From 0ce52cde658a9b91b69519ddb838bd7c4b6babf0 Mon Sep 17 00:00:00 2001 From: "Edward A. Lee" Date: Sun, 24 Sep 2023 19:10:00 +0200 Subject: [PATCH 1/6] Added illustrations of the CAL theorem --- examples/C/src/distributed/CAL.lf | 81 +++++++++++++++++ .../C/src/distributed/CALDecentralized.lf | 86 ++++++++++++++++++ examples/C/src/distributed/README.md | 17 +++- examples/C/src/distributed/img/CAL.png | Bin 0 -> 461762 bytes .../src/distributed/img/CALDecentralized.png | Bin 0 -> 471991 bytes 5 files changed, 180 insertions(+), 4 deletions(-) create mode 100644 examples/C/src/distributed/CAL.lf create mode 100644 examples/C/src/distributed/CALDecentralized.lf create mode 100644 examples/C/src/distributed/img/CAL.png create mode 100644 examples/C/src/distributed/img/CALDecentralized.png diff --git a/examples/C/src/distributed/CAL.lf b/examples/C/src/distributed/CAL.lf new file mode 100644 index 00000000..0de974cf --- /dev/null +++ b/examples/C/src/distributed/CAL.lf @@ -0,0 +1,81 @@ +/** + * This program illustrates how relaxing consistency improves availability, as predicted by the CAL + * Theorem reported in the following paper: + * + * Edward A. Lee, Ravi Akella, Soroush Bateni, Shaokai Lin, Marten Lohstroh, Christian Menard. + * "Consistency vs. Availability in Distributed Cyber-Physical Systems". ACM Transactions on + * Embedded Computing Systems (TECS), September 2023. https://dl.acm.org/doi/10.1145/3609119 + * + * This program has two `Sense` sources of events, `s1` and `s2`, with periods 500ms and 1s + * respectively. The `s1` output is processed by the `Process` reactor, which takes at least 35ms to + * process the data (emulated by sleeping). As a consequence of this processing latency, were it not + * for the 200ms `after` delay, the 30ms deadline of the `Actuate` reactor would be violated every + * time. The deadline is on the second reaction, which cannot be invoked before the first reaction + * when both reactions are enabled. + * + * The deadline is an availability requirement, the `after` delay is a tolerance for inconsistency, + * and the 35ms processing time is a latency. As long as the actual latency is not greater than the + * 200ms tolerance for inconsistency plus the 30ms tolerance for unavailability, then availability + * requirement will be met. + * + * Removing or reducing the after delay strengthens consistency but causes deadline violations. + * + * This program uses centralized coordination, so if the processing latency plus communication + * latency exceeds the 200ms tolerance for inconsistency and the 30ms tolerance for unavailability + * (the deadline), then the coordinator will preserve consistency at the expense of availability. + * + * @author Edward A. Lee + */ +target C { + coordination: centralized +} + +preamble {= + #include "platform.h" +=} + +reactor Sense(period: time = 500 ms) { + state count: int = 1 + output out: int + timer t(period, period) + + reaction(t) -> out {= + lf_set(out, self->count++); + =} +} + +reactor Process { + input in: int + output out: int + + reaction(in) -> out {= + lf_sleep(MSEC(35)); + lf_set(out, in->value * 2); + =} +} + +reactor Actuate { + input in1: int + input in2: int + + reaction(in1) {= + printf(PRINTF_TIME ": Received %d\n", lf_time_logical_elapsed(), in1->value); + =} + + reaction(in2) {= + printf(PRINTF_TIME ": Second input: %d\n", lf_time_logical_elapsed(), in2->value); + =} deadline(30 ms) {= + printf(PRINTF_TIME ": Second input: %d ", lf_time_logical_elapsed(), in2->value); + printf("PANIC! Deadline violated!