---
date: '2024-12-11'
description: and concurrency control.
id: Transaction
modified: 2026-06-05 15:08:42 GMT-04:00
tags:
  - sfwr3db3
title: Transaction
created: '2024-12-11'
published: '2024-12-11'
pageLayout: default
slug: thoughts/university/twenty-four-twenty-five/sfwr-3db3/Transaction
permalink: https://aarnphm.xyz/thoughts/university/twenty-four-twenty-five/sfwr-3db3/Transaction.md
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full: https://aarnphm.xyz/llms-full.txt
---
see also [[thoughts/university/twenty-three-twenty-four/sfwr-3bb4/index|concurrency]]

> A sequence of read/write

## concurrency

inter-leaved processing: concurrent exec is _interleaved_ within a single CPU.

parallel processing: process are concurrently executed on _multiple_ CPUs.

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node[midway]{P2};\n\\draw[fill=red!30] (6,2.4) rectangle (8,3) node[midway]{P2};\n\n%------------------------------\n% Parallel Processing\n%------------------------------\n\\begin{scope}[yshift=-1cm]\n\n% Title for parallel processing\n\\node[font=\\bfseries, align=center] (parallelTitle) at (5,-3.2) {Parallel (Concurrent) Processing};\n\n% Timelines for parallel processing\n\\draw[->] (-0.5,-1) -- (10,-1) node[below]{Time};\n\\draw[->] (-0.5,-2.5) -- (10,-2.5) node[below]{Time};\n\n% Process 1 on core 1 (above the -1 line)\n\\draw[fill=blue!30] (0,-0.6) rectangle (9.5,-0.0) node[midway]{P1 running on Core 1};\n\n% Process 2 on core 2 (above the -2.5 line)\n\\draw[fill=red!30] (0,-2.1) rectangle (9.5,-1.5) node[midway]{P2 running on Core 2};\n\\end{scope}\n\n\\end{tikzpicture}\n\\end{document}"</annotation></semantics></math></span><img src="data:image/svg+xml;base64,<svg version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="312.82315pt" 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x="-57.84364318847655" font-family="serif" font-size="9" fill="black">Time</text></g> </g> </g></g> </g> <g fill="#b3b3ff"> <path d=" M 0.0 68.2864 M 0.0 68.2864 L 0.0 85.35823 L 56.90549 85.35823 L 56.90549 68.2864 Z M 56.90549 85.35823  "></path> <g transform="translate(22.99307,73.74733)"> <g stroke="#000" fill="#000"> <g stroke="none" transform="scale(-1,1) translate(-57.84364318847655,13.288223266601559) scale(-1,-1)"><g fill="#000"> <g stroke="none"> <text alignment-baseline="baseline" y="13.288223266601559" x="-57.84364318847655" font-family="serif" font-size="9" fill="black">P1</text></g> </g> </g></g> </g> </g> <g fill="#b3b3ff"> <path d=" M 113.81097 68.2864 M 113.81097 68.2864 L 113.81097 85.35823 L 170.71646 85.35823 L 170.71646 68.2864 Z M 170.71646 85.35823  "></path> <g transform="translate(136.80405,73.74733)"> <g stroke="#000" fill="#000"> <g stroke="none" transform="scale(-1,1) translate(-57.84364318847655,13.288223266601559) scale(-1,-1)"><g fill="#000"> <g 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transform="scale(-1,1) translate(-57.84364318847655,13.288223266601559) scale(-1,-1)"><g fill="#000"> <g stroke="none"> <text alignment-baseline="baseline" y="13.288223266601559" x="-57.84364318847655" font-family="serif" font-size="9" fill="black">P2</text></g> </g> </g></g> </g> </g> <g fill="#ffb3b3"> <path d=" M 170.71646 68.2864 M 170.71646 68.2864 L 170.71646 85.35823 L 227.62195 85.35823 L 227.62195 68.2864 Z M 227.62195 85.35823  "></path> <g transform="translate(193.70953,73.74733)"> <g stroke="#000" fill="#000"> <g stroke="none" transform="scale(-1,1) translate(-57.84364318847655,13.288223266601559) scale(-1,-1)"><g fill="#000"> <g stroke="none"> <text alignment-baseline="baseline" y="13.288223266601559" x="-57.84364318847655" font-family="serif" font-size="9" fill="black">P2</text></g> </g> </g></g> </g> </g> <g transform="translate(59.4607,-122.00143)"> <g stroke="#000" fill="#000"> <g stroke="none" transform="scale(-1,1) translate(-57.84364318847655,13.288223266601559) scale(-1,-1)"><g fill="#000"> <g stroke="none"> <text alignment-baseline="baseline" y="13.288223266601559" x="-57.84364318847655" font-family="serif" font-size="10" fill="black">P</text><text alignment-baseline="baseline" y="13.288223266601559" x="-50.302015304565415" font-family="serif" font-size="10" fill="black">arallel</text><text alignment-baseline="baseline" y="13.288223266601559" x="-15.698028564453121" font-family="serif" font-size="10" fill="black">(Concurren</text><text alignment-baseline="baseline" y="13.288223266601559" x="41.53087043762206" font-family="serif" font-size="10" fill="black">t)</text><text