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-rw-r--r--.gitignore5
-rw-r--r--README.md138
-rw-r--r--http_server/LICENSE674
-rw-r--r--http_server/README.md0
-rw-r--r--http_server/pyproject.toml7
-rw-r--r--http_server/requirements.txt25
-rw-r--r--http_server/src/http_server/__init__.py0
-rw-r--r--http_server/src/http_server/__main__.py33
-rw-r--r--http_server/src/http_server/__pycache__/__main__.cpython-314.pycbin0 -> 1792 bytes
-rw-r--r--opendc-common/src/main/java/org/opendc/common/ProtobufMetrics.java161
-rw-r--r--opendc-common/src/main/kotlin/org/opendc/common/annotations/Endpoint.kt6
-rw-r--r--opendc-common/src/main/kotlin/org/opendc/common/api/AssetsController.kt72
-rw-r--r--opendc-common/src/main/kotlin/org/opendc/common/api/ResourceController.kt30
-rw-r--r--opendc-common/src/main/kotlin/org/opendc/common/utils/HTTPClient.kt19
-rw-r--r--opendc-common/src/main/kotlin/org/opendc/common/utils/JavalinRunner.kt33
-rw-r--r--opendc-common/src/main/kotlin/org/opendc/common/utils/PostgresqlDB.kt52
-rw-r--r--opendc-common/src/main/kotlin/org/opendc/common/utils/Redis.kt43
-rw-r--r--opendc-common/src/main/resources/schema.proto4
-rw-r--r--opendc-common/src/main/resources/subscriber.toml3
-rw-r--r--opendc-compute/opendc-compute-failure/src/main/kotlin/org/opendc/compute/failure/models/TraceBasedFailureModel.kt4
-rw-r--r--opendc-compute/opendc-compute-simulator/src/main/kotlin/org/opendc/compute/simulator/scheduler/ComputeSchedulers.kt6
-rw-r--r--opendc-compute/opendc-compute-simulator/src/main/kotlin/org/opendc/compute/simulator/scheduler/SmartScheduler.kt179
-rw-r--r--opendc-compute/opendc-compute-simulator/src/main/kotlin/org/opendc/compute/simulator/telemetry/KafkaComputeMonitor.kt3
-rw-r--r--opendc-experiments/opendc-experiments-base/src/main/kotlin/org/opendc/experiments/base/experiment/specs/ExperimentSpec.kt7
-rw-r--r--opendc-experiments/opendc-experiments-base/src/main/kotlin/org/opendc/experiments/base/experiment/specs/allocation/AllocationPolicySpec.kt6
-rw-r--r--opendc-experiments/opendc-experiments-base/src/main/kotlin/org/opendc/experiments/base/runner/ExperimentCli.kt19
-rw-r--r--opendc-experiments/opendc-experiments-base/src/main/kotlin/org/opendc/experiments/base/runner/ExperimentListener.kt19
-rw-r--r--output/greenifier-demo-scaling/raw-output/0/seed=0/host.parquetbin1948702 -> 0 bytes
-rw-r--r--output/greenifier-demo-scaling/raw-output/0/seed=0/powerSource.parquetbin11532 -> 0 bytes
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-rw-r--r--output/greenifier-demo-scaling/trackr.json20
-rw-r--r--python_scripts/LICENSE674
-rw-r--r--python_scripts/README.md0
-rw-r--r--python_scripts/output.txt386
-rw-r--r--python_scripts/pyproject.toml7
-rw-r--r--python_scripts/requirements.txt25
-rw-r--r--python_scripts/src/python_scripts/__init__.py0
-rw-r--r--python_scripts/src/python_scripts/__main__.py152
-rw-r--r--python_scripts/src/python_scripts/__pycache__/__main__.cpython-314.pycbin0 -> 6500 bytes
-rw-r--r--python_scripts/src/python_scripts/__pycache__/module2.cpython-314.pycbin0 -> 1964 bytes
-rw-r--r--python_scripts/src/python_scripts/__pycache__/threshold_based.cpython-314.pycbin0 -> 1683 bytes
-rw-r--r--python_scripts/src/python_scripts/module2.old44
-rw-r--r--python_scripts/src/python_scripts/resources/Skype06Exp/battery.parquet (renamed from output/greenifier-demo-scaling/raw-output/0/seed=0/battery.parquet)bin364 -> 364 bytes
-rw-r--r--python_scripts/src/python_scripts/resources/Skype06Exp/host.parquetbin0 -> 1954533 bytes
-rw-r--r--python_scripts/src/python_scripts/resources/Skype06Exp/powerSource.parquetbin0 -> 11535 bytes
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-rw-r--r--python_scripts/src/python_scripts/resources/Skype06Gam/battery.parquetbin0 -> 364 bytes
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-rw-r--r--python_scripts/src/python_scripts/resources/Skype06LogN/battery.parquetbin0 -> 364 bytes
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-rw-r--r--python_scripts/src/python_scripts/resources/Skype06Wbl/battery.parquetbin0 -> 364 bytes
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-rw-r--r--python_scripts/src/python_scripts/resources/prefabs_old/battery.parquetbin0 -> 364 bytes
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-rw-r--r--python_scripts/src/python_scripts/resources/prefabs_old/readme.txt7
-rw-r--r--python_scripts/src/python_scripts/resources/prefabs_old/service.parquetbin0 -> 4853 bytes
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-rw-r--r--python_scripts/src/python_scripts/threshold_based.py34
-rw-r--r--resources/experiments/experiment_failures.json26
-rwxr-xr-xresources/failures/Facebook_user_reported.parquetbin0 -> 10663 bytes
-rwxr-xr-xresources/failures/Gmail_user_reported.parquetbin0 -> 4602 bytes
-rwxr-xr-xresources/failures/Skype_user_reported.parquetbin0 -> 3557 bytes
-rwxr-xr-xresources/failures/Twitter_user_reported.parquetbin0 -> 9046 bytes
-rwxr-xr-xresources/failures/Whatsapp_user_reported.parquetbin0 -> 5202 bytes
-rwxr-xr-xresources/failures/YouTube_user_reported.parquetbin0 -> 11050 bytes
-rwxr-xr-xshell_scripts/kafka_connect.sh4
-rw-r--r--shell_scripts/readme.md13
80 files changed, 2560 insertions, 386 deletions
diff --git a/.gitignore b/.gitignore
index b67e5a4e..d1955b7c 100644
--- a/.gitignore
+++ b/.gitignore
@@ -129,3 +129,8 @@ opendc-experiments/opendc-experiments-m3sa/src/test/resources/outputs/*
opendc-experiments/opendc-experiments-m3sa/src/test/resources/outputs
opendc-experiments/opendc-experiments-m3sa/analysis.txt
opendc-experiments/opendc-experiments-m3sa/src/test/resources/outputs/analysis.txt
+
+# Results and output files
+results/*
+output/*
+
diff --git a/README.md b/README.md
index da82da32..70232004 100644
--- a/README.md
+++ b/README.md
@@ -1,39 +1,129 @@
-<a href="https://opendc.org/">
- <img src="https://opendc.org/img/logo.svg" alt="OpenDC logo" title="OpenDC" align="right" height="100" />
-</a>
+## _Sunfish_: Enabling Predictive Analytics for Datacenters Through Digital Twinning
-# OpenDC
+_Sunfish_ is a system that creates the pipeline between the Datacenter and its Digital Twin.
-Collaborative Datacenter Simulation and Exploration for Everybody
+## Dependencies
-[![MIT License](https://img.shields.io/badge/License-MIT-green.svg)](/LICENSE.txt)
-[![Documentation](https://img.shields.io/badge/docs-master-green.svg)](https://opendc.org/learn/category/documentation)
-[![GitHub release](https://img.shields.io/github/v/release/atlarge-research/opendc?include_prereleases)](https://github.com/atlarge-research/opendc/releases)
-[![Build](https://github.com/atlarge-research/opendc/actions/workflows/build.yml/badge.svg)](https://github.com/atlarge-research/opendc/actions/workflows/build.yml)
+_Sunfish_ is not a monolithic program. The entire ecosystem consists of:
------
+1. [OpenDC](https://opendc.org) version 2.4
+2. [Confluent Kafka](https://docs.confluent.io/kafka/overview.html) confluent version v4.39.0
+3. [PostgreSQL](https://www.postgresql.org/) version 18.4
+4. [Redis](https://redis.io/) version 9.1.1
+5. [Grafana](https://grafana.com/) version 13.1.0
-This repository is the home of the OpenDC project, a free and open-source platform for cloud datacenter simulation.
+Be aware the project will only work with this OpenDC (_i.e.,_ in this repository) as there are hidden Maven dependencies.
-## Latest Release
+## Schema Registry
+The Confluent ecosystem contains the Schema Registry, which enables seamless schema of the data interchange formats.
+_Sunfish_ uses ProtoBuf (see `schema.proto`) file.
+Each change to the `schema.proto` file must be updated with:
+```bash
+cd resources/experiments/
+protoc --java_out=/home/matt/git/opendc/opendc-common/src/main/java/ schema.proto
+curl -X DELETE http://localhost:8081/subjects/postgres-topic-value
+```
-All releases of OpenDC can be found [here](https://github.com/atlarge-research/opendc/releases).
-The latest release will be marked _latest_.
+## Confluent Configuration
+First, see https://www.confluent.io/installation/.
+Confluent JDBC sink and source (includes Postgres connector) files:
+https://www.confluent.io/hub/confluentinc/kafka-connect-jdbc
-## Documentation
+By default, the Kafka topic is named `postgres_topic`.
-You can find the OpenDC documentation [on the website](https://opendc.org).
-The documentation is divided into several sections:
+The scripts to start the Confluent Kafka (assuming installation in `opt/confluent`) instance are listed below. First, start Kafka Connect:
-* [Getting Started](https://opendc.org/learn/category/getting-started)
-* [Tutorials](https://opendc.org/learn/category/tutorials)
-* [Where to Get Support](https://opendc.org/community/support)
-* [Contributing Guide](https://opendc.org/community/contributing)
+```
+/opt/confluent/bin/connect-standalone \
+/opt/confluent/etc/kafka/connect-standalone.properties \
+/opt/confluent/share/confluent-common/connectors/sink-jdbc.properties \
+/opt/confluent/share/confluent-common/connectors/sink-redis.properties
+```
-You find information about the research projects and publications related to OpenDC in the [research section](https://opendc.org/research/publications).
+Then, format Kafka Storage:
-The source code for the website is located in the [gh-pages branch](https://github.com/atlarge-research/opendc/tree/gh-pages).
-Push to that branch to update the website.
+```
+/opt/confluent/bin/kafka-storage format -t \
+2vi2WtHxQAOPyXb1Bj1Jvw -c /opt/confluent/etc/kafka/server.properties \
+--standalone > /dev/null 2>&1; echo 0
+```
+
+Afterwards, start Kafka Broker:
+
+```
+/opt/confluent/bin/kafka-server-start /opt/confluent/etc/kafka/server.properties
+```
+
+Then create a new Kafka Topic (_e.g.,_ "posgres-topic"):
+
+```
+kafka-topics --bootstrap-server localhost:9092 --partitions 1 --replication-factor 1
+```
+
+Lastly, run the Schema Registry:
+```
+/opt/confluent/bin/schema-registry-start \
+/opt/confluent/etc/schema-registry/schema-registry.properties
+```
+
+At this point, ensure PostgreSQL, Redis and Grafana are up and running on the system, on their default port configurations.
