_existing_leaf = false;
                    self.batch_create_subtree_with_existing_leaf(
                        child_node_key,
                        version,
                        existing_leaf_node.clone(),
                        &kvs[left..=right],
                        depth + 1,
                        hash_cache,
                        tree_cache,
                    )?
                } else {
                    self.batch_create_subtree(
                        child_node_key,
                        version,
                        &kvs[left..=right],
                        depth + 1,
                        hash_cache,
                        tree_cache,
                    )?
                };
                children.insert(
                    child_index,
                    Child::new(
                        Self::get_hash(&new_child_node_key, &new_child_node, hash_cache),
                        version,
                        new_child_node.node_type(),
                    ),
                );
            }
            if isolated_existing_leaf {
                let existing_leaf_node_key =
                    node_key.gen_child_node_key(version, existing_leaf_bucket);
                children.insert(
                    existing_leaf_bucket,
                    Child::new(existing_leaf_node.hash(), version, NodeType::Leaf),
                );

                tree_cache.put_node(existing_leaf_node_key, existing_leaf_node.into())?;
            }

            let new_internal_node =
                InternalNode::new_migration(children, self.leaf_count_migration);

            tree_cache.put_node(node_key.clone(), new_internal_node.clone().into())?;
            Ok((node_key, new_internal_node.into()))
        }
    }

    fn batch_create_subtree(
        &self,
        node_key: NodeKey,
        version: Version,
        kvs: &[(HashValue, V)],
        depth: usize,
        hash_cache: &Option<&HashMap<NibblePath, HashValue>>,
        tree_cache: &mut TreeCache<R, V>,
    ) -> Result<(NodeKey, Node<V>)> {
        if kvs.len() == 1 {
            let new_leaf_node = Node::new_leaf(kvs[0].0, kvs[0].1.clone());
            tree_cache.put_node(node_key.clone(), new_leaf_node.clone())?;
            Ok((node_key, new_leaf_node))
        } else {
            let mut children = Children::new();
            for (left, right) in NibbleRangeIterator::new(kvs, depth) {
                let child_index = kvs[left].0.get_nibble(depth);
                let child_node_key = node_key.gen_child_node_key(version, child_index);
                let (new_child_node_key, new_child_node) = self.batch_create_subtree(
                    child_node_key,
                    version,
                    &kvs[left..=right],
                    depth + 1,
                    hash_cache,
                    tree_cache,
                )?;
                children.insert(
                    child_index,
                    Child::new(
                        Self::get_hash(&new_child_node_key, &new_child_node, hash_cache),
                        version,
                        new_child_node.node_type(),
                    ),
                );
            }
            let new_internal_node =
                InternalNode::new_migration(children, self.leaf_count_migration);

            tree_cache.put_node(node_key.clone(), new_internal_node.clone().into())?;
            Ok((node_key, new_internal_node.into()))
        }
    }

    /// This is a convenient function that calls
    /// [`put_value_sets`](struct.JellyfishMerkleTree.html#method.put_value_sets) with a single
    /// `keyed_value_set`.
    #[cfg(any(test, feature = "fuzzing"))]
    pub fn put_value_set(
        &self,
        value_set: Vec<(HashValue, V)>,
        version: Version,
    ) -> Result<(HashValue, TreeUpdateBatch<V>)> {
        let (root_hashes, tree_update_batch) =
            self.batch_put_value_sets(vec![value_set], None, version)?;
        assert_eq!(
            root_hashes.len(),
            1,
            "root_hashes must consist of a single value.",
        );
        Ok((root_hashes[0], tree_update_batch))
    }