\n"); + =} +} + +federated reactor { + s1 = new Sense(period = 500 ms) + s2 = new Sense(period = 1 s) + c1 = new Process() + a = new Actuate() + s1.out -> c1.in + c1.out -> a.in1 after 200 ms + s2.out -> a.in2 +} diff --git a/examples/C/src/distributed/CALDecentralized.lf b/examples/C/src/distributed/CALDecentralized.lf new file mode 100644 index 00000000..e967452b --- /dev/null +++ b/examples/C/src/distributed/CALDecentralized.lf @@ -0,0 +1,86 @@ +/** + * This program illustrates how relaxing consistency improves availability, as predicted by the CAL + * Theorem reported in the following paper: + * + * Edward A. Lee, Ravi Akella, Soroush Bateni, Shaokai Lin, Marten Lohstroh, Christian Menard. + * "Consistency vs. Availability in Distributed Cyber-Physical Systems". ACM Transactions on + * Embedded Computing Systems (TECS), September 2023. https://dl.acm.org/doi/10.1145/3609119 + * + * This program has two `Sense` sources of events, `s1` and `s2`, with periods 500ms and 1s + * respectively. The `s1` output is processed by the `Process` reactor, which takes at least 35ms to + * process the data (emulated by sleeping). As a consequence of this processing delay, were it not + * for the 200ms `after` delay, the 30ms deadline of the `Actuate` reactor would be violated every + * time. The deadline is on the second reaction, which cannot be invoked before the first reaction + * when both reactions are enabled. + * + * The deadline is an availability requirement, the `after` delay is a tolerance for inconsistency, + * and the 35ms processing time is a latency. As long as the actual latency is not greater than the + * 200ms tolerance for inconsistency plus the 30ms tolerance for unavailability, then availability + * requirement will be met. + * + * Removing or reducing the after delay strengthens consistency but causes deadline violations. + * + * This program uses decentralized coordination, so if the processing latency plus communication + * latency exceeds the 200ms tolerance for inconsistency plus the 30ms tolerance for unavailability + * (the deadline), then the coordinator will preserve availability at the expense of consistency. If + * you remove the 200ms `after` delay, however, then you will need to increase the STP offset in the + * `Actuate` reactor to get proper decentralized control. Any number significantly larger than the + * 35ms processing latency should be sufficient to prevent STP violations. + * + * @author Edward A. Lee + */ +target C { + coordination: decentralized +} + +preamble {= + #include "platform.h" +=} + +reactor Sense(period: time = 500 ms) { + state count: int = 1 + output out: int + timer t(period, period) + + reaction(t) -> out {= + lf_set(out, self->count++); + =} +} + +reactor Process { + input in: int + output out: int + + reaction(in) -> out {= + lf_sleep(MSEC(35)); + lf_set(out, in->value * 2); + =} +} + +reactor Actuate { + input in1: int + input in2: int + + reaction(in1) {= + printf(PRINTF_TIME ": Received %d\n", lf_time_logical_elapsed(), in1->value); + =} STP(10 ms) {= + printf(PRINTF_TIME ": STP violation! Received %d\n", lf_time_logical_elapsed(), in1->value); + =} + + reaction(in2) {= + printf(PRINTF_TIME ": Second input: %d\n", lf_time_logical_elapsed(), in2->value); + =} deadline(30 ms) {= + printf(PRINTF_TIME ": Second input: %d ", lf_time_logical_elapsed(), in2->value); + printf("PANIC! Deadline violated!\n"); + =} +} + +federated reactor { + s1 = new Sense(period = 500 ms) + s2 = new Sense(period = 1 s) + c1 = new Process() + a = new Actuate() + s1.out -> c1.in + c1.out -> a.in1 after 200 ms + s2.out -> a.in2 +} diff --git a/examples/C/src/distributed/README.md b/examples/C/src/distributed/README.md index 231e385a..1ec4196a 100644 --- a/examples/C/src/distributed/README.md +++ b/examples/C/src/distributed/README.md @@ -15,23 +15,32 @@ To run these programs, you are required to first [install the RTI](https://www.l HelloWorld HelloWorld.lf : A MessageGenerator produces a string and sends it over a network connection to a PrintMessage reactor that prints the message. + HelloWorldAfter HelloWorldAfter.lf : A variant with a logical time delay on the connection. - + HelloWorldDecentralized HelloWorldDecentralized.lf : A variant that uses decentralized coordination, which relies and clock synchronization. This version uses an **after** delay. - + HelloWorldDecentralizedSTP HelloWorldDecentralizedSTP.lf : A decentralized variant that uses a safe-to-process (STP) offset instead of an **after** delay. - + HelloWorldPhysical HelloWorldPhysical.lf : A variant with physical connection. - + HelloWorldPhysicalAfter HelloWorldPhysicalAfter.lf : A variant with a physical connection and an **after** delay. + + CAL + CAL.lf : An illustration of the fundamental tradeoff between consistency, availability, and latency, using centralized control. + + + CALDecentralized + CALDecentralized.lf : An illustration of the fundamental tradeoff between consistency, availability, and latency, using decentralized control. + diff --git a/examples/C/src/distributed/img/CAL.png b/examples/C/src/distributed/img/CAL.png new file mode 100644 index 0000000000000000000000000000000000000000..72cc21ec42c8c373a2cf9bea7f8f06f6493862fb GIT binary patch literal 461762 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zvNe{VZ>9|PfI8WIRmqy?J9JZmILlX^x*EES-v8R_jv4rpC)6w453FA8&~5oPbxD(T zpk7j$`22y`109&l{ejGuyD03?<+pUCXH$R83hzJ}eBf3G@2(nZy2KH6(GCI7K3trm z56^5+TNc{sHuksonIx{k+SQ)6`$# zY%FVBm(4~Xu)jv`w^jQFMCC_)kgBT}X;lY!Nz6nrVaEuEa<9dB zj??}>5DSK7G@=4O6^HckY2^1;r=dNtDXL`9nG Date: Mon, 25 Sep 2023 07:20:10 +0200 Subject: [PATCH 2/6] Elaborated explanation --- examples/C/src/distributed/CALDecentralized.lf | 11 +++++++---- 1 file changed, 7 insertions(+), 4 deletions(-) diff --git a/examples/C/src/distributed/CALDecentralized.lf b/examples/C/src/distributed/CALDecentralized.lf index e967452b..3b82103e 100644 --- a/examples/C/src/distributed/CALDecentralized.lf +++ b/examples/C/src/distributed/CALDecentralized.lf @@ -22,10 +22,13 @@ * * This program uses decentralized coordination, so if the processing latency plus communication * latency exceeds the 200ms tolerance for inconsistency plus the 30ms tolerance for unavailability - * (the deadline), then the coordinator will preserve availability at the expense of consistency. If - * you remove the 200ms `after` delay, however, then you will need to increase the STP offset in the - * `Actuate` reactor to get proper decentralized control. Any number significantly larger than the - * 35ms processing latency should be sufficient to prevent STP violations. + * (the deadline), then the coordinator can preserve availability at the expense of consistency. + * However, in order to do that, you need to adjust the STP offset, which corresponds to the + * processing offset in the CAL theorem. If you remove the 200ms `after` delay, you will need to + * increase the STP offset in the `Actuate` reactor to get proper decentralized control. Any number + * significantly larger than the 35ms processing latency should be sufficient to prevent STP + * violations, but such a number will result in a deadline violation. Setting a lower number + * prevents the deadline violation, but at the cost of getting consistency violations. * * @author Edward A. Lee */ From 953d18f779b671595d59f35c82a701a8c2114a3b Mon Sep 17 00:00:00 2001 From: "Edward A. Lee" Date: Mon, 25 Sep 2023 07:32:28 +0200 Subject: [PATCH 3/6] Fine tune wording --- examples/C/src/distributed/README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/examples/C/src/distributed/README.md b/examples/C/src/distributed/README.md index 1ec4196a..0b93e042 100644 --- a/examples/C/src/distributed/README.md +++ b/examples/C/src/distributed/README.md @@ -37,10 +37,10 @@ To run these programs, you are required to first [install the RTI](https://www.l CAL - CAL.lf : An illustration of the fundamental tradeoff between consistency, availability, and latency, using centralized control. + CAL.lf : An illustration of the fundamental tradeoff between consistency, availability, and latency, using centralized coordination. CALDecentralized - CALDecentralized.lf : An illustration of the fundamental tradeoff between consistency, availability, and latency, using decentralized control. + CALDecentralized.lf : An illustration of the fundamental tradeoff between