+To see metrics flow seamlessly into PostgreSQL, once can run the following command (_i.e.,_ assuming the database name is "opendc"):
+
+```
+sudo su postgres; psql -d opendc
+```
+
+Additionally, to interact with the Redis cache, we suggest to use the excellent redis-cli tool:
+
+```
+redis-cli -h localhost -p 6379
+```
+
+The following commands can be used to list the contents of the cache (_i.e.,_ assuming stream name "postgres_topic"), and to clear the cache respectively:
+
+```
+XRANGE postgres_topic - +
+XTRIM postgres_topic MAXLEN 0
+```
+
+For the predictive analytics in our implementation it is useful to create a separate consumer group:
+
+```
+XGROUP CREATE mystream mygroup 0
+```
+
+Lastly, each time you change the database schema, you must run (_i.e.,_ assuming `schema.proto` lives in `resources/experiments`):
+
+```
+cd resources/experiments/;
+protoc --java_out=/home/matt/git/opendc/opendc-common/src/main/java/ schema.proto
+```
+
+_Sunfish_ acts as the digital twin and the modified OpenDC (this repository) acts as the physical datacenter.
+Both contain modifications.
+Additionally: create a `.venv` in `python_scripts` and `http_server` and install all the dependencies.
+Then, run respectively the HTTP Server and the Python Scripts.
+Afterwards, start IntellijIDEA in this repository and run some experiments.
+
+## Useful commands
+
+To access a certain PostgreSQL database _e.g.,_ called "opendc":
+`psql -d opendc`
+
+This command selects everything from the topic which Kafka writes to.
+`SELECT * FROM postgres_topic;`
+
+Connect to Redis server via an excellent command-line tool:
+`redis-cli -h localhost -p 6379`
+Very useful tutorial https://redis.io/docs/latest/develop/data-types/streams/
+See also https://redis.io/docs/latest/develop/tools/cli/
+
+The below command returns all items in the Redis stream
+`XRANGE postgres_topic - +`
+`XTRIM postgres_topic MAXLEN 0`
+
+To create a group for consumers to read from stream:
+`XGROUP CREATE mystream mygroup 0`
## Contributing
diff --git a/http_server/LICENSE b/http_server/LICENSE
new file mode 100644
index 00000000..f288702d
--- /dev/null
+++ b/http_server/LICENSE
@@ -0,0 +1,674 @@
+ GNU GENERAL PUBLIC LICENSE
+ Version 3, 29 June 2007
+
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+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
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+ 9. Acceptance Not Required for Having Copies.
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+ 11. Patents.
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+
+ Nothing in this License shall be construed as excluding or limiting
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+
+ 12. No Surrender of Others' Freedom.
+
+ If conditions are imposed on you (whether by court order, agreement or
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+License would be to refrain entirely from conveying the Program.
+
+ 13. Use with the GNU Affero General Public License.
+
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+
+ 14. Revised Versions of this License.
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+be similar in spirit to the present version, but may differ in detail to
+address new problems or concerns.
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+
+ 15. Disclaimer of Warranty.
+
+ THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY
+APPLICABLE LAW. EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT
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+ 16. Limitation of Liability.
+
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+EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF
+SUCH DAMAGES.
+
+ 17. Interpretation of Sections 15 and 16.
+
+ If the disclaimer of warranty and limitation of liability provided
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+reviewing courts shall apply local law that most closely approximates
+an absolute waiver of all civil liability in connection with the
+Program, unless a warranty or assumption of liability accompanies a
+copy of the Program in return for a fee.
+
+ END OF TERMS AND CONDITIONS
+
+ How to Apply These Terms to Your New Programs
+
+ If you develop a new program, and you want it to be of the greatest
+possible use to the public, the best way to achieve this is to make it
+free software which everyone can redistribute and change under these terms.
+
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+to attach them to the start of each source file to most effectively
+state the exclusion of warranty; and each file should have at least
+the "copyright" line and a pointer to where the full notice is found.
+
+ <one line to give the program's name and a brief idea of what it does.>
+ Copyright (C) <year> <name of author>
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU General Public License as published by
+ the Free Software Foundation, either version 3 of the License, or
+ (at your option) any later version.
+
+ This program is distributed in the hope that it will be useful,
+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+ GNU General Public License for more details.
+
+ You should have received a copy of the GNU General Public License
+ along with this program. If not, see <https://www.gnu.org/licenses/>.
+
+Also add information on how to contact you by electronic and paper mail.
+
+ If the program does terminal interaction, make it output a short
+notice like this when it starts in an interactive mode:
+
+ <program> Copyright (C) <year> <name of author>
+ This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'.
+ This is free software, and you are welcome to redistribute it
+ under certain conditions; type `show c' for details.
+
+The hypothetical commands `show w' and `show c' should show the appropriate
+parts of the General Public License. Of course, your program's commands
+might be different; for a GUI interface, you would use an "about box".
+
+ You should also get your employer (if you work as a programmer) or school,
+if any, to sign a "copyright disclaimer" for the program, if necessary.
+For more information on this, and how to apply and follow the GNU GPL, see
+<https://www.gnu.org/licenses/>.
+
+ The GNU General Public License does not permit incorporating your program
+into proprietary programs. If your program is a subroutine library, you
+may consider it more useful to permit linking proprietary applications with
+the library. If this is what you want to do, use the GNU Lesser General
+Public License instead of this License. But first, please read
+<https://www.gnu.org/licenses/why-not-lgpl.html>.
diff --git a/http_server/README.md b/http_server/README.md
new file mode 100644
index 00000000..e69de29b
--- /dev/null
+++ b/http_server/README.md
diff --git a/http_server/pyproject.toml b/http_server/pyproject.toml
new file mode 100644
index 00000000..22dbb379
--- /dev/null
+++ b/http_server/pyproject.toml
@@ -0,0 +1,7 @@
+[project]
+name = "http_server"
+version = "0.1"
+dynamic = ["version"]
+description = "My Python HTTP server"
+readme = "README.md"
+license = "GPL-3.0-or-later"
diff --git a/http_server/requirements.txt b/http_server/requirements.txt
new file mode 100644
index 00000000..812865e8
--- /dev/null
+++ b/http_server/requirements.txt
@@ -0,0 +1,25 @@
+annotated-doc==0.0.4
+annotated-types==0.7.0
+anyio==4.14.0
+certifi==2026.6.17
+charset-normalizer==3.4.7
+click==8.4.1
+fastapi==0.137.2
+h11==0.16.0
+idna==3.18
+numpy==2.5.0
+pandas==3.0.3
+pyarrow==24.0.0
+pydantic==2.13.4
+pydantic_core==2.46.4
+python-dateutil==2.9.0.post0
+redis==8.0.0
+redis-streams==0.3.0
+requests==2.34.2
+six==1.17.0
+starlette==1.3.1
+tabulate==0.10.0
+typing-inspection==0.4.2
+typing_extensions==4.15.0
+urllib3==2.7.0
+uvicorn==0.49.0
diff --git a/http_server/src/http_server/__init__.py b/http_server/src/http_server/__init__.py
new file mode 100644
index 00000000..e69de29b
--- /dev/null
+++ b/http_server/src/http_server/__init__.py
diff --git a/http_server/src/http_server/__main__.py b/http_server/src/http_server/__main__.py
new file mode 100644
index 00000000..fe32b0f2
--- /dev/null
+++ b/http_server/src/http_server/__main__.py
@@ -0,0 +1,33 @@
+import uvicorn
+import queue
+from fastapi import FastAPI
+from pydantic import BaseModel
+
+PORT = 1234
+HOST = "localhost"
+APP = FastAPI()
+
+q = queue.Queue()
+
+
+class Item(BaseModel):
+ Name: str
+ Type: str
+ Timestamp: str
+
+
+@APP.get("/insight")
+def read_assets():
+ if q.empty():
+ return
+ return q.get_nowait()
+
+
+@APP.post("/insight")
+def post_assets(item: Item):
+ q.put(item)
+ return item
+
+
+if __name__ == "__main__":
+ uvicorn.run(APP, host=HOST, port=PORT)
diff --git a/http_server/src/http_server/__pycache__/__main__.cpython-314.pyc b/http_server/src/http_server/__pycache__/__main__.cpython-314.pyc
new file mode 100644
index 00000000..55032434
--- /dev/null
+++ b/http_server/src/http_server/__pycache__/__main__.cpython-314.pyc
Binary files differ
diff --git a/opendc-common/src/main/java/org/opendc/common/ProtobufMetrics.java b/opendc-common/src/main/java/org/opendc/common/ProtobufMetrics.java
index c0f15f63..b65155ca 100644
--- a/opendc-common/src/main/java/org/opendc/common/ProtobufMetrics.java
+++ b/opendc-common/src/main/java/org/opendc/common/ProtobufMetrics.java
@@ -71,6 +71,18 @@ public final class ProtobufMetrics extends com.google.protobuf.GeneratedFile {
* @return The energyusage.
*/
double getEnergyusage();
+
+ /**
+ * <code>double uptime = 6;</code>
+ * @return The uptime.
+ */
+ double getUptime();
+
+ /**
+ * <code>double downtime = 7;</code>
+ * @return The downtime.
+ */
+ double getDowntime();
}
/**
* Protobuf type {@code proto.ProtoExport}
@@ -227,6 +239,28 @@ public final class ProtobufMetrics extends com.google.protobuf.GeneratedFile {
return energyusage_;
}
+ public static final int UPTIME_FIELD_NUMBER = 6;
+ private double uptime_ = 0D;
+ /**
+ * <code>double uptime = 6;</code>
+ * @return The uptime.
+ */
+ @java.lang.Override
+ public double getUptime() {
+ return uptime_;
+ }
+
+ public static final int DOWNTIME_FIELD_NUMBER = 7;
+ private double downtime_ = 0D;
+ /**
+ * <code>double downtime = 7;</code>
+ * @return The downtime.