    /// Returns the new nodes and values in a batch after applying `value_set`. For
    /// example, if after transaction `T_i` the committed state of tree in the persistent storage
    /// looks like the following structure:
    ///
    /// ```text
    ///              S_i
    ///             /   \
    ///            .     .
    ///           .       .
    ///          /         \
    ///         o           x
    ///        / \
    ///       A   B
    ///        storage (disk)
    /// ```
    ///
    /// where `A` and `B` denote the states of two adjacent accounts, and `x` is a sibling subtree
    /// of the path from root to A and B in the tree. Then a `value_set` produced by the next
    /// transaction `T_{i+1}` modifies other accounts `C` and `D` exist in the subtree under `x`, a
    /// new partial tree will be constructed in memory and the structure will be:
    ///
    /// ```text
    ///                 S_i      |      S_{i+1}
    ///                /   \     |     /       \
    ///               .     .    |    .         .
    ///              .       .   |   .           .
    ///             /         \  |  /             \
    ///            /           x | /               x'
    ///           o<-------------+-               / \
    ///          / \             |               C   D
    ///         A   B            |
    ///           storage (disk) |    cache (memory)
    /// ```
    ///
    /// With this design, we are able to query the global state in persistent storage and
    /// generate the proposed tree delta based on a specific root hash and `value_set`. For
    /// example, if we want to execute another transaction `T_{i+1}'`, we can use the tree `S_i` in
    /// storage and apply the `value_set` of transaction `T_{i+1}`. Then if the storage commits
    /// the returned batch, the state `S_{i+1}` is ready to be read from the tree by calling
    /// [`get_with_proof`](struct.JellyfishMerkleTree.html#method.get_with_proof). Anything inside
    /// the batch is not reachable from public interfaces before being committed.
    pub fn put_value_sets(
        &self,
        value_sets: Vec<Vec<(HashValue, V)>>,
        first_version: Version,
    ) -> Result<(Vec<HashValue>, TreeUpdateBatch<V>)> {
        let mut tree_cache = TreeCache::new(self.reader, first_version)?;
        for (idx, value_set) in value_sets.into_iter().enumerate() {
            assert!(
                !value_set.is_empty(),
                "Transactions that output empty write set should not be included.",
            );
            let version = first_version + idx as u64;
            value_set
                .into_iter()
                .try_for_each(|(key, value)| self.put(key, value, version, &mut tree_cache))?;
            // Freezes the current cache to make all contents in the current cache immutable.
            tree_cache.freeze();
        }

        Ok(tree_cache.into())
    }

    fn put(
        &self,
        key: HashValue,
        value: V,
        version: Version,
        tree_cache: &mut TreeCache<R, V>,
    ) -> Result<()> {
        let nibble_path = NibblePath::new(key.to_vec());

        // Get the root node. If this is the first operation, it would get the root node from the
        // underlying db. Otherwise it most likely would come from `cache`.
        let root_node_key = tree_cache.get_root_node_key();
        let mut nibble_iter = nibble_path.nibbles();

        // Start insertion from the root node.
        let (new_root_node_key, _) = self.insert_at(
            root_node_key.clone(),
            version,
            &mut nibble_iter,
            value,
            tree_cache,
        )?;

        tree_cache.set_root_node_key(new_root_node_key);
        Ok(())
    }

    /// Helper function for recursive insertion into the subtree that starts from the current
    /// [`NodeKey`](node_type/struct.NodeKey.html). Returns the newly inserted node.
    /// It is safe to use recursion here because the max depth is limited by the key length which
    /// for this tree is the length of the hash of account addresses.
    fn insert_at(
        &self,
        node_key: NodeKey,
        version: Version,
        nibble_iter: &mut NibbleIterator,
        value: V,
        tree_cache: &mut TreeCache<R, V>,
    ) -> Result<(NodeKey, Node<V>)> {
        let node = tree_cache.get_node(&node_key)?;
        match node {
            Node::Internal(internal_node) => self.insert_at_internal_node(
                node_key,
                internal_node,
                version,
                nibble_iter,
                value,
                tree_cache,
            ),
            Node::Leaf(leaf_node) => self.insert_at_leaf_node(
                node_key,
                leaf_node,
                version,
                nibble_iter,
                value,
                tree_cache,
            ),
            Node::Null => {
                if !node_key.nibble_path().is_empty() {
                    bail!(
                        "Null node exists for non-root node with node_key {:?}",
                        node_key
                    );
                }
                // delete the old null node if the at the same version.
                if node_key.version() == version {
                    tree_cache.delete_node(&node_key, false /* is_leaf */);
                }
                Self::create_leaf_node(
                    NodeKey::new_empty_path(version),
                    nibble_iter,
                    value,
                    tree_cache,
                )
            }
        }
    }

    /// Helper function for recursive insertion into the subtree that starts from the current
    /// `internal_node`. Returns the newly inserted node with its
    /// [`NodeKey`](node_type/struct.NodeKey.html).
    fn insert_at_internal_node(
        &self,
        mut node_key: NodeKey,
        internal_node: InternalNode,
        version: Version,
        nibble_iter: &mut NibbleIterator,
        value: V,
        tree_cache: &mut TreeCache<R, V>,
    ) -> Result<(NodeKey, Node<V>)> {
        // We always delete the existing internal node here because it will not be referenced anyway
        // since this version.
        tree_cache.delete_node(&node_key, false /* is_leaf */);

        // Find the next node to visit following the next nibble as index.
        let child_index = nibble_iter.next().expect("Ran out of nibbles");