consistency, availability, and latency, using decentralized coordination. From 78c4313666f086a7d6b1670a821cf25603529a69 Mon Sep 17 00:00:00 2001 From: Marten Lohstroh Date: Sun, 24 Sep 2023 23:35:33 -0700 Subject: [PATCH 4/6] Update README.md Fixed typo. --- examples/C/src/distributed/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/C/src/distributed/README.md b/examples/C/src/distributed/README.md index 0b93e042..102059fd 100644 --- a/examples/C/src/distributed/README.md +++ b/examples/C/src/distributed/README.md @@ -1,6 +1,6 @@ # Distributed Lingua Franca -When intead of a **main reactor** you defined a **federated reactor**, a Lingua Franca program gets divided into multiple programs that execute as separate processes and can execute on different machines. The coordination and communication is automatically generated to preserve LF semantics so that the programs will logically the same as a non-federated program. See [Distributed Execution documentation](https://www.lf-lang.org/docs/handbook/distributed-execution?target=c) for more details. +When intead of a **main reactor** you defined a **federated reactor**, a Lingua Franca program gets divided into multiple programs that execute as separate processes and can execute on different machines. The coordination and communication is automatically generated to preserve LF semantics so that the programs will logically behave the same as a non-federated program. See [Distributed Execution documentation](https://www.lf-lang.org/docs/handbook/distributed-execution?target=c) for more details. This directory includes a series of very simple "Hello World" examples. From bfd12f7f004a7a9f814ca5d08db206e04d38af37 Mon Sep 17 00:00:00 2001 From: "Edward A. Lee" Date: Mon, 25 Sep 2023 16:20:45 +0200 Subject: [PATCH 5/6] Better terminology --- examples/C/src/distributed/CALDecentralized.lf | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/C/src/distributed/CALDecentralized.lf b/examples/C/src/distributed/CALDecentralized.lf index 3b82103e..dcb9eca7 100644 --- a/examples/C/src/distributed/CALDecentralized.lf +++ b/examples/C/src/distributed/CALDecentralized.lf @@ -67,7 +67,7 @@ reactor Actuate { reaction(in1) {= printf(PRINTF_TIME ": Received %d\n", lf_time_logical_elapsed(), in1->value); =} STP(10 ms) {= - printf(PRINTF_TIME ": STP violation! Received %d\n", lf_time_logical_elapsed(), in1->value); + printf(PRINTF_TIME ": Consistency violation! Received %d\n", lf_time_logical_elapsed(), in1->value); =} reaction(in2) {= From ca455e1a5a2ccbf38cb2617151a525747f804a43 Mon Sep 17 00:00:00 2001 From: "Edward A. Lee" Date: Thu, 5 Oct 2023 12:36:13 -0700 Subject: [PATCH 6/6] Respond to review plus some other tuning --- examples/C/src/distributed/CAL.lf | 42 ++++++----- .../C/src/distributed/CALDecentralized.lf | 74 +++++++------------ 2 files changed, 49 insertions(+), 67 deletions(-) diff --git a/examples/C/src/distributed/CAL.lf b/examples/C/src/distributed/CAL.lf index 0de974cf..b9d14712 100644 --- a/examples/C/src/distributed/CAL.lf +++ b/examples/C/src/distributed/CAL.lf @@ -6,73 +6,77 @@ * "Consistency vs. Availability in Distributed Cyber-Physical Systems". ACM Transactions on * Embedded Computing Systems (TECS), September 2023. https://dl.acm.org/doi/10.1145/3609119 * - * This program has two `Sense` sources of events, `s1` and `s2`, with periods 500ms and 1s - * respectively. The `s1` output is processed by the `Process` reactor, which takes at least 35ms to - * process the data (emulated by sleeping). As a consequence of this processing latency, were it not - * for the 200ms `after` delay, the 30ms deadline of the `Actuate` reactor would be violated every - * time. The deadline is on the second reaction, which cannot be invoked before the first reaction - * when both reactions are enabled. + * This program has two `Sense` sources of events, `s1` and `s2` with identical periods of 1s. The + * `s1` output is processed by the `Process` reactor, which takes at least 35ms to process