+ */
+ @java.lang.Override
+ public double getDowntime() {
+ return downtime_;
+ }
+
private byte memoizedIsInitialized = -1;
@java.lang.Override
public final boolean isInitialized() {
@@ -256,6 +290,12 @@ public final class ProtobufMetrics extends com.google.protobuf.GeneratedFile {
if (java.lang.Double.doubleToRawLongBits(energyusage_) != 0) {
output.writeDouble(5, energyusage_);
}
+ if (java.lang.Double.doubleToRawLongBits(uptime_) != 0) {
+ output.writeDouble(6, uptime_);
+ }
+ if (java.lang.Double.doubleToRawLongBits(downtime_) != 0) {
+ output.writeDouble(7, downtime_);
+ }
getUnknownFields().writeTo(output);
}
private int computeSerializedSize_0() {
@@ -278,6 +318,14 @@ public final class ProtobufMetrics extends com.google.protobuf.GeneratedFile {
size += com.google.protobuf.CodedOutputStream
.computeDoubleSize(5, energyusage_);
}
+ if (java.lang.Double.doubleToRawLongBits(uptime_) != 0) {
+ size += com.google.protobuf.CodedOutputStream
+ .computeDoubleSize(6, uptime_);
+ }
+ if (java.lang.Double.doubleToRawLongBits(downtime_) != 0) {
+ size += com.google.protobuf.CodedOutputStream
+ .computeDoubleSize(7, downtime_);
+ }
return size;
}
@java.lang.Override
@@ -314,6 +362,12 @@ public final class ProtobufMetrics extends com.google.protobuf.GeneratedFile {
if (java.lang.Double.doubleToLongBits(getEnergyusage())
!= java.lang.Double.doubleToLongBits(
other.getEnergyusage())) return false;
+ if (java.lang.Double.doubleToLongBits(getUptime())
+ != java.lang.Double.doubleToLongBits(
+ other.getUptime())) return false;
+ if (java.lang.Double.doubleToLongBits(getDowntime())
+ != java.lang.Double.doubleToLongBits(
+ other.getDowntime())) return false;
if (!getUnknownFields().equals(other.getUnknownFields())) return false;
return true;
}
@@ -337,6 +391,12 @@ public final class ProtobufMetrics extends com.google.protobuf.GeneratedFile {
hash = (37 * hash) + ENERGYUSAGE_FIELD_NUMBER;
hash = (53 * hash) + com.google.protobuf.Internal.hashLong(
java.lang.Double.doubleToLongBits(getEnergyusage()));
+ hash = (37 * hash) + UPTIME_FIELD_NUMBER;
+ hash = (53 * hash) + com.google.protobuf.Internal.hashLong(
+ java.lang.Double.doubleToLongBits(getUptime()));
+ hash = (37 * hash) + DOWNTIME_FIELD_NUMBER;
+ hash = (53 * hash) + com.google.protobuf.Internal.hashLong(
+ java.lang.Double.doubleToLongBits(getDowntime()));
hash = (29 * hash) + getUnknownFields().hashCode();
memoizedHashCode = hash;
return hash;
@@ -473,6 +533,8 @@ public final class ProtobufMetrics extends com.google.protobuf.GeneratedFile {
tasksactive_ = 0;
cpuutilization_ = 0D;
energyusage_ = 0D;
+ uptime_ = 0D;
+ downtime_ = 0D;
return this;
}
@@ -521,6 +583,12 @@ public final class ProtobufMetrics extends com.google.protobuf.GeneratedFile {
if (((from_bitField0_ & 0x00000010) != 0)) {
result.energyusage_ = energyusage_;
}
+ if (((from_bitField0_ & 0x00000020) != 0)) {
+ result.uptime_ = uptime_;
+ }
+ if (((from_bitField0_ & 0x00000040) != 0)) {
+ result.downtime_ = downtime_;
+ }
}
@java.lang.Override
@@ -554,6 +622,12 @@ public final class ProtobufMetrics extends com.google.protobuf.GeneratedFile {
if (java.lang.Double.doubleToRawLongBits(other.getEnergyusage()) != 0) {
setEnergyusage(other.getEnergyusage());
}
+ if (java.lang.Double.doubleToRawLongBits(other.getUptime()) != 0) {
+ setUptime(other.getUptime());
+ }
+ if (java.lang.Double.doubleToRawLongBits(other.getDowntime()) != 0) {
+ setDowntime(other.getDowntime());
+ }
this.mergeUnknownFields(other.getUnknownFields());
onChanged();
return this;
@@ -605,6 +679,16 @@ public final class ProtobufMetrics extends com.google.protobuf.GeneratedFile {
bitField0_ |= 0x00000010;
break;
} // case 41
+ case 49: {
+ uptime_ = input.readDouble();
+ bitField0_ |= 0x00000020;
+ break;
+ } // case 49
+ case 57: {
+ downtime_ = input.readDouble();
+ bitField0_ |= 0x00000040;
+ break;
+ } // case 57
default: {
if (!super.parseUnknownField(input, extensionRegistry, tag)) {
done = true; // was an endgroup tag
@@ -862,6 +946,70 @@ public final class ProtobufMetrics extends com.google.protobuf.GeneratedFile {
return this;
}
+ private double uptime_ ;
+ /**
+ * <code>double uptime = 6;</code>
+ * @return The uptime.
+ */
+ @java.lang.Override
+ public double getUptime() {
+ return uptime_;
+ }
+ /**
+ * <code>double uptime = 6;</code>
+ * @param value The uptime to set.
+ * @return This builder for chaining.
+ */
+ public Builder setUptime(double value) {
+
+ uptime_ = value;
+ bitField0_ |= 0x00000020;
+ onChanged();
+ return this;
+ }
+ /**
+ * <code>double uptime = 6;</code>
+ * @return This builder for chaining.
+ */
+ public Builder clearUptime() {
+ bitField0_ = (bitField0_ & ~0x00000020);
+ uptime_ = 0D;
+ onChanged();
+ return this;
+ }
+
+ private double downtime_ ;
+ /**
+ * <code>double downtime = 7;</code>
+ * @return The downtime.
+ */
+ @java.lang.Override
+ public double getDowntime() {
+ return downtime_;
+ }
+ /**
+ * <code>double downtime = 7;</code>
+ * @param value The downtime to set.
+ * @return This builder for chaining.
+ */
+ public Builder setDowntime(double value) {
+
+ downtime_ = value;
+ bitField0_ |= 0x00000040;
+ onChanged();
+ return this;
+ }
+ /**
+ * <code>double downtime = 7;</code>
+ * @return This builder for chaining.
+ */
+ public Builder clearDowntime() {
+ bitField0_ = (bitField0_ & ~0x00000040);
+ downtime_ = 0D;
+ onChanged();
+ return this;
+ }
+
// @@protoc_insertion_point(builder_scope:proto.ProtoExport)
}
@@ -927,11 +1075,12 @@ public final class ProtobufMetrics extends com.google.protobuf.GeneratedFile {
descriptor;
static {
java.lang.String[] descriptorData = {
- "\n\014schema.proto\022\005proto\"s\n\013ProtoExport\022\021\n\t" +
- "timestamp\030\001 \001(\t\022\017\n\007host_id\030\002 \001(\t\022\023\n\013task" +
- "sactive\030\003 \001(\005\022\026\n\016cpuutilization\030\004 \001(\001\022\023\n" +
- "\013energyusage\030\005 \001(\001B$\n\021org.opendc.commonB" +
- "\017ProtobufMetricsb\006proto3"
+ "\n\014schema.proto\022\005proto\"\225\001\n\013ProtoExport\022\021\n" +
+ "\ttimestamp\030\001 \001(\t\022\017\n\007host_id\030\002 \001(\t\022\023\n\013tas" +
+ "ksactive\030\003 \001(\005\022\026\n\016cpuutilization\030\004 \001(\001\022\023" +
+ "\n\013energyusage\030\005 \001(\001\022\016\n\006uptime\030\006 \001(\001\022\020\n\010d" +
+ "owntime\030\007 \001(\001B$\n\021org.opendc.commonB\017Prot" +
+ "obufMetricsb\006proto3"
};
descriptor = com.google.protobuf.Descriptors.FileDescriptor
.internalBuildGeneratedFileFrom(descriptorData,
@@ -942,7 +1091,7 @@ public final class ProtobufMetrics extends com.google.protobuf.GeneratedFile {
internal_static_proto_ProtoExport_fieldAccessorTable = new
com.google.protobuf.GeneratedMessage.FieldAccessorTable(
internal_static_proto_ProtoExport_descriptor,
- new java.lang.String[] { "Timestamp", "HostId", "Tasksactive", "Cpuutilization", "Energyusage", });
+ new java.lang.String[] { "Timestamp", "HostId", "Tasksactive", "Cpuutilization", "Energyusage", "Uptime", "Downtime", });
descriptor.resolveAllFeaturesImmutable();
}
diff --git a/opendc-common/src/main/kotlin/org/opendc/common/annotations/Endpoint.kt b/opendc-common/src/main/kotlin/org/opendc/common/annotations/Endpoint.kt
deleted file mode 100644
index 4ef08a71..00000000
--- a/opendc-common/src/main/kotlin/org/opendc/common/annotations/Endpoint.kt
+++ /dev/null
@@ -1,6 +0,0 @@
-package org.opendc.common.annotations
-
-@RequiresOptIn(message = "This is a registered API endpoint.")
-@Retention(AnnotationRetention.BINARY)
-@Target(AnnotationTarget.CLASS, AnnotationTarget.FUNCTION, AnnotationTarget.PROPERTY, AnnotationTarget.CONSTRUCTOR)
-public annotation class Endpoint(val method: String, val name : String) \ No newline at end of file
diff --git a/opendc-common/src/main/kotlin/org/opendc/common/api/AssetsController.kt b/opendc-common/src/main/kotlin/org/opendc/common/api/AssetsController.kt
deleted file mode 100644
index c6f34d19..00000000
--- a/opendc-common/src/main/kotlin/org/opendc/common/api/AssetsController.kt
+++ /dev/null
@@ -1,72 +0,0 @@
-package org.opendc.common.api
-
-import org.opendc.common.annotations.Endpoint
-import io.javalin.http.Handler
-
-/**
- * This class represents the `/assets` endpoint.
- *
- * @author Mateusz Kwiatkowski
- *
- * */
-
-
-//TODO: fix -> this is all wrong.
-// Sending the experiment file is completely useless.
-// You need to send tasks.parquet
-public class AssetsController {
- /**
- * Returns a concatenated JSON string of all assets.
- */
- @Endpoint("GET","/assets")
- public fun getAssets() : Handler {
- return Handler { ctx -> ctx.status(200)
- println(ctx.body())
- }
- }
-
- /**
- * Returns an asset with `id` as a JSON string.
- */
- @Endpoint("GET", "/assets/{id}")
- public fun getAssetsId(): Handler {
- return Handler { ctx -> ctx.status(200) }
- }
-
- /**
- * Saves the asset specified in the HTTP body.
- * Returns the asset `id`.
- */
- @Endpoint("POST", "/assets")
- public fun postAsset() : Handler {
- return Handler { ctx -> ctx.status(200)
- println(ctx.body())
- }
- }
-
- /**
- * Modifies the specified asset.
- * Deletes all results from experiments with this asset.
- */
- @Endpoint("PUT", "/assets/{id}")
- public fun putAssetId() : Handler {
- return Handler { ctx -> ctx.status(200) }
- }
-
- /**
- * Deletes an asset with `id`.
- * Deletes all results from experiments with this asset.
- */
- @Endpoint("DELETE", "/assets/{id}")
- public fun deleteAssetId() : Handler {
- return Handler { ctx -> ctx.status(200) }
- }
-
- /**
- * Deletes all assets
- */
- @Endpoint("DELETE", "/assets")
- public fun deleteAsset() : Handler {
- return Handler { ctx -> ctx.status(200) }
- }
-} \ No newline at end of file
diff --git a/opendc-common/src/main/kotlin/org/opendc/common/api/ResourceController.kt b/opendc-common/src/main/kotlin/org/opendc/common/api/ResourceController.kt
deleted file mode 100644
index cf1d3cac..00000000
--- a/opendc-common/src/main/kotlin/org/opendc/common/api/ResourceController.kt
+++ /dev/null
@@ -1,30 +0,0 @@
-package org.opendc.common.api
-
-import org.opendc.common.annotations.Endpoint
-
-/**
- * This class represents the `/resources` endpoint.
- *
- * @author Mateusz Kwiatkowski
- *
- * */
-
-public class ResourceController {
-
- /**
- * Returns all data analytics for all experiments.
- */
- @Endpoint("GET", "/resources")
- public fun getResources() {
- return
- }
-
- /**
- * Returns data analytics for experiment with `id`.