        // Traverse downwards from this internal node recursively to get the `node_key` of the child
        // node at `child_index`.
        let (_, new_child_node) = match internal_node.child(child_index) {
            Some(child) => {
                let child_node_key = node_key.gen_child_node_key(child.version, child_index);
                self.insert_at(child_node_key, version, nibble_iter, value, tree_cache)?
            }
            None => {
                let new_child_node_key = node_key.gen_child_node_key(version, child_index);
                Self::create_leaf_node(new_child_node_key, nibble_iter, value, tree_cache)?
            }
        };

        // Reuse the current `InternalNode` in memory to create a new internal node.
        let mut children: Children = internal_node.into();
        children.insert(
            child_index,
            Child::new(new_child_node.hash(), version, new_child_node.node_type()),
        );
        let new_internal_node = InternalNode::new_migration(children, self.leaf_count_migration);

        node_key.set_version(version);

        // Cache this new internal node.
        tree_cache.put_node(node_key.clone(), new_internal_node.clone().into())?;
        Ok((node_key, new_internal_node.into()))
    }

    /// Helper function for recursive insertion into the subtree that starts from the
    /// `existing_leaf_node`. Returns the newly inserted node with its
    /// [`NodeKey`](node_type/struct.NodeKey.html).
    fn insert_at_leaf_node(
        &self,
        mut node_key: NodeKey,
        existing_leaf_node: LeafNode<V>,
        version: Version,
        nibble_iter: &mut NibbleIterator,
        value: V,
        tree_cache: &mut TreeCache<R, V>,
    ) -> Result<(NodeKey, Node<V>)> {
        // We are on a leaf node but trying to insert another node, so we may diverge.
        // We always delete the existing leaf node here because it will not be referenced anyway
        // since this version.
        tree_cache.delete_node(&node_key, true /* is_leaf */);

        // 1. Make sure that the existing leaf nibble_path has the same prefix as the already
        // visited part of the nibble iter of the incoming key and advances the existing leaf
        // nibble iterator by the length of that prefix.
        let mut visited_nibble_iter = nibble_iter.visited_nibbles();
        let existing_leaf_nibble_path = NibblePath::new(existing_leaf_node.account_key().to_vec());
        let mut existing_leaf_nibble_iter = existing_leaf_nibble_path.nibbles();
        skip_common_prefix(&mut visited_nibble_iter, &mut existing_leaf_nibble_iter);

        // TODO(lightmark): Change this to corrupted error.
        assert!(
            visited_nibble_iter.is_finished(),
            "Leaf nodes failed to share the same visited nibbles before index {}",
            existing_leaf_nibble_iter.visited_nibbles().num_nibbles()
        );

        // 2. Determine the extra part of the common prefix that extends from the position where
        // step 1 ends between this leaf node and the incoming key.
        let mut existing_leaf_nibble_iter_below_internal =
            existing_leaf_nibble_iter.remaining_nibbles();
        let num_common_nibbles_below_internal =
            skip_common_prefix(nibble_iter, &mut existing_leaf_nibble_iter_below_internal);
        let mut common_nibble_path = nibble_iter.visited_nibbles().collect::<NibblePath>();

        // 2.1. Both are finished. That means the incoming key already exists in the tree and we
        // just need to update its value.
        if nibble_iter.is_finished() {
            assert!(existing_leaf_nibble_iter_below_internal.is_finished());
            // The new leaf node will have the same nibble_path with a new version as node_key.
            node_key.set_version(version);
            // Create the new leaf node with the same address but the new value.
            return Self::create_leaf_node(node_key, nibble_iter, value, tree_cache);
        }

        // 2.2. both are unfinished(They have keys with same length so it's impossible to have one
        // finished and the other not). This means the incoming key forks at some point between the
        // position where step 1 ends and the last nibble, inclusive. Then create a seris of
        // internal nodes the number of which equals to the length of the extra part of the
        // common prefix in step 2, a new leaf node for the incoming key, and update the
        // [`NodeKey`] of existing leaf node. We create new internal nodes in a bottom-up
        // order.
        let existing_leaf_index = existing_leaf_nibble_iter_below_internal
            .next()
            .expect("Ran out of nibbles");
        let new_leaf_index = nibble_iter.next().expect("Ran out of nibbles");
        assert_ne!(existing_leaf_index, new_leaf_index);

        let mut children = Children::new();
        children.insert(
            existing_leaf_index,
            Child::new(existing_leaf_node.hash(), version, NodeType::Leaf),
        );
        node_key = NodeKey::new(version, common_nibble_path.clone());
        tree_cache.put_node(
            node_key.gen_child_node_key(version, existing_leaf_index),
            existing_leaf_node.into(),
        )?;