alignment-baseline="baseline" y="13.288223266601559" x="54.308580398559556" font-family="serif" font-size="10" fill="black">Pro</text><text alignment-baseline="baseline" y="13.288223266601559" x="72.9751625061035" font-family="serif" font-size="10" fill="black">cessing</text></g> </g> </g></g> </g> <path d=" M -14.22636 -56.90549 L 280.92749 -56.90549  " fill="none"></path> <g transform="translate(280.92749,-56.90549)"> <path d=" M 3.59995 0.0 C 2.53328 0.2 0.79999 0.79999 -0.4 1.49997 L -0.4 -1.49997 C 0.79999 -0.79999 2.53328 -0.2 3.59995 0.0  " stroke="none"></path>  </g> <g transform="translate(273.99106,-66.58842)"> <g stroke="#000" fill="#000"> <g stroke="none" transform="scale(-1,1) translate(-57.84364318847655,13.288223266601559) scale(-1,-1)"><g fill="#000"> <g stroke="none"> <text alignment-baseline="baseline" y="13.288223266601559" x="-57.84364318847655" font-family="serif" font-size="9" fill="black">Time</text></g> </g> </g></g> </g> <path d=" M -14.22636 -99.5846 L 280.92749 -99.5846  " fill="none"></path> <g transform="translate(280.92749,-99.5846)"> <path d=" M 3.59995 0.0 C 2.53328 0.2 0.79999 0.79999 -0.4 1.49997 L -0.4 -1.49997 C 0.79999 -0.79999 2.53328 -0.2 3.59995 0.0  " stroke="none"></path>  </g> <g transform="translate(273.99106,-109.26753)"> <g stroke="#000" fill="#000"> <g stroke="none" transform="scale(-1,1) translate(-57.84364318847655,13.288223266601559) scale(-1,-1)"><g fill="#000"> <g stroke="none"> <text alignment-baseline="baseline" y="13.288223266601559" x="-57.84364318847655" font-family="serif" font-size="9" fill="black">Time</text></g> </g> </g></g> </g> <g fill="#b3b3ff"> <path d=" M 0.0 -45.52455 M 0.0 -45.52455 L 0.0 -28.45274 L 270.30106 -28.45274 L 270.30106 -45.52455 Z M 270.30106 -28.45274  "></path> <g transform="translate(91.12688,-39.18863)"> <g stroke="#000" fill="#000"> <g stroke="none" transform="scale(-1,1) translate(-57.84364318847655,13.288223266601559) scale(-1,-1)"><g fill="#000"> <g stroke="none"> <text alignment-baseline="baseline" y="13.288223266601559" x="-57.84364318847655" font-family="serif" font-size="9" fill="black">P1</text><text alignment-baseline="baseline" y="13.288223266601559" x="-43.84095859527587" font-family="serif" font-size="9" fill="black">running</text><text alignment-baseline="baseline" y="13.288223266601559" x="-9.389790534973143" font-family="serif" font-size="9" fill="black">on</text><text alignment-baseline="baseline" y="13.288223266601559" x="3.4573469161987296" font-family="serif" font-size="9" fill="black">Core</text><text alignment-baseline="baseline" y="13.288223266601559" x="25.57873916625976" font-family="serif" font-size="9" fill="black">1</text></g> </g> </g></g> </g> </g> <g fill="#ffb3b3"> <path d=" M 0.0 -88.20367 M 0.0 -88.20367 L 0.0 -71.13185 L 270.30106 -71.13185 L 270.30106 -88.20367 Z M 270.30106 -71.13185  "></path> <g transform="translate(91.12688,-81.86775)"> <g stroke="#000" fill="#000"> <g stroke="none" transform="scale(-1,1) translate(-57.84364318847655,13.288223266601559) scale(-1,-1)"><g fill="#000"> <g stroke="none"> <text alignment-baseline="baseline" y="13.288223266601559" x="-57.84364318847655" font-family="serif" font-size="9" fill="black">P2</text><text alignment-baseline="baseline" y="13.288223266601559" x="-43.84095859527587" font-family="serif" font-size="9" fill="black">running</text><text alignment-baseline="baseline" y="13.288223266601559" x="-9.389790534973143" font-family="serif" font-size="9" fill="black">on</text><text alignment-baseline="baseline" y="13.288223266601559" x="3.4573469161987296" font-family="serif" font-size="9" fill="black">Core</text><text alignment-baseline="baseline" y="13.288223266601559" x="25.57873916625976" font-family="serif" font-size="9" fill="black">2</text></g> </g> </g></g> </g> </g> </g> </g> </g></svg>" alt="tikz diagram" loading="lazy" decoding="async"><figcaption><em>source code</em><button class="source-code-button" aria-label="copy source code for this tikz graph" title="copy source code for this tikz graph"><svg class="source-icon" xmlns="http://www.w3.org/2000/svg" width="12" height="16" viewBox="0 -4 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><use href="#code-icon"></use></svg><svg class="check-icon" xmlns="http://www.w3.org/2000/svg" width="12" height="16" viewBox="0 -4 16 16" fill="currentColor" stroke="none" stroke-width="0" stroke-linecap="round" stroke-linejoin="round"><use href="#github-check"></use></svg></button></figcaption></figure>