- *
- * */
- @Endpoint("GET", "/resources")
- public fun getResourcesId() {
- return
- }
-} \ No newline at end of file
diff --git a/opendc-common/src/main/kotlin/org/opendc/common/utils/HTTPClient.kt b/opendc-common/src/main/kotlin/org/opendc/common/utils/HTTPClient.kt
index fc5bc57b..5faf50b0 100644
--- a/opendc-common/src/main/kotlin/org/opendc/common/utils/HTTPClient.kt
+++ b/opendc-common/src/main/kotlin/org/opendc/common/utils/HTTPClient.kt
@@ -26,7 +26,18 @@ public class HTTPClient private constructor() {
}
}
- // TODO: this class must send the experiment JSON file to the digital twin
+ public fun checkForInsights() {
+ val request = HttpRequest.newBuilder()
+ .uri(URI.create("http://localhost:1234/insight"))
+ .header("Content-type", "text/plain")
+ .GET()
+ .build()
+ val response = client?.send(request, ofString())
+// if (response?.body() != "null") {
+ // println(response?.body())
+ //}
+ }
+
public fun sendExperiment(experiment: File) {
val input = experiment.inputStream()
val charArray = CharArray(experiment.length().toInt())
@@ -35,12 +46,12 @@ public class HTTPClient private constructor() {
isr.read(charArray)
val request = HttpRequest.newBuilder()
- .uri(URI.create("http://localhost:8080/assets"))
+ .uri(URI.create("http://localhost:1234/assets"))
.header("Content-type", "application/json")
- // TODO: this is obviously wrong, find an efficient way to send JSON over network
+ // TODO(this is obviously wrong, find an efficient way to send JSON over network)
.POST(HttpRequest.BodyPublishers.ofString(String(charArray)))
.build()
val response = client?.send(request, ofString())
check(response?.statusCode() == 200)
}
-} \ No newline at end of file
+}
diff --git a/opendc-common/src/main/kotlin/org/opendc/common/utils/JavalinRunner.kt b/opendc-common/src/main/kotlin/org/opendc/common/utils/JavalinRunner.kt
deleted file mode 100644
index 23baac27..00000000
--- a/opendc-common/src/main/kotlin/org/opendc/common/utils/JavalinRunner.kt
+++ /dev/null
@@ -1,33 +0,0 @@
-package org.opendc.common.utils
-
-import io.javalin.Javalin
-import org.opendc.common.annotations.Endpoint
-import org.opendc.common.api.AssetsController
-
-/**
- * Represents the digital twin monitoring server.
- * For endpoint documentation see `AssetsController`.
- * @author Mateusz Kwiatkowski
- * @see <a href=https://javalin.io/documentation>https://javalin.io/documentation</a>
- * @see org.opendc.common.api.AssetsController
- */
-
-@OptIn(Endpoint::class)
-public class JavalinRunner {
- private val assetsController : AssetsController = AssetsController()
-
- init {
- val app = Javalin.create().start()
- app.get("/assets", assetsController.getAssets())
-
- app.get("/assets/{id}", assetsController.getAssetsId())
-
- app.post("/assets", assetsController.postAsset())
-
- app.put("/assets/{id}", assetsController.putAssetId())
-
- app.delete("/assets/{id}", assetsController.deleteAssetId())
-
- app.delete("/assets", assetsController.deleteAsset())
- }
-} \ No newline at end of file
diff --git a/opendc-common/src/main/kotlin/org/opendc/common/utils/PostgresqlDB.kt b/opendc-common/src/main/kotlin/org/opendc/common/utils/PostgresqlDB.kt
deleted file mode 100644
index 35d03feb..00000000
--- a/opendc-common/src/main/kotlin/org/opendc/common/utils/PostgresqlDB.kt
+++ /dev/null
@@ -1,52 +0,0 @@
-package org.opendc.common.utils
-
-import com.fasterxml.jackson.dataformat.toml.TomlMapper
-import java.sql.Connection
-import java.sql.DriverManager
-import java.sql.SQLException
-import java.util.Properties
-/**
- * Represents the Postgresql database.
- * On setup cleans the entire database.
- *
- * @author Mateusz Kwiatkowski
- *
- * @see <a href=https://docs.oracle.com/en/java/javase/21/docs/api/java.sql/java/sql/DriverManager.html>
- * https://docs.oracle.com/en/java/javase/21/docs/api/java.sql/java/sql/DriverManager.html</a>
- */
-@Suppress("DEPRECATION")
-public class PostgresqlDB {
- private var properties = Properties()
- private var connection : Connection? = null
-
- init {
- try {
- properties = TomlMapper().readerFor(Properties().javaClass)
- .readValue(PostgresqlDB::class.java.getResource("/database.toml"))
- connection = DriverManager.getConnection(
- properties.getProperty("address").asJdbc(properties.getProperty("database")),
- properties.getProperty("user"),
- properties.getProperty("password"))
- clear()
- } catch (e: SQLException) {
- print("${e.message}")
- }
- }
- public fun clear(){
- val DELETE_ALL_TABLES = """
- DROP SCHEMA public CASCADE;
- CREATE SCHEMA public;
- """.trimIndent()
- try {
- val st = connection?.createStatement()
- st?.executeQuery(DELETE_ALL_TABLES)
- } catch (e: SQLException){
- println("${e.message}")
- }
- }
-
- private fun String.asJdbc(database : String) : String {
- return "jdbc:postgresql://$this/$database"
- }
-
-} \ No newline at end of file
diff --git a/opendc-common/src/main/kotlin/org/opendc/common/utils/Redis.kt b/opendc-common/src/main/kotlin/org/opendc/common/utils/Redis.kt
deleted file mode 100644
index b659d40a..00000000
--- a/opendc-common/src/main/kotlin/org/opendc/common/utils/Redis.kt
+++ /dev/null
@@ -1,43 +0,0 @@
-package org.opendc.common.utils
-
-import com.fasterxml.jackson.dataformat.toml.TomlMapper
-import redis.clients.jedis.RedisClient
-import redis.clients.jedis.StreamEntryID
-import redis.clients.jedis.params.XReadParams
-import java.util.Properties
-
-/**
- * This class represents the Redis server instance.
- * @author Mateusz Kwiatkowski
- * @see <a href=https://redis.io/docs/latest/>https://redis.io/docs/latest/</a>
- *
- * @see <a href=https://redis.io/docs/latest/develop/data-types/streams/>https://redis.io/docs/latest/develop/data-types/streams/</a>
- */
-
-@Suppress("DEPRECATION")
-public class Redis {
- private var properties : Properties
-
- init {
- properties = TomlMapper().readerFor(Properties().javaClass)
- .readValue(Kafka::class.java.getResource("/producer.toml"))
- }
-
- public fun run() {
- val jedis : RedisClient = RedisClient.create("redis://localhost:6379")
-
- val res5 = jedis.xread(
- XReadParams.xReadParams().block(300).count(100),
- object : HashMap<String?, StreamEntryID?>() {
- init {
- put("${properties.getProperty("table")}", StreamEntryID())
- }
- })
-
- // in Redis you can subscribe to updates to a stream.
- // you should base your application off this.
- // you can listen for new items with XREAD
- println(res5)
- jedis.close()
- }
-} \ No newline at end of file
diff --git a/opendc-common/src/main/resources/schema.proto b/opendc-common/src/main/resources/schema.proto
index d0aa18d5..ea515a39 100644
--- a/opendc-common/src/main/resources/schema.proto
+++ b/opendc-common/src/main/resources/schema.proto
@@ -11,4 +11,6 @@ message ProtoExport {
int32 tasksactive = 3;
double cpuutilization = 4;
double energyusage = 5;
-} \ No newline at end of file
+ double uptime = 6;
+ double downtime = 7;
+}
diff --git a/opendc-common/src/main/resources/subscriber.toml b/opendc-common/src/main/resources/subscriber.toml
new file mode 100644
index 00000000..75dece02
--- /dev/null
+++ b/opendc-common/src/main/resources/subscriber.toml
@@ -0,0 +1,3 @@
+"table" = "postgres_topic"
+"server" = "localhost"
+"port" = "6379"
diff --git a/opendc-compute/opendc-compute-failure/src/main/kotlin/org/opendc/compute/failure/models/TraceBasedFailureModel.kt b/opendc-compute/opendc-compute-failure/src/main/kotlin/org/opendc/compute/failure/models/TraceBasedFailureModel.kt
index 3bd253da..6cb02bb8 100644
--- a/opendc-compute/opendc-compute-failure/src/main/kotlin/org/opendc/compute/failure/models/TraceBasedFailureModel.kt
+++ b/opendc-compute/opendc-compute-failure/src/main/kotlin/org/opendc/compute/failure/models/TraceBasedFailureModel.kt
@@ -98,6 +98,10 @@ public class TraceBasedFailureModel(
pathToFile: String,
startPoint: Double,
): List<Failure> {
+ /*
+ I assume this returns a file descriptor.
+ @Mateusz Kwiatkowski
+ */
val trace = Trace.open(File(pathToFile), "failure")
val reader = checkNotNull(trace.getTable(TABLE_FAILURES)).newReader()
diff --git a/opendc-compute/opendc-compute-simulator/src/main/kotlin/org/opendc/compute/simulator/scheduler/ComputeSchedulers.kt b/opendc-compute/opendc-compute-simulator/src/main/kotlin/org/opendc/compute/simulator/scheduler/ComputeSchedulers.kt
index fc40fac0..240d21d5 100644
--- a/opendc-compute/opendc-compute-simulator/src/main/kotlin/org/opendc/compute/simulator/scheduler/ComputeSchedulers.kt
+++ b/opendc-compute/opendc-compute-simulator/src/main/kotlin/org/opendc/compute/simulator/scheduler/ComputeSchedulers.kt
@@ -39,6 +39,7 @@ import java.util.SplittableRandom
import java.util.random.RandomGenerator
public enum class ComputeSchedulerEnum {
+ Smart,
Mem,
MemInv,
CoreMem,
@@ -81,6 +82,9 @@ public fun createPrefabComputeScheduler(
/**
* Create a [ComputeScheduler] for the experiment.
+ * I have changed this to use the new SmartScheduler.
+ *
+ * @author Mateusz Kwiatkowski
*/
public fun createPrefabComputeScheduler(
name: ComputeSchedulerEnum,
@@ -92,6 +96,8 @@ public fun createPrefabComputeScheduler(
val ramAllocationRatio = 1.0
val gpuAllocationRatio = 1.0
return when (name) {
+ ComputeSchedulerEnum.Smart ->
+ SmartScheduler()
ComputeSchedulerEnum.Mem ->
FilterScheduler(
filters = listOf(VCpuFilter(cpuAllocationRatio), RamFilter(ramAllocationRatio)),
diff --git a/opendc-compute/opendc-compute-simulator/src/main/kotlin/org/opendc/compute/simulator/scheduler/SmartScheduler.kt b/opendc-compute/opendc-compute-simulator/src/main/kotlin/org/opendc/compute/simulator/scheduler/SmartScheduler.kt
index baadd806..0d1cc408 100644
--- a/opendc-compute/opendc-compute-simulator/src/main/kotlin/org/opendc/compute/simulator/scheduler/SmartScheduler.kt
+++ b/opendc-compute/opendc-compute-simulator/src/main/kotlin/org/opendc/compute/simulator/scheduler/SmartScheduler.kt
@@ -1,72 +1,165 @@
-/*
- * Copyright (c) 2021 AtLarge Research
- *
- * Permission is hereby granted, free of charge, to any person obtaining a copy
- * of this software and associated documentation files (the "Software"), to deal
- * in the Software without restriction, including without limitation the rights
- * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
- * copies of the Software, and to permit persons to whom the Software is
- * furnished to do so, subject to the following conditions:
- *
- * The above copyright notice and this permission notice shall be included in all
- * copies or substantial portions of the Software.
