From 1ac36e4e5b5b9b3effa0cb0f1cf2b43b4d7f10bb Mon Sep 17 00:00:00 2001 From: "Tharindu B. Hewage" Date: Tue, 16 Jan 2024 18:47:02 +1100 Subject: [PATCH 01/14] Re-order modules --- .../apply-priority-core-pinning-patch.sh | 0 .../extensions}/feature-priority-core-pinning/readme.md | 0 .../extensions}/gc-emulator-service/.gitignore | 0 .../extensions}/gc-emulator-service/Service.go | 0 .../extensions}/gc-emulator-service/build-for-linux-amd64.sh | 0 {extensions => deployment/extensions}/gc-emulator-service/go.mod | 0 {extensions => deployment/extensions}/gc-emulator-service/go.sum | 0 .../extensions}/gc-emulator-service/internal/actions.go | 0 .../extensions}/gc-emulator-service/internal/apis.go | 0 .../extensions}/gc-emulator-service/internal/config-parser.go | 0 .../extensions}/gc-emulator-service/internal/external.go | 0 .../extensions}/gc-emulator-service/internal/models.go | 0 .../extensions}/gc-emulator-service/readme.md | 0 .../gc-emulator-service/scripts/gc-controller-sleep.sh | 0 .../extensions}/gc-emulator-service/scripts/gc-controller-wake.sh | 0 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| 0 .../az-trace-gen/src/main/resources/os-client/create-vm.sh | 0 .../az-trace-gen/src/main/resources/os-client/delete-vm.sh | 0 .../az-trace-gen/src/main/resources/os-client/image-list.sh | 0 {vm-trace => workload}/vm-trace-generation.md | 0 36 files changed, 0 insertions(+), 0 deletions(-) rename {extensions => deployment/extensions}/feature-priority-core-pinning/apply-priority-core-pinning-patch.sh (100%) rename {extensions => deployment/extensions}/feature-priority-core-pinning/readme.md (100%) rename {extensions => deployment/extensions}/gc-emulator-service/.gitignore (100%) rename {extensions => deployment/extensions}/gc-emulator-service/Service.go (100%) rename {extensions => deployment/extensions}/gc-emulator-service/build-for-linux-amd64.sh (100%) rename {extensions => deployment/extensions}/gc-emulator-service/go.mod (100%) rename {extensions => deployment/extensions}/gc-emulator-service/go.sum (100%) rename {extensions => deployment/extensions}/gc-emulator-service/internal/actions.go (100%) rename {extensions => deployment/extensions}/gc-emulator-service/internal/apis.go (100%) rename {extensions => deployment/extensions}/gc-emulator-service/internal/config-parser.go (100%) rename {extensions => deployment/extensions}/gc-emulator-service/internal/external.go (100%) rename {extensions => deployment/extensions}/gc-emulator-service/internal/models.go (100%) rename {extensions => deployment/extensions}/gc-emulator-service/readme.md (100%) rename {extensions => deployment/extensions}/gc-emulator-service/scripts/gc-controller-sleep.sh (100%) rename {extensions => deployment/extensions}/gc-emulator-service/scripts/gc-controller-wake.sh (100%) rename {extensions => deployment/extensions}/gc-emulator-service/scripts/gc-emul-envs.sh (100%) rename {extensions => deployment/extensions}/gc-emulator-service/scripts/openstack-get-server-by-domain.sh (100%) rename {extensions => deployment/extensions}/gc-emulator-service/scripts/openstack-shelve-offload-server.sh (100%) rename {extensions => deployment/extensions}/gc-emulator-service/scripts/virsh-domain-get-pinned-cpu-core.sh (100%) rename {extensions => deployment/extensions}/gc-emulator-service/scripts/virsh-list-domains.sh (100%) rename {extensions => deployment/extensions}/nova-feature-diff.patch (100%) rename {extensions => deployment/extensions}/readme.md (100%) rename {extensions => deployment/extensions}/restart-devstack-services.sh (100%) rename {extensions => deployment/extensions}/workaround-omit-sleeping-core-from-pcpu/apply-omit-sleeping-core-patch.sh (100%) rename {extensions => deployment/extensions}/workaround-omit-sleeping-core-from-pcpu/readme.md (100%) rename {vm-trace => workload}/az-trace-gen/.gitignore (100%) rename {vm-trace => workload}/az-trace-gen/pom.xml (100%) rename {vm-trace => workload}/az-trace-gen/remote-exec-debug.sh (100%) rename {vm-trace => workload}/az-trace-gen/src/main/java/org/crunchycookie/research/tracegen/Service.java (100%) rename {vm-trace => workload}/az-trace-gen/src/main/java/org/crunchycookie/research/tracegen/clients/OpenstackComputeClient.java (100%) rename {vm-trace => workload}/az-trace-gen/src/main/resources/configs.properties (100%) rename {vm-trace => workload}/az-trace-gen/src/main/resources/log4j2.xml (100%) rename {vm-trace => workload}/az-trace-gen/src/main/resources/os-client/create-vm.sh (100%) rename {vm-trace => workload}/az-trace-gen/src/main/resources/os-client/delete-vm.sh (100%) rename {vm-trace => workload}/az-trace-gen/src/main/resources/os-client/image-list.sh (100%) rename {vm-trace => workload}/vm-trace-generation.md (100%) diff --git a/extensions/feature-priority-core-pinning/apply-priority-core-pinning-patch.sh b/deployment/extensions/feature-priority-core-pinning/apply-priority-core-pinning-patch.sh similarity index 100% rename from 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diff --git a/extensions/workaround-omit-sleeping-core-from-pcpu/readme.md b/deployment/extensions/workaround-omit-sleeping-core-from-pcpu/readme.md similarity index 100% rename from extensions/workaround-omit-sleeping-core-from-pcpu/readme.md rename to deployment/extensions/workaround-omit-sleeping-core-from-pcpu/readme.md diff --git a/vm-trace/az-trace-gen/.gitignore b/workload/az-trace-gen/.gitignore similarity index 100% rename from vm-trace/az-trace-gen/.gitignore rename to workload/az-trace-gen/.gitignore diff --git a/vm-trace/az-trace-gen/pom.xml b/workload/az-trace-gen/pom.xml similarity index 100% rename from vm-trace/az-trace-gen/pom.xml rename to workload/az-trace-gen/pom.xml diff --git a/vm-trace/az-trace-gen/remote-exec-debug.sh b/workload/az-trace-gen/remote-exec-debug.sh similarity index 100% rename from vm-trace/az-trace-gen/remote-exec-debug.sh rename to workload/az-trace-gen/remote-exec-debug.sh diff --git