## ACID

- atomic: either performed in its entirety (DBMS’s responsibility)
- consistency: must take database from consistent state $X$ to $Y$
- isolation: appear as if they are being executed in <mark>isolation</mark>
- durability: changes applied must persist, even in the events of failure

## Schedule

![[thoughts/university/twenty-four-twenty-five/sfwr-3db3/venn-schedule.webp|Venn diagram for schedule]]

> \[!abstract\] definition
>
> a schedule $S$ of $n$ transaction $T_{1}, T_{2}, \ldots, T_{n}$ is an _ordering_ of operations of the transactions subject to the constrain that
>
> For all transaction $T_i$ that participates in $S$, the operations of $T_i$ in $S$ **must appear in the same order** in which they occur in $T_i$

For example:

$$
S_a: R_{1}(A),R_{2}(A),W_{1}(A),W_{2}(A),\text{Abort1},\text{Commit2};
$$

- serial schedule: _does not interleave the actions of different transactions_
- equivalent schedule: effect of executing any schedule are the same

> \[!quote\] serialisable schedule
>
> a schedule that is equvalent to some _serial execution_ of the set of _committed_ transactions

### serial

![[thoughts/university/twenty-four-twenty-five/sfwr-3db3/serial-transaction.webp]]

> \[!note\] serialisable schedule
>
> ![[thoughts/university/twenty-four-twenty-five/sfwr-3db3/serialisable-transaction.webp|Note that this is not a serial schedule, given there are interleaved operations.]]
>
> $S:R_1(A),W_1(A), R_2(A), W_2(A), R_1(B), W_1(B), R_2(B), W_2(B)$

### conflict

> \[!tip\] operations in schedule
>
> said to be in _conflict_ if they satisfy all of the following:
>
> 1. belong to <mark>different</mark> operations
> 2. access the same item $A$
> 3. at least one of the operations is a `write(A)`

| Concurrency Issue | Description                                                                           | Annotation |
| ----------------- | ------------------------------------------------------------------------------------- | ---------- |
| Dirty Read        | Reading uncommitted data                                                              | WR         |
| Unrepeatable Read | T2 changes item $A$ that was previously read by T1, while T1 is still in progress     | RW         |
| Lost Update       | T2 overwrites item $A$ while T1 is still in progress, causing T1’s changes to be lost | WW         |

#### conflict serialisable schedules

Two schedules are conflict equivalent if:

- involves the same actions of the same transaction
- every pair of conflicting actions is ordered the same way

> Schedule $S$ is _conflict serialisable_ if $S$ is conflict equivalent to some serial schedule