- *
- * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
- * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
- * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
- * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
- * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
- * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
- * SOFTWARE.
- */
-
package org.opendc.compute.simulator.scheduler
+
import org.opendc.common.utils.HTTPClient
+import org.opendc.compute.simulator.scheduler.filters.HostFilter
import org.opendc.compute.simulator.service.HostView
import org.opendc.compute.simulator.service.ServiceTask
+import java.util.SplittableRandom
+import java.util.random.RandomGenerator
+/**
+ * A scheduler that is able to cooperate with a digital twin.
+ * Currently, this is hardcoded.
+ * Important: the random seed can aid you in finding good standard deviation measure.
+ * The scheduling significantly affects downtime.
+ *
+ * @author Mateusz Kwiatkowski
+ */
public class SmartScheduler : ComputeScheduler {
+ private val maxTimesSkipped: Int = 7
+ private val random: RandomGenerator = SplittableRandom(128)
+ // We will use a priority queue.
+ private val hostsQueue = List(100, { mutableListOf<HostView>() })
+ private var minAvailableHost = 0
+ private var numHosts = 0
private val client = HTTPClient.getInstance()
- // the point is that a smart scheduler listens for suggestions from the
- // digital twin
- // and here is where you change your actions based on the result from the DT
- // predictive analytics is going to be much easier to do.
- // you will completely overcome the overhead of having to tap-into
- // the digital twin mid-through the simulation/in between two hosts being scheduled
- // i.e., the normal simulation will NOT have to wait.
- // predictive analytics will overcome the problem of the scheduling time overhead
override fun addHost(host: HostView) {
- TODO("Not yet implemented")
+ val zeroQueue = hostsQueue[0]
+ zeroQueue.add(host)
+ host.priorityIndex = 0;
+ host.listIndex = zeroQueue.size - 1
+ numHosts++
+ minAvailableHost = 0
}
override fun removeHost(host: HostView) {
- TODO("Not yet implemented")
+ val priorityIdx = host.priorityIndex
+ val listIdx = host.listIndex
+ val chosenList = hostsQueue[priorityIdx]
+
+ if (chosenList.size == 1) {
+ chosenList.removeLast()
+ if (listIdx == minAvailableHost) {
+ for (i in minAvailableHost + 1..hostsQueue.lastIndex) {
+ if (hostsQueue[i].size > 0) {
+ minAvailableHost = i
+ break
+ }
+ }
+ }
+ } else {
+ val lastItem = chosenList.removeLast()
+ chosenList[listIdx] = lastItem
+ lastItem.listIndex = listIdx
+ }
+ numHosts--
}
override fun updateHost(host: HostView) {
- TODO("Not yet implemented")
+ // No-op
+
}
override fun setHostEmpty(hostView: HostView) {
- TODO("Not yet implemented")
+ // No-op
}
override fun select(iter: MutableIterator<SchedulingRequest>): SchedulingResult {
- TODO("Not yet implemented")
- // Here be the API calls using HTTP between the other OpenDC
- // You need to specify how much time do you have to make the prediction between receiving a time and putting onto a host
- return SchedulingResult(SchedulingResultType.EMPTY)
+ client?.checkForInsights()
+
+ var unluckyHost = listOf("")
+
+ if (numHosts == 0) {
+ return SchedulingResult(SchedulingResultType.FAILURE)
+ }
+
+ val maxIters = 10000
+ var numIters = 0
+
+ var chosenList: MutableList<HostView>? = null
+ var chosenHost: HostView? = null
+
+ var result: SchedulingResult? = null
+ taskloop@ for (req in iter) {
+ if (req.isCancelled) {
+ iter.remove()
+ continue
+ }
+
+ numIters++
+ if (numIters > maxIters) {
+ return SchedulingResult(SchedulingResultType.EMPTY)
+ }
+
+ for (chosenListIndex in minAvailableHost until hostsQueue.size) {
+ chosenList = hostsQueue[chosenListIndex]
+ for (host in chosenList) {
+ if(unluckyHost.isNotEmpty()){
+ if(host.host.getName() in unluckyHost){
+ continue
+ }
+ }
+ // Here be filtering, but for now we remove it completely.
+ iter.remove()
+ chosenHost = host
+ result = SchedulingResult(SchedulingResultType.SUCCESS, host, req)
+ break@taskloop
+ }
+ }
+ req.timesSkipped++
+ }
+
+ if (result == null) return SchedulingResult(SchedulingResultType.EMPTY) // No tasks to schedule that fit
+
+ // Bookkeeping to maintain the calendar priority queue
+ if (chosenList!!.size == 1) {
+ chosenList.removeLast()
+ minAvailableHost++
+ } else {
+ val listIdx = chosenHost!!.listIndex
+ // Not using removeLast here as it would cause problems during swapping
+ // if chosenHost is lastItem
+ val lastItem = chosenList.last()
+ chosenList[listIdx] = lastItem
+ lastItem.listIndex = listIdx
+ chosenList.removeLast()
+ }
+
+ val nextList = hostsQueue[chosenHost!!.priorityIndex + 1]
+ nextList.add(chosenHost)
+ chosenHost.priorityIndex++
+ chosenHost.listIndex = nextList.size - 1
+
+ return result
}
- // Benefits of a digital twin: during operations you make sure what is happening in the real world.
- // The use-case is making split-second automated decisions before operators can make them.
- // Make a strong case for making a Digital Twin.
override fun removeTask(
task: ServiceTask,
- host: HostView?,
+ host: HostView?
) {
- TODO("Not yet implemented")
+ if (host == null) return
+
+ val priorityIdx = host.priorityIndex
+ val listIdx = host.listIndex
+ val chosenList = hostsQueue[priorityIdx]
+ val nextList = hostsQueue[priorityIdx - 1]
+
+ if (chosenList.size == 1) {
+ chosenList.removeLast()
+ } else {
+ val lastItem = chosenList.last()
+ chosenList[listIdx] = lastItem
+ lastItem.listIndex = listIdx
+ chosenList.removeLast()
+ }
+
+ nextList.add(host)
+ host.priorityIndex--
+ host.listIndex = nextList.size - 1
+ if (priorityIdx == minAvailableHost) {
+ minAvailableHost--
+ }
}
}
diff --git a/opendc-compute/opendc-compute-simulator/src/main/kotlin/org/opendc/compute/simulator/telemetry/KafkaComputeMonitor.kt b/opendc-compute/opendc-compute-simulator/src/main/kotlin/org/opendc/compute/simulator/telemetry/KafkaComputeMonitor.kt
index c8368af2..d158f782 100644
--- a/opendc-compute/opendc-compute-simulator/src/main/kotlin/org/opendc/compute/simulator/telemetry/KafkaComputeMonitor.kt
+++ b/opendc-compute/opendc-compute-simulator/src/main/kotlin/org/opendc/compute/simulator/telemetry/KafkaComputeMonitor.kt
@@ -47,9 +47,10 @@ public class KafkaComputeMonitor : ComputeMonitor {
.setTasksactive(reader.tasksActive)
.setCpuutilization(reader.cpuUtilization)
.setEnergyusage(reader.energyUsage)
+ .setUptime(reader.uptime.toDouble())
+ .setDowntime(reader.downtime.toDouble())
.build()
this.send(packet)
-
} catch (e: Exception) {
println("${e.message}")
}
diff --git a/opendc-experiments/opendc-experiments-base/src/main/kotlin/org/opendc/experiments/base/experiment/specs/ExperimentSpec.kt b/opendc-experiments/opendc-experiments-base/src/main/kotlin/org/opendc/experiments/base/experiment/specs/ExperimentSpec.kt
index 71ab4002..e3497cc4 100644
--- a/opendc-experiments/opendc-experiments-base/src/main/kotlin/org/opendc/experiments/base/experiment/specs/ExperimentSpec.kt
+++ b/opendc-experiments/opendc-experiments-base/src/main/kotlin/org/opendc/experiments/base/experiment/specs/ExperimentSpec.kt
@@ -40,6 +40,11 @@ import java.util.UUID
* @property initialSeed
* @property runs
* be included in the output files.
+ *
+ * The allocation policy is hardcoded here regardless of the input in experiemnt.json.
+ * I did not design this, it was like that before.
+ *
+ * @author Mateusz Kwiatkowski
*/
@Serializable
@@ -50,7 +55,7 @@ public data class ExperimentSpec(
val runs: Int = 1,
val topologies: Set<ScenarioTopologySpec>,
val workloads: Set<WorkloadSpec>,
- val allocationPolicies: Set<AllocationPolicySpec> = setOf(PrefabAllocationPolicySpec(ComputeSchedulerEnum.Mem)),
+ val allocationPolicies: Set<AllocationPolicySpec> = setOf(PrefabAllocationPolicySpec(ComputeSchedulerEnum.Smart)),
val failureModels: Set<FailureModelSpec?> = setOf(null),
val maxNumFailures: Set<Int> = setOf(10),
val checkpointModels: Set<CheckpointModelSpec?> = setOf(null),
diff --git a/opendc-experiments/opendc-experiments-base/src/main/kotlin/org/opendc/experiments/base/experiment/specs/allocation/AllocationPolicySpec.kt b/opendc-experiments/opendc-experiments-base/src/main/kotlin/org/opendc/experiments/base/experiment/specs/allocation/AllocationPolicySpec.kt
index afe15032..3972b53f 100644
--- a/opendc-experiments/opendc-experiments-base/src/main/kotlin/org/opendc/experiments/base/experiment/specs/allocation/AllocationPolicySpec.kt
+++ b/opendc-experiments/opendc-experiments-base/src/main/kotlin/org/opendc/experiments/base/experiment/specs/allocation/AllocationPolicySpec.kt
@@ -41,10 +41,14 @@ import kotlin.coroutines.CoroutineContext
@Serializable
public sealed interface AllocationPolicySpec
+/* This has to be changed in order to enforce the scheduler policy to Smart.
+ *
+ * @author: Mateusz Kwiatkowski
+ */
@Serializable
@SerialName("prefab")
public data class PrefabAllocationPolicySpec(
- val policyName: ComputeSchedulerEnum = ComputeSchedulerEnum.Mem,
+ val policyName: ComputeSchedulerEnum = ComputeSchedulerEnum.Smart,
) : AllocationPolicySpec {
public val name: String = policyName.toString()
}
diff --git a/opendc-experiments/opendc-experiments-base/src/main/kotlin/org/opendc/experiments/base/runner/ExperimentCli.kt b/opendc-experiments/opendc-experiments-base/src/main/kotlin/org/opendc/experiments/base/runner/ExperimentCli.kt
index 1fe597ea..0e190df0 100644
--- a/opendc-experiments/opendc-experiments-base/src/main/kotlin/org/opendc/experiments/base/runner/ExperimentCli.kt
+++ b/opendc-experiments/opendc-experiments-base/src/main/kotlin/org/opendc/experiments/base/runner/ExperimentCli.kt
@@ -37,8 +37,7 @@ import java.io.IOException
* Main entrypoint of the application.