        let (_, new_leaf_node) = Self::create_leaf_node(
            node_key.gen_child_node_key(version, new_leaf_index),
            nibble_iter,
            value,
            tree_cache,
        )?;
        children.insert(
            new_leaf_index,
            Child::new(new_leaf_node.hash(), version, NodeType::Leaf),
        );

        let internal_node = InternalNode::new_migration(children, self.leaf_count_migration);
        let mut next_internal_node: Node<V> = internal_node.clone().into();
        tree_cache.put_node(node_key.clone(), internal_node.into())?;

        for _i in 0..num_common_nibbles_below_internal {
            let nibble = common_nibble_path
                .pop()
                .expect("Common nibble_path below internal node ran out of nibble");
            node_key = NodeKey::new(version, common_nibble_path.clone());
            let mut children = Children::new();
            children.insert(
                nibble,
                Child::new(
                    next_internal_node.hash(),
                    version,
                    next_internal_node.node_type(),
                ),
            );
            let internal_node = InternalNode::new_migration(children, self.leaf_count_migration);
            next_internal_node = internal_node.clone().into();
            tree_cache.put_node(node_key.clone(), internal_node.into())?;
        }

        Ok((node_key, next_internal_node))
    }

    /// Helper function for creating leaf nodes. Returns the newly created leaf node.
    fn create_leaf_node(
        node_key: NodeKey,
        nibble_iter: &NibbleIterator,
        value: V,
        tree_cache: &mut TreeCache<R, V>,
    ) -> Result<(NodeKey, Node<V>)> {
        // Get the underlying bytes of nibble_iter which must be a key, i.e., hashed account address
        // with `HashValue::LENGTH` bytes.
        let new_leaf_node = Node::new_leaf(
            HashValue::from_slice(nibble_iter.get_nibble_path().bytes())
                .expect("LeafNode must have full nibble path."),
            value,
        );

        tree_cache.put_node(node_key.clone(), new_leaf_node.clone())?;
        Ok((node_key, new_leaf_node))
    }

    /// Returns the value (if applicable) and the corresponding merkle proof.
    pub fn get_with_proof(
        &self,
        key: HashValue,
        version: Version,
    ) -> Result<(Option<V>, SparseMerkleProof<V>)> {
        // Empty tree just returns proof with no sibling hash.
        let mut next_node_key = NodeKey::new_empty_path(version);
        let mut siblings = vec![];
        let nibble_path = NibblePath::new(key.to_vec());
        let mut nibble_iter = nibble_path.nibbles();

        // We limit the number of loops here deliberately to avoid potential cyclic graph bugs
        // in the tree structure.
        for nibble_depth in 0..=ROOT_NIBBLE_HEIGHT {
            let next_node = self.reader.get_node(&next_node_key).map_err(|err| {
                if nibble_depth == 0 {
                    MissingRootError { version }.into()
                } else {
                    err
                }
            })?;
            match next_node {
                Node::Internal(internal_node) => {
                    let queried_child_index = nibble_iter
                        .next()
                        .ok_or_else(|| format_err!("ran out of nibbles"))?;
                    let (child_node_key, mut siblings_in_internal) =
                        internal_node.get_child_with_siblings(&next_node_key, queried_child_index);
                    siblings.append(&mut siblings_in_internal);
                    next_node_key = match child_node_key {
                        Some(node_key) => node_key,
                        None => {
                            return Ok((
                                None,
                                SparseMerkleProof::new(None, {
                                    siblings.reverse();
                                    siblings
                                }),
                            ))
                        }
                    };
                }
                Node::Leaf(leaf_node) => {
                    return Ok((
                        if leaf_node.account_key() == key {
                            Some(leaf_node.value().clone())
                        } else {
                            None
                        },
                        SparseMerkleProof::new(Some(leaf_node.into()), {
                            siblings.reverse();
                            siblings
                        }),
                    ));
                }
                Node::Null => {
                    if nibble_depth == 0 {
                        return Ok((None, SparseMerkleProof::new(None, vec![])));
                    } else {
                        bail!(
                            "Non-root null node exists with node key {:?}",
                            next_node_key
                        );
                    }
                }
            }
        }
        bail!("Jellyfish Merkle tree has cyclic graph inside.");
    }

    /// Gets the proof that shows a list of keys up to `rightmost_key_to_prove` exist at `version`.
    pub fn get_range_proof(
        &self,
        rightmost_key_to_prove: HashValue,
        version: Version,
    ) -> Result<SparseMerkleRangeProof> {
        let (account, proof) = self.get_with_proof(rightmost_key_to_prove, version)?;
        ensure!(account.is_some(), "rightmost_key_to_prove must exist.");

        let siblings = proof
            .siblings()
            .iter()
            .rev()
            .zip(rightmost_key_to_prove.iter_bits())
            .filter_map(|(sibling, bit)| {
                // We only need to keep the siblings on the right.
                if !bit {
                    Some(*sibling)
                } else {
                    None
                }
            })
            .rev()
            .collect();
        Ok(SparseMerkleRangeProof::new(siblings))
    }