the data + * (emulated by sleeping). As a consequence of this processing latency, were it not for the 200ms + * `after` delay, the 30ms deadline of the `Actuate` reactor would be violated every time. The + * deadline is on the second reaction, which cannot be invoked before the first reaction when both + * reactions are enabled. * * The deadline is an availability requirement, the `after` delay is a tolerance for inconsistency, - * and the 35ms processing time is a latency. As long as the actual latency is not greater than the - * 200ms tolerance for inconsistency plus the 30ms tolerance for unavailability, then availability - * requirement will be met. + * and the 35ms processing time is a latency (The C A L in CAL). As long as the actual latency is + * not greater than the 200ms tolerance for inconsistency plus the 30ms tolerance for + * unavailability, then availability requirement will be met. * * Removing or reducing the after delay strengthens consistency but causes deadline violations. * * This program uses centralized coordination, so if the processing latency plus communication * latency exceeds the 200ms tolerance for inconsistency and the 30ms tolerance for unavailability * (the deadline), then the coordinator will preserve consistency at the expense of availability. + * I.e., the deadline will be violated. * * @author Edward A. Lee */ target C { - coordination: centralized + timeout: 5 s } preamble {= #include "platform.h" =} -reactor Sense(period: time = 500 ms) { +// Produce a counting sequence starting with 1. +reactor Sense(period: time = 1 s) { state count: int = 1 output out: int - timer t(period, period) + timer t(0, period) reaction(t) -> out {= lf_set(out, self->count++); =} } +// Pass the input unchanged to the output, but take a long time to do it. reactor Process { input in: int output out: int reaction(in) -> out {= lf_sleep(MSEC(35)); - lf_set(out, in->value * 2); + lf_set(out, in->value); =} } +// Report the inputs. reactor Actuate { input in1: int input in2: int reaction(in1) {= - printf(PRINTF_TIME ": Received %d\n", lf_time_logical_elapsed(), in1->value); + lf_print(PRINTF_TIME ": Received on in1: %d", lf_time_logical_elapsed(), in1->value); =} reaction(in2) {= - printf(PRINTF_TIME ": Second input: %d\n", lf_time_logical_elapsed(), in2->value); + lf_print(PRINTF_TIME ": Received on in2: %d", lf_time_logical_elapsed(), in2->value); =} deadline(30 ms) {= - printf(PRINTF_TIME ": Second input: %d ", lf_time_logical_elapsed(), in2->value); - printf("PANIC! Deadline violated!\n"); + lf_print(PRINTF_TIME ": Received on in2: %d", lf_time_logical_elapsed(), in2->value); + lf_print(" *** PANIC! Deadline violated!"); =} } federated reactor { - s1 = new Sense(period = 500 ms) - s2 = new Sense(period = 1 s) + s1 = new Sense() + s2 = new Sense() c1 = new Process() a = new Actuate() s1.out -> c1.in diff --git a/examples/C/src/distributed/CALDecentralized.lf b/examples/C/src/distributed/CALDecentralized.lf index dcb9eca7..b68ff979 100644 --- a/examples/C/src/distributed/CALDecentralized.lf +++ b/examples/C/src/distributed/CALDecentralized.lf @@ -6,82 +6,60 @@ * "Consistency vs. Availability in Distributed Cyber-Physical Systems". ACM Transactions on * Embedded Computing Systems (TECS), September 2023. https://dl.acm.org/doi/10.1145/3609119 * - * This program has two `Sense` sources of events, `s1` and `s2`, with periods 500ms and 1s - * respectively. The `s1` output is processed by the `Process` reactor, which takes at least 35ms to - * process the data (emulated by sleeping). As a consequence of this processing delay, were it not - * for the 200ms `after` delay, the 30ms deadline of the `Actuate` reactor would be violated every - * time. The deadline is on the second reaction, which cannot be invoked before the first reaction - * when both reactions are enabled. - * - * The deadline is an availability requirement, the `after` delay is a tolerance for inconsistency, - * and the 35ms processing