*/
public fun main(args: Array<String>) {
- if(args.size == 2) ExperimentCommand().main(args)
- else ExperimentListener().main(args)
+ ExperimentCommand().main(args)
}
internal class ExperimentCommand : CliktCommand(name = "experiment") {
@@ -49,24 +48,10 @@ internal class ExperimentCommand : CliktCommand(name = "experiment") {
override fun run() {
try {
val experiment = getExperiment(experimentPath)
- HTTPClient.getInstance()?.sendExperiment(experimentPath)
+ //HTTPClient.getInstance()?.sendExperiment(experimentPath)
runExperiment(experiment)
} catch (e: IOException) {
println("${e.message}")
}
}
}
-/**
- * Entry point to the digital twin.
- *
- * @author Mateusz Kwiatkowski
- */
-internal class ExperimentListener: CliktCommand(name = "listener") {
- override fun run() {
- try {
- runListener()
- } catch (e: IOException) {
- println("${e.message}")
- }
- }
-}
diff --git a/opendc-experiments/opendc-experiments-base/src/main/kotlin/org/opendc/experiments/base/runner/ExperimentListener.kt b/opendc-experiments/opendc-experiments-base/src/main/kotlin/org/opendc/experiments/base/runner/ExperimentListener.kt
deleted file mode 100644
index de759c0f..00000000
--- a/opendc-experiments/opendc-experiments-base/src/main/kotlin/org/opendc/experiments/base/runner/ExperimentListener.kt
+++ /dev/null
@@ -1,19 +0,0 @@
-package org.opendc.experiments.base.runner
-
-import org.opendc.common.utils.JavalinRunner
-import org.opendc.common.utils.PostgresqlDB
-import org.opendc.common.utils.Redis
-
-/**
- * Established a connection with PostgreSQL.
- * Creates a Javalin HTTP server and listens for requests.
- *
- * @author Mateusz Kwiatkowski
- *
- * @see <a href=https://javalin.io/documentation>https://javalin.io/documentation</a>
- */
-public fun runListener() {
- PostgresqlDB()
- Redis().run()
- JavalinRunner()
-} \ No newline at end of file
diff --git a/output/greenifier-demo-scaling/raw-output/0/seed=0/host.parquet b/output/greenifier-demo-scaling/raw-output/0/seed=0/host.parquet
deleted file mode 100644
index 3afc94b3..00000000
--- a/output/greenifier-demo-scaling/raw-output/0/seed=0/host.parquet
+++ /dev/null
Binary files differ
diff --git a/output/greenifier-demo-scaling/raw-output/0/seed=0/powerSource.parquet b/output/greenifier-demo-scaling/raw-output/0/seed=0/powerSource.parquet
deleted file mode 100644
index f7d137b2..00000000
--- a/output/greenifier-demo-scaling/raw-output/0/seed=0/powerSource.parquet
+++ /dev/null
Binary files differ
diff --git a/output/greenifier-demo-scaling/raw-output/0/seed=0/service.parquet b/output/greenifier-demo-scaling/raw-output/0/seed=0/service.parquet
deleted file mode 100644
index 75c94c5d..00000000
--- a/output/greenifier-demo-scaling/raw-output/0/seed=0/service.parquet
+++ /dev/null
Binary files differ
diff --git a/output/greenifier-demo-scaling/raw-output/0/seed=0/task.parquet b/output/greenifier-demo-scaling/raw-output/0/seed=0/task.parquet
deleted file mode 100644
index b39c11ad..00000000
--- a/output/greenifier-demo-scaling/raw-output/0/seed=0/task.parquet
+++ /dev/null
Binary files differ
diff --git a/output/greenifier-demo-scaling/trackr.json b/output/greenifier-demo-scaling/trackr.json
deleted file mode 100644
index a595beff..00000000
--- a/output/greenifier-demo-scaling/trackr.json
+++ /dev/null
@@ -1,20 +0,0 @@
-[{
- "name": "greenifier-demo-scaling",
- "topology": {
- "pathToFile": "resources/topologies/surf.json"
- },
- "workload": {
- "pathToFile": "resources/workloads/surf_month",
- "type": "ComputeWorkload"
- },
- "exportModel": {
- "exportInterval": 3600,
- "filesToExportDict": {
- "host": true,
- "task": true,
- "powerSource": true,
- "battery": true,
- "service": true
- }
- }
-}] \ No newline at end of file
diff --git a/python_scripts/LICENSE b/python_scripts/LICENSE
new file mode 100644
index 00000000..f288702d
--- /dev/null
+++ b/python_scripts/LICENSE
@@ -0,0 +1,674 @@
+ GNU GENERAL PUBLIC LICENSE
+ Version 3, 29 June 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc. <https://fsf.org/>
+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
+ Preamble
+
+ The GNU General Public License is a free, copyleft license for
+software and other kinds of works.
+
+ The licenses for most software and other practical works are designed
+to take away your freedom to share and change the works. By contrast,
+the GNU General Public License is intended to guarantee your freedom to
+share and change all versions of a program--to make sure it remains free
+software for all its users. We, the Free Software Foundation, use the
+GNU General Public License for most of our software; it applies also to
+any other work released this way by its authors. You can apply it to
+your programs, too.
+
+ When we speak of free software, we are referring to freedom, not
+price. Our General Public Licenses are designed to make sure that you
+have the freedom to distribute copies of free software (and charge for
+them if you wish), that you receive source code or can get it if you
+want it, that you can change the software or use pieces of it in new
+free programs, and that you know you can do these things.
+
+ To protect your rights, we need to prevent others from denying you
+these rights or asking you to surrender the rights. Therefore, you have
+certain responsibilities if you distribute copies of the software, or if
+you modify it: responsibilities to respect the freedom of others.
+
+ For example, if you distribute copies of such a program, whether
+gratis or for a fee, you must pass on to the recipients the same
+freedoms that you received. You must make sure that they, too, receive
+or can get the source code. And you must show them these terms so they
+know their rights.
+
+ Developers that use the GNU GPL protect your rights with two steps:
+(1) assert copyright on the software, and (2) offer you this License
+giving you legal permission to copy, distribute and/or modify it.
+
+ For the developers' and authors' protection, the GPL clearly explains
+that there is no warranty for this free software. For both users' and
+authors' sake, the GPL requires that modified versions be marked as
+changed, so that their problems will not be attributed erroneously to
+authors of previous versions.
+
+ Some devices are designed to deny users access to install or run
+modified versions of the software inside them, although the manufacturer
+can do so. This is fundamentally incompatible with the aim of
+protecting users' freedom to change the software. The systematic
+pattern of such abuse occurs in the area of products for individuals to
+use, which is precisely where it is most unacceptable. Therefore, we
+have designed this version of the GPL to prohibit the practice for those
+products. If such problems arise substantially in other domains, we
+stand ready to extend this provision to those domains in future versions
+of the GPL, as needed to protect the freedom of users.
+
+ Finally, every program is threatened constantly by software patents.
+States should not allow patents to restrict development and use of
+software on general-purpose computers, but in those that do, we wish to
+avoid the special danger that patents applied to a free program could
+make it effectively proprietary. To prevent this, the GPL assures that
+patents cannot be used to render the program non-free.
+
+ The precise terms and conditions for copying, distribution and
+modification follow.
+
+ TERMS AND CONDITIONS
+
+ 0. Definitions.
+
+ "This License" refers to version 3 of the GNU General Public License.
+
+ "Copyright" also means copyright-like laws that apply to other kinds of
+works, such as semiconductor masks.
+
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+possible use to the public, the best way to achieve this is to make it
+free software which everyone can redistribute and change under these terms.
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+
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+ Copyright (C) <year> <name of author>
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+ it under the terms of the GNU General Public License as published by
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+ (at your option) any later version.
+
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+ but WITHOUT ANY WARRANTY; without even the implied warranty of
+ MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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+
+ You should have received a copy of the GNU General Public License
+ along with this program. If not, see <https://www.gnu.org/licenses/>.
+
+Also add information on how to contact you by electronic and paper mail.
+
+ If the program does terminal interaction, make it output a short
+notice like this when it starts in an interactive mode:
+
+ <program> Copyright (C) <year> <name of author>
+ This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'.
+ This is free software, and you are welcome to redistribute it
+ under certain conditions; type `show c' for details.
+
+The hypothetical commands `show w' and `show c' should show the appropriate
+parts of the General Public License. Of course, your program's commands
+might be different; for a GUI interface, you would use an "about box".
+
+ You should also get your employer (if you work as a programmer) or school,
+if any, to sign a "copyright disclaimer" for the program, if necessary.
+For more information on this, and how to apply and follow the GNU GPL, see
+<https://www.gnu.org/licenses/>.
+
+ The GNU General Public License does not permit incorporating your program
+into proprietary programs. If your program is a subroutine library, you
+may consider it more useful to permit linking proprietary applications with
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+Public License instead of this License. But first, please read
+<https://www.gnu.org/licenses/why-not-lgpl.html>.