If two schedule $S_{1}$ and $S_{2}$ are conflict equivalent then they have the same effect $S_{1} \leftrightarrow S_{2}$ by _swapping non-conflicting ops_

Every conflict serialisable schedule is serialisable

> \[!note\] on conflict serialisable
>
> only consider **committed** transaction

### schedule with abort

![[thoughts/university/twenty-four-twenty-five/sfwr-3db3/unrecoverable-transaction.webp|Note that this schedule is unrecoverable if T2 committed]]

_However, if T2 did not commit, we abort T1 and cascade to T2_

need to avoid _cascading abort_

- if $T_i$ writes an object, then $T_j$ can read this _only after_ $T_i$ commits

### recoverable and avoid cascading aborts

**Recoverable**: a $X_\text{act}$ commits _only after_ all $X_\text{act}$ it depends on commits.

**ACA**: idea of aborting a $X_\text{act}$ can be done without cascading the abort to other $X\text{act}$

> ACA implies recoverable, <mark>not vice versa</mark>

### precedent graph test

_is a schedule conflict-serialisable?_

- build a graph of all transactions $T_i$
- Edge from $T_i$ to $T_j$ if $T_i$ comes first, and makes an action that conflicts with one of $T_j$

> if graphs has no cycle then it is **conflict-serialisable**

### strict

> if a value written by $T_i$ is not read or overwritten by another $T_j$ until $T_i$ abort/commit

Are recoverable and ACA

## Lock-based concurrency control

think of mutex or a lock mechanism to control access to a data object

> transaction _must_ release the lock

> \[!math\] 1. notation
>
> `Li(A)` means $T_i$ acquires lock for A, where as `Ui(A)` releases lock for A

| Lock Type | None | S        | X        |
| --------- | ---- | -------- | -------- |
| None      | OK   | OK       | OK       |
| S         | OK   | OK       | Conflict |
| X         | OK   | Conflict | Conflict |

_lock compatibility matrix_

overhead due to delays from blocking; minimize throughput

- use smallest sized object
- reduce time hold locks
- reduce hotspot

### shared locks

$S_T(A)$ for reading

### exclusive lock

$X_T(A)$ for write/read

### strict two phase locking (Strict 2PL)

- Each $X_\text{act}$ must obtain a <mark>S lock</mark> on object before reading, and an <mark>X lock</mark> on object before writing
- All lock held by transaction will be released when transaction is completed

> only schedule those precedence graph is acyclic

> recoverable and ACA

Example:

| T1                      | T2                           |
| ----------------------- | ---------------------------- |
| <mark>L(A);</mark>      |                              |
| R(A), W(A)              |                              |
|                         | <mark>L(A); DENIED...</mark> |
| <mark>L(B);</mark>      |                              |
| R(B), W(B)              |                              |
| <mark>U(A), U(B)</mark> |                              |
| Commit;                 |                              |
|                         | <mark>...GRANTED</mark>      |
|                         | R(A), W(A)                   |
|                         | <mark>L(B);</mark>           |
|                         | R(B), W(B)                   |
|                         | <mark>U(A), U(B)</mark>      |
|                         | Commit;                      |

> \[!note\] implication
>
> - only allow safe interleavings of transactions
> - $T_{1}$ and $T_{2}$ access different objects, then no conflict and each may proceed
> - serial action

### two phase locking (2PL)

lax version of strict 2PL, where it allow $X_\text{act}$ to release locks before the end

- <mark>a transaction cannot request additional lock once it releases any lock</mark>

> \[!note\] implication
>
> - all lock requests _must_ precede all unlock request
> - ensure _conflict serialisability_
> - two phase transaction growing phase, (or obtains lock) and shrinking phase (or release locks)

### isolation

| Isolation Level    | Description                                 |
| ------------------ | ------------------------------------------- |
| `READ UNCOMMITTED` | No read-lock                                |
| `READ COMMITTED`   | Short duration read locks                   |
| `REPEATABLE READ`  | Long duration read/lock on individual items |
| `SERIALIZABLE`     | All locks long durations                    |

### Deadlock

cycle of transactions waiting for locks to be released by each other

usually create a wait-for graph to detect cyclic actions

- wait-die: lower transactions never wait for higher priority transactions

- wound-wait: $T_i$ is higher priority than $T_j$ then $T_j$ is aborted and restarts later with same timestamp, otherwise $T_i$ waits