time is a latency. As long as the actual latency is not greater than the - * 200ms tolerance for inconsistency plus the 30ms tolerance for unavailability, then availability - * requirement will be met. + * This program is just like CAL.lf except that it uses decentralized coordination. * * Removing or reducing the after delay strengthens consistency but causes deadline violations. * * This program uses decentralized coordination, so if the processing latency plus communication * latency exceeds the 200ms tolerance for inconsistency plus the 30ms tolerance for unavailability - * (the deadline), then the coordinator can preserve availability at the expense of consistency. + * (the deadline), then the system can only preserve availability at the expense of consistency. * However, in order to do that, you need to adjust the STP offset, which corresponds to the * processing offset in the CAL theorem. If you remove the 200ms `after` delay, you will need to - * increase the STP offset in the `Actuate` reactor to get proper decentralized control. Any number - * significantly larger than the 35ms processing latency should be sufficient to prevent STP - * violations, but such a number will result in a deadline violation. Setting a lower number - * prevents the deadline violation, but at the cost of getting consistency violations. + * increase the STP offset in the `Actuate` reactor to ensure that it does not prematurely assume + * the inputs are absent. Any number significantly larger than the 35ms processing latency should be + * sufficient to prevent STP violations, but such a number will result in a deadline violation. + * Setting a lower number prevents the deadline violation, but at the cost of getting consistency + * violations. It is also possible to get _both_ deadline and consistency violations. * * @author Edward A. Lee */ target C { - coordination: decentralized + coordination: decentralized, + timeout: 5 s } -preamble {= - #include "platform.h" -=} - -reactor Sense(period: time = 500 ms) { - state count: int = 1 - output out: int - timer t(period, period) +import Sense, Process from "CAL.lf" - reaction(t) -> out {= - lf_set(out, self->count++); - =} -} - -reactor Process { - input in: int - output out: int - - reaction(in) -> out {= - lf_sleep(MSEC(35)); - lf_set(out, in->value * 2); - =} +// Override the base class to provide an STP offset. +reactor ProcessFed(STP_offset: time = 10 ms) extends Process { } -reactor Actuate { +// Report inputs received. +// STP_offset parameter is needed to ensure receiving the last input at time 5s. +// This has to be less than the deadline or the deadline will always be violated. +reactor Actuate(STP_offset: time = 20 ms) { input in1: int input in2: int reaction(in1) {= - printf(PRINTF_TIME ": Received %d\n", lf_time_logical_elapsed(), in1->value); - =} STP(10 ms) {= - printf(PRINTF_TIME ": Consistency violation! Received %d\n", lf_time_logical_elapsed(), in1->value); + lf_print(PRINTF_TIME ": Received on in1: %d", lf_time_logical_elapsed(), in1->value); + =} STP(0) {= + // No _additional_ STP offset is needed here. + lf_print(PRINTF_TIME ": Consistency violation! Received %d", lf_time_logical_elapsed(), in1->value); =} reaction(in2) {= - printf(PRINTF_TIME ": Second input: %d\n", lf_time_logical_elapsed(), in2->value); + lf_print(PRINTF_TIME ": Received on in2: %d", lf_time_logical_elapsed(), in2->value); =} deadline(30 ms) {= - printf(PRINTF_TIME ": Second input: %d ", lf_time_logical_elapsed(), in2->value); - printf("PANIC! Deadline violated!\n"); + lf_print(PRINTF_TIME ": Received on in2: %d", lf_time_logical_elapsed(), in2->value); + lf_print(" *** PANIC! Deadline violated!"); =} } federated reactor { - s1 = new Sense(period = 500 ms) - s2 = new Sense(period = 1 s) - c1 = new Process() + s1 = new Sense() + s2 = new Sense() + c1 = new ProcessFed() a = new Actuate() s1.out -> c1.in c1.out -> a.in1 after 200 ms

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