diff --git a/python_scripts/README.md b/python_scripts/README.md
new file mode 100644
index 00000000..e69de29b
--- /dev/null
+++ b/python_scripts/README.md
diff --git a/python_scripts/output.txt b/python_scripts/output.txt
new file mode 100644
index 00000000..8f72c822
--- /dev/null
+++ b/python_scripts/output.txt
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diff --git a/python_scripts/pyproject.toml b/python_scripts/pyproject.toml
new file mode 100644
index 00000000..f9864016
--- /dev/null
+++ b/python_scripts/pyproject.toml
@@ -0,0 +1,7 @@
+[project]
+name = "python_scripts"
+version = "0.1"
+dynamic = ["version"]
+description = "My python scripts"
+readme = "README.md"
+license = "GPL-3.0-or-later"
diff --git a/python_scripts/requirements.txt b/python_scripts/requirements.txt
new file mode 100644
index 00000000..812865e8
--- /dev/null
+++ b/python_scripts/requirements.txt
@@ -0,0 +1,25 @@
+annotated-doc==0.0.4
+annotated-types==0.7.0
+anyio==4.14.0
+certifi==2026.6.17
+charset-normalizer==3.4.7
+click==8.4.1
+fastapi==0.137.2
+h11==0.16.0
+idna==3.18
+numpy==2.5.0
+pandas==3.0.3
+pyarrow==24.0.0
+pydantic==2.13.4
+pydantic_core==2.46.4
+python-dateutil==2.9.0.post0
+redis==8.0.0
+redis-streams==0.3.0
+requests==2.34.2
+six==1.17.0
+starlette==1.3.1
+tabulate==0.10.0
+typing-inspection==0.4.2
+typing_extensions==4.15.0
+urllib3==2.7.0
+uvicorn==0.49.0
diff --git a/python_scripts/src/python_scripts/__init__.py b/python_scripts/src/python_scripts/__init__.py
new file mode 100644
index 00000000..e69de29b
--- /dev/null
+++ b/python_scripts/src/python_scripts/__init__.py
diff --git a/python_scripts/src/python_scripts/__main__.py b/python_scripts/src/python_scripts/__main__.py
new file mode 100644
index 00000000..76b985f9
--- /dev/null
+++ b/python_scripts/src/python_scripts/__main__.py
@@ -0,0 +1,152 @@
+from inspect import currentframe
+
+import redis
+import pandas as pd
+import threshold_based
+
+api = "http://localhost:1234"
+redis_host = "localhost"
+stream_key = "postgres_topic"
+group = "python_consumer"
+r = redis.Redis(redis_host)
+PATH = "/home/matt/src/sunfish/python_scripts/src/python_scripts/resources"
+similarity_scores = {
+ "Skype06Exp": 0,
+ "Skype06LogN": 0,
+ "Skype06Gam": 0,
+ "Skype06Wbl": 0,
+}
+
+
+def create_dataframes():
+ Skype06Exp: str = "%s/Skype06Exp/host.parquet" % PATH
+ Skype06LogN: str = "%s/Skype06LogN/host.parquet" % PATH
+ Skype06Gam: str = "%s/Skype06Gam/host.parquet" % PATH
+ Skype06Wbl: str = "%s/Skype06Wbl/host.parquet" % PATH
+ # Keep this order whenever operating
+ listOfHosts = [Skype06Exp, Skype06LogN, Skype06Gam, Skype06Wbl]
+ listOfDataFrames = []
+
+ try:
+ for item in listOfHosts:
+ df_hosts = pd.read_parquet(item)
+ listOfDataFrames.append(df_hosts)
+ return listOfDataFrames
+
+ except Exception as e:
+ print(f"exception caught: {e}")
+ exit(1)
+
+
+"""
+As suggested in https://redis.readthedocs.io/en/stable/examples/redis-stream-example.html
+"""
+toack = lambda k, g, e: r.xack(k, g, e)
+
+
+def update_score(
+ stream,
+ frames,
+):
+ global similarity_scores
+ host_stream = str(stream[b"host_id"].decode())
+ timestamp_stream = int(stream[b"timestamp"].decode())
+ current_frame = frames[0]
+
+ for i in range(len(frames)):
+ current_frame = frames[i]
+ filtered_df = current_frame[
+ (current_frame["timestamp"] == timestamp_stream)
+ & (current_frame["host_name"] == host_stream)
+ ]
+
+ y_t = float(stream[b"downtime"].decode())
+ y_t_hat = float(filtered_df["downtime"].iloc[0])
+ # Abs is mandatory here! See https://en.wikipedia.org/wiki/Euclidean_distance
+ e_t_downtime = abs(y_t - y_t_hat)
+
+ y_t = float(stream[b"cpuutilization"].decode())
+ y_t_hat = float(filtered_df["cpu_utilization"].iloc[0])
+ e_t_cpuUtil = abs(y_t - y_t_hat)
+
+ y_t = float(stream[b"energyusage"].decode())
+ y_t_hat = float(filtered_df["energy_usage"].iloc[0])
+ e_t_energyUsage = abs(y_t - y_t_hat)
+
+ y_t = float(stream[b"tasksactive"].decode())
+ y_t_hat = float(filtered_df["tasks_running"].iloc[0])
+ e_t_tasksActive = abs(y_t - y_t_hat)
+
+ S = (
+ e_t_downtime * 0.9
+ + e_t_cpuUtil * 0.7
+ + e_t_tasksActive * 0.6
+ + e_t_energyUsage * 0.7
+ )
+ S = S / (0.9 + 0.7 + 0.6 + 0.7)
+
+ res = list(similarity_scores)[i]
+ print(res)
+ oldS = similarity_scores[res]
+ print(oldS)
+ new_S = (oldS + S) / 2
+ similarity_scores[res] = new_S
+
+ total = 0
+ for value in similarity_scores.values():
+ total += value
+
+ for key, value in similarity_scores.items():
+ similarity_scores[key] = value / total
+
+ return
+
+
+def pretty_print(output_file, stream):
+ timestamp = int(stream[b"timestamp"].decode())
+ output_str = f"{timestamp}, {similarity_scores['Skype06Exp']}, {similarity_scores['Skype06LogN']}, {similarity_scores['Skype06Gam']}, {similarity_scores['Skype06Wbl']}\n"
+ output_file.write(output_str)
+
+
+def send_insights(stream, frames):
+ return
+
+
+def print_xreadgroup_reply(reply, frames, output_file):
+ global threshold
+ for d_stream in reply:
+ for element in d_stream[1]:
+ update_score(element[1], frames)
+ send_insights(element[1], frames)
+ toack(d_stream[0], group, element[0])
+ pretty_print(output_file, element[1])
+
+
+def read_entries(r, f, output_file):
+ while True:
+ d = r.xreadgroup(
+ groupname=group,
+ consumername="c",
+ block=5,
+ count=10,
+ streams={stream_key: ">"},
+ )
+ print_xreadgroup_reply(d, f, output_file)
+
+
+def main():
+ f = open("output.txt", "w")
+ try:
+ frames = create_dataframes()
+ read_entries(r, frames, output_file=f)
+
+ f.close()
+ except Exception as e:
+ print(f"exception caught: {e}")
+
+ finally:
+ f.close()
+
+
+if __name__ == "__main__":
+ main()
diff --git a/python_scripts/src/python_scripts/__pycache__/__main__.cpython-314.pyc b/python_scripts/src/python_scripts/__pycache__/__main__.cpython-314.pyc
new file mode 100644
index 00000000..b353e8de
--- /dev/null
+++ b/python_scripts/src/python_scripts/__pycache__/__main__.cpython-314.pyc
Binary files differ
diff --git a/python_scripts/src/python_scripts/__pycache__/module2.cpython-314.pyc b/python_scripts/src/python_scripts/__pycache__/module2.cpython-314.pyc
new file mode 100644
index 00000000..a88d583d
--- /dev/null
+++ b/python_scripts/src/python_scripts/__pycache__/module2.cpython-314.pyc
Binary files differ
diff --git a/python_scripts/src/python_scripts/__pycache__/threshold_based.cpython-314.pyc b/python_scripts/src/python_scripts/__pycache__/threshold_based.cpython-314.pyc
new file mode 100644
index 00000000..8817f209
--- /dev/null
+++ b/python_scripts/src/python_scripts/__pycache__/threshold_based.cpython-314.pyc
Binary files differ
diff --git a/python_scripts/src/python_scripts/module2.old b/python_scripts/src/python_scripts/module2.old
new file mode 100644
index 00000000..3df7a768
--- /dev/null
+++ b/python_scripts/src/python_scripts/module2.old
@@ -0,0 +1,44 @@
+import pandas as pd
+import requests
+import numpy as np
+
+"""
+The threshold should be set based on a OpenDC failure model with statistical distribution.
+"""
+confidence_red = 0.95
+confidence_yellow = 0.80
+sigma = 0
+
+
+def check_metric(stream, frame, threshold, dictionary):
+ timestamp = int(stream[b"timestamp"].decode())
+ host = str(stream[b"host_id"].decode())
+ new_threshold = threshold
+ filtered_df = frame[
+ (frame["timestamp"] == timestamp) & (frame["host_name"] == host)
+ ]
+ y_t = float(stream[b"downtime"].decode())
+ y_t_hat = float(filtered_df["downtime"].iloc[0])
+ e_t = y_t - y_t_hat
+
+ if e_t > threshold * confidence_red:
+ print(f"Red,{timestamp}")
+ dictionary[str(timestamp)] = dictionary.get(str(timestamp), 0) + 1
+
+ alert = {"Name": "Alert", "Type": "Red", "Timestamp": str(timestamp)}
+ alert_dt(alert)
+ return new_threshold
+
+ if e_t > threshold * confidence_yellow:
+ print(new_threshold)
+ dictionary[str(timestamp)] = dictionary.get(str(timestamp), 0) + 1
+ print(f"Yellow,{timestamp}")
+ alert = {"Name": "Alert", "Type": "Yellow", "Timestamp": str(timestamp)}
+ alert_dt(alert)
+ return new_threshold
+
+ return new_threshold
+
+
+def alert_dt(alert):
+ requests.post("http://localhost:1234/insight", json=alert)
diff --git a/output/greenifier-demo-scaling/raw-output/0/seed=0/battery.parquet b/python_scripts/src/python_scripts/resources/Skype06Exp/battery.parquet
index 93b3f21c..93b3f21c 100644
--- a/output/greenifier-demo-scaling/raw-output/0/seed=0/battery.parquet
+++ b/python_scripts/src/python_scripts/resources/Skype06Exp/battery.parquet
Binary files differ
diff --git a/python_scripts/src/python_scripts/resources/Skype06Exp/host.parquet b/python_scripts/src/python_scripts/resources/Skype06Exp/host.parquet
new file mode 100644
index 00000000..e11dc8b0
--- /dev/null
+++ b/python_scripts/src/python_scripts/resources/Skype06Exp/host.parquet
Binary files differ
diff --git a/python_scripts/src/python_scripts/resources/Skype06Exp/powerSource.parquet b/python_scripts/src/python_scripts/resources/Skype06Exp/powerSource.parquet
new file mode 100644
index 00000000..bf7ab98d
--- /dev/null
+++ b/python_scripts/src/python_scripts/resources/Skype06Exp/powerSource.parquet
Binary files differ
diff --git a/python_scripts/src/python_scripts/resources/Skype06Exp/service.parquet b/python_scripts/src/python_scripts/resources/Skype06Exp/service.parquet
new file mode 100644
index 00000000..3d494013
--- /dev/null
+++ b/python_scripts/src/python_scripts/resources/Skype06Exp/service.parquet
Binary files differ
diff --git a/python_scripts/src/python_scripts/resources/Skype06Exp/task.parquet b/python_scripts/src/python_scripts/resources/Skype06Exp/task.parquet
new file mode 100644
index 00000000..2b79e0ad
--- /dev/null
+++ b/python_scripts/src/python_scripts/resources/Skype06Exp/task.parquet
Binary files differ
diff --git a/python_scripts/src/python_scripts/resources/Skype06Gam/battery.parquet b/python_scripts/src/python_scripts/resources/Skype06Gam/battery.parquet
new file mode 100644
index 00000000..93b3f21c
--- /dev/null
+++ b/python_scripts/src/python_scripts/resources/Skype06Gam/battery.parquet
Binary files differ
diff --git a/python_scripts/src/python_scripts/resources/Skype06Gam/host.parquet b/python_scripts/src/python_scripts/resources/Skype06Gam/host.parquet
new file mode 100644
index 00000000..dc98c778
--- /dev/null
+++ b/python_scripts/src/python_scripts/resources/Skype06Gam/host.parquet
Binary files differ
diff --git a/python_scripts/src/python_scripts/resources/Skype06Gam/powerSource.parquet b/python_scripts/src/python_scripts/resources/Skype06Gam/powerSource.parquet
new file mode 100644
index 00000000..7247d165
--- /dev/null
+++ b/python_scripts/src/python_scripts/resources/Skype06Gam/powerSource.parquet
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diff --git a/python_scripts/src/python_scripts/resources/Skype06Gam/service.parquet b/python_scripts/src/python_scripts/resources/Skype06Gam/service.parquet
new file mode 100644
index 00000000..951429cf
--- /dev/null
+++ b/python_scripts/src/python_scripts/resources/Skype06Gam/service.parquet
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diff --git a/python_scripts/src/python_scripts/resources/Skype06Gam/task.parquet b/python_scripts/src/python_scripts/resources/Skype06Gam/task.parquet
new file mode 100644
index 00000000..643939d1
--- /dev/null
+++ b/python_scripts/src/python_scripts/resources/Skype06Gam/task.parquet