    #[cfg(test)]
    pub fn get(&self, key: HashValue, version: Version) -> Result<Option<V>> {
        Ok(self.get_with_proof(key, version)?.0)
    }

    fn get_root_node(&self, version: Version) -> Result<Node<V>> {
        self.get_root_node_option(version)?
            .ok_or_else(|| format_err!("Root node not found for version {}.", version))
    }

    fn get_root_node_option(&self, version: Version) -> Result<Option<Node<V>>> {
        let root_node_key = NodeKey::new_empty_path(version);
        self.reader.get_node_option(&root_node_key)
    }

    pub fn get_root_hash(&self, version: Version) -> Result<HashValue> {
        self.get_root_node(version).map(|n| n.hash())
    }

    pub fn get_root_hash_option(&self, version: Version) -> Result<Option<HashValue>> {
        Ok(self.get_root_node_option(version)?.map(|n| n.hash()))
    }

    pub fn get_leaf_count(&self, version: Version) -> Result<Option<usize>> {
        if self.leaf_count_migration {
            self.get_root_node(version).map(|n| n.leaf_count())
        } else {
            // When all children of an internal node are leaves, the leaf count is accessible
            // even if the migration haven't started. In fact, in such a case, there's no difference
            // in the old and new serialization format. Forcing it None here just to make the tests
            // straightforward.
            Ok(None)
        }
    }
}

trait NibbleExt {
    fn get_nibble(&self, index: usize) -> Nibble;
    fn common_prefix_nibbles_len(&self, other: HashValue) -> usize;
}

impl NibbleExt for HashValue {
    /// Returns the `index`-th nibble.
    fn get_nibble(&self, index: usize) -> Nibble {
        mirai_annotations::precondition!(index < HashValue::LENGTH);
        Nibble::from(if index % 2 == 0 {
            self[index / 2] >> 4
        } else {
            self[index / 2] & 0x0F
        })
    }

    /// Returns the length of common prefix of `self` and `other` in nibbles.
    fn common_prefix_nibbles_len(&self, other: HashValue) -> usize {
        self.common_prefix_bits_len(other) / 4
    }
}

#[cfg(test)]
mod test {
    use super::NibbleExt;
    use diem_crypto::hash::{HashValue, TestOnlyHash};
    use diem_types::nibble::Nibble;

    #[test]
    fn test_common_prefix_nibbles_len() {
        {
            let hash1 = b"hello".test_only_hash();
            let hash2 = b"HELLO".test_only_hash();
            assert_eq!(hash1[0], 0b0011_0011);
            assert_eq!(hash2[0], 0b1011_1000);
            assert_eq!(hash1.common_prefix_nibbles_len(hash2), 0);
        }
        {
            let hash1 = b"hello".test_only_hash();
            let hash2 = b"world".test_only_hash();
            assert_eq!(hash1[0], 0b0011_0011);
            assert_eq!(hash2[0], 0b0100_0010);
            assert_eq!(hash1.common_prefix_nibbles_len(hash2), 0);
        }
        {
            let hash1 = b"hello".test_only_hash();
            let hash2 = b"100011001000".test_only_hash();
            assert_eq!(hash1[0], 0b0011_0011);
            assert_eq!(hash2[0], 0b0011_0011);
            assert_eq!(hash1[1], 0b0011_1000);
            assert_eq!(hash2[1], 0b0010_0010);
            assert_eq!(hash1.common_prefix_nibbles_len(hash2), 2);
        }
        {
            let hash1 = b"hello".test_only_hash();
            let hash2 = b"hello".test_only_hash();
            assert_eq!(
                hash1.common_prefix_nibbles_len(hash2),
                HashValue::LENGTH * 2
            );
        }
    }

    #[test]
    fn test_get_nibble() {
        let hash = b"hello".test_only_hash();
        assert_eq!(hash.get_nibble(0), Nibble::from(3));
        assert_eq!(hash.get_nibble(1), Nibble::from(3));
        assert_eq!(hash.get_nibble(2), Nibble::from(3));
        assert_eq!(hash.get_nibble(3), Nibble::from(8));
        assert_eq!(hash.get_nibble(62), Nibble::from(9));
        assert_eq!(hash.get_nibble(63), Nibble::from(2));
    }
}