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diff --git a/python_scripts/src/python_scripts/resources/Skype06LogN/battery.parquet b/python_scripts/src/python_scripts/resources/Skype06LogN/battery.parquet
new file mode 100644
index 00000000..93b3f21c
--- /dev/null
+++ b/python_scripts/src/python_scripts/resources/Skype06LogN/battery.parquet
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diff --git a/python_scripts/src/python_scripts/resources/Skype06LogN/host.parquet b/python_scripts/src/python_scripts/resources/Skype06LogN/host.parquet
new file mode 100644
index 00000000..b145bb65
--- /dev/null
+++ b/python_scripts/src/python_scripts/resources/Skype06LogN/host.parquet
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diff --git a/python_scripts/src/python_scripts/resources/Skype06LogN/powerSource.parquet b/python_scripts/src/python_scripts/resources/Skype06LogN/powerSource.parquet
new file mode 100644
index 00000000..466d3215
--- /dev/null
+++ b/python_scripts/src/python_scripts/resources/Skype06LogN/powerSource.parquet
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diff --git a/python_scripts/src/python_scripts/resources/Skype06LogN/service.parquet b/python_scripts/src/python_scripts/resources/Skype06LogN/service.parquet
new file mode 100644
index 00000000..33795ed3
--- /dev/null
+++ b/python_scripts/src/python_scripts/resources/Skype06LogN/service.parquet
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diff --git a/python_scripts/src/python_scripts/resources/Skype06LogN/task.parquet b/python_scripts/src/python_scripts/resources/Skype06LogN/task.parquet
new file mode 100644
index 00000000..e356ef75
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+++ b/python_scripts/src/python_scripts/resources/Skype06LogN/task.parquet
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diff --git a/python_scripts/src/python_scripts/resources/Skype06Wbl/battery.parquet b/python_scripts/src/python_scripts/resources/Skype06Wbl/battery.parquet
new file mode 100644
index 00000000..93b3f21c
--- /dev/null
+++ b/python_scripts/src/python_scripts/resources/Skype06Wbl/battery.parquet
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diff --git a/python_scripts/src/python_scripts/resources/Skype06Wbl/host.parquet b/python_scripts/src/python_scripts/resources/Skype06Wbl/host.parquet
new file mode 100644
index 00000000..9fdf3210
--- /dev/null
+++ b/python_scripts/src/python_scripts/resources/Skype06Wbl/host.parquet
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diff --git a/python_scripts/src/python_scripts/resources/Skype06Wbl/powerSource.parquet b/python_scripts/src/python_scripts/resources/Skype06Wbl/powerSource.parquet
new file mode 100644
index 00000000..3c79b19b
--- /dev/null
+++ b/python_scripts/src/python_scripts/resources/Skype06Wbl/powerSource.parquet
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diff --git a/python_scripts/src/python_scripts/resources/Skype06Wbl/service.parquet b/python_scripts/src/python_scripts/resources/Skype06Wbl/service.parquet
new file mode 100644
index 00000000..4d40319d
--- /dev/null
+++ b/python_scripts/src/python_scripts/resources/Skype06Wbl/service.parquet
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diff --git a/python_scripts/src/python_scripts/resources/Skype06Wbl/task.parquet b/python_scripts/src/python_scripts/resources/Skype06Wbl/task.parquet
new file mode 100644
index 00000000..1453b91e
--- /dev/null
+++ b/python_scripts/src/python_scripts/resources/Skype06Wbl/task.parquet
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diff --git a/python_scripts/src/python_scripts/resources/main.py b/python_scripts/src/python_scripts/resources/main.py
new file mode 100644
index 00000000..accd0314
--- /dev/null
+++ b/python_scripts/src/python_scripts/resources/main.py
@@ -0,0 +1,6 @@
+import pandas as pd
+import numpy as np
+
+df = pd.read_parquet("Skype06Gam/task.parquet")
+
+print(df.loc[:, "num_failures"].mean())
diff --git a/python_scripts/src/python_scripts/resources/prefabs_old/battery.parquet b/python_scripts/src/python_scripts/resources/prefabs_old/battery.parquet
new file mode 100644
index 00000000..93b3f21c
--- /dev/null
+++ b/python_scripts/src/python_scripts/resources/prefabs_old/battery.parquet
Binary files differ
diff --git a/python_scripts/src/python_scripts/resources/prefabs_old/host.parquet b/python_scripts/src/python_scripts/resources/prefabs_old/host.parquet
new file mode 100644
index 00000000..e9add02b
--- /dev/null
+++ b/python_scripts/src/python_scripts/resources/prefabs_old/host.parquet
Binary files differ
diff --git a/python_scripts/src/python_scripts/resources/prefabs_old/powerSource.parquet b/python_scripts/src/python_scripts/resources/prefabs_old/powerSource.parquet
new file mode 100644
index 00000000..304b09cf
--- /dev/null
+++ b/python_scripts/src/python_scripts/resources/prefabs_old/powerSource.parquet
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diff --git a/python_scripts/src/python_scripts/resources/prefabs_old/readme.txt b/python_scripts/src/python_scripts/resources/prefabs_old/readme.txt
new file mode 100644
index 00000000..b00086b8
--- /dev/null
+++ b/python_scripts/src/python_scripts/resources/prefabs_old/readme.txt
@@ -0,0 +1,7 @@
+This is the result of a raw simulation with the failureModels set to some statistical distribution in OpenDC.
+Based on the downtime in the `host.parquet` file, we calculate the threshold.
+These results are based on this failureModel:
+{
+ "type": "prefab",
+ "prefabName" : "Pl05Exp"
+}
diff --git a/python_scripts/src/python_scripts/resources/prefabs_old/service.parquet b/python_scripts/src/python_scripts/resources/prefabs_old/service.parquet
new file mode 100644
index 00000000..371a66a7
--- /dev/null
+++ b/python_scripts/src/python_scripts/resources/prefabs_old/service.parquet
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diff --git a/python_scripts/src/python_scripts/resources/prefabs_old/task.parquet b/python_scripts/src/python_scripts/resources/prefabs_old/task.parquet
new file mode 100644
index 00000000..1e62dae2
--- /dev/null
+++ b/python_scripts/src/python_scripts/resources/prefabs_old/task.parquet
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diff --git a/python_scripts/src/python_scripts/threshold_based.py b/python_scripts/src/python_scripts/threshold_based.py
new file mode 100644
index 00000000..13ce5e42
--- /dev/null
+++ b/python_scripts/src/python_scripts/threshold_based.py
@@ -0,0 +1,34 @@
+import pandas as pd
+import requests
+import numpy as np
+
+"""
+The threshold should be set based on a OpenDC failure model with statistical distribution.
+"""
+confidence_red = 0.90
+confidence_yellow = 0.80
+sigma = 0
+
+
+def check_metric(stream, frame, threshold, dictionary, output_file):
+ timestamp = int(stream[b"timestamp"].decode())
+ host = str(stream[b"host_id"].decode())
+
+ dictionary[str(timestamp)] = dictionary.get(str(timestamp), 0) + 1
+
+ e_t = dictionary.get(str(timestamp))
+ # Heuristic based recognition
+ if e_t > threshold * confidence_red:
+ output_file.write(f"Timestamp: {timestamp}, Alarm: red\n")
+ alert = {"Name": "Alert", "Type": "Red", "Timestamp": str(timestamp)}
+ alert_dt(alert)
+ return
+
+ if e_t > threshold * confidence_yellow:
+ output_file.write(f"Timestamp: {timestamp}, Alarm: yellow\n")
+ alert = {"Name": "Alert", "Type": "Yellow", "Timestamp": str(timestamp)}
+ alert_dt(alert)
+
+
+def alert_dt(alert):
+ requests.post("http://localhost:1234/insight", json=alert)
diff --git a/resources/experiments/experiment_failures.json b/resources/experiments/experiment_failures.json
new file mode 100644
index 00000000..0b451ebe
--- /dev/null
+++ b/resources/experiments/experiment_failures.json
@@ -0,0 +1,26 @@
+{
+ "name": "greenifier-demo-scaling",
+ "topologies": [
+ {
+ "pathToFile": "resources/topologies/surf.json"
+ }
+ ],
+ "workloads": [
+ {
+ "pathToFile": "resources/workloads/surf_month",
+ "type": "ComputeWorkload"
+ }
+ ],
+
+ "failureModels" : [
+ {
+ "type": "trace-based",
+ "pathToFile": "resources/failures/Skype_user_reported.parquet"
+ }
+ ],
+ "exportModels": [
+ {
+ "exportInterval": 3600
+ }
+ ]
+}
diff --git a/resources/failures/Facebook_user_reported.parquet b/resources/failures/Facebook_user_reported.parquet
new file mode 100755
index 00000000..7af770cb
--- /dev/null
+++ b/resources/failures/Facebook_user_reported.parquet
Binary files differ
diff --git a/resources/failures/Gmail_user_reported.parquet b/resources/failures/Gmail_user_reported.parquet
new file mode 100755
index 00000000..db039fd1
--- /dev/null
+++ b/resources/failures/Gmail_user_reported.parquet
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diff --git a/resources/failures/Skype_user_reported.parquet b/resources/failures/Skype_user_reported.parquet
new file mode 100755
index 00000000..316706c7
--- /dev/null
+++ b/resources/failures/Skype_user_reported.parquet
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diff --git a/resources/failures/Twitter_user_reported.parquet b/resources/failures/Twitter_user_reported.parquet
new file mode 100755
index 00000000..c4679046
--- /dev/null
+++ b/resources/failures/Twitter_user_reported.parquet
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diff --git a/resources/failures/Whatsapp_user_reported.parquet b/resources/failures/Whatsapp_user_reported.parquet
new file mode 100755
index 00000000..0e954d70
--- /dev/null
+++ b/resources/failures/Whatsapp_user_reported.parquet
Binary files differ
diff --git a/resources/failures/YouTube_user_reported.parquet b/resources/failures/YouTube_user_reported.parquet
new file mode 100755
index 00000000..1c0c6504
--- /dev/null
+++ b/resources/failures/YouTube_user_reported.parquet
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diff --git a/shell_scripts/kafka_connect.sh b/shell_scripts/kafka_connect.sh
index 3f22b6de..fecc8f63 100755
--- a/shell_scripts/kafka_connect.sh
+++ b/shell_scripts/kafka_connect.sh
@@ -1,2 +1,6 @@
#!/bin/bash
/opt/confluent/bin/connect-standalone /opt/confluent/etc/kafka/connect-standalone.properties /opt/confluent/share/confluent-common/connectors/sink-jdbc.properties /opt/confluent/share/confluent-common/connectors/sink-redis.properties
+# Considerable effort has gone into filtering messages in situ. Please refer to:
+# https://forum.confluent.io/t/invalid-value-for-filter-in-smt/10046
+# https://github.com/json-path/JsonPath
+# https://docs.confluent.io/kafka-connectors/transforms/current/filter-confluent.html#properties
diff --git a/shell_scripts/readme.md b/shell_scripts/readme.md
deleted file mode 100644
index 2a0842b1..00000000
--- a/shell_scripts/readme.md
+++ /dev/null
@@ -1,13 +0,0 @@
-You need to run this each time you change `schema.proto`
-```bash
-cd resources/experiments/
-protoc --java_out=/home/matt/git/opendc/opendc-common/src/main/java/ schema.proto
-curl -X DELETE http://localhost:8081/subjects/postgres-topic-value
-```
-Confluent JDBC sink and source (includes Postgres connector) files:
-https://www.confluent.io/hub/confluentinc/kafka-connect-jdbc
-
-Be aware the project will only work with this OpenDC as there are hidden Maven dependencies.
-Kafka topic should be named `postgres_topic`.
-
-Confluent local (see https://www.confluent.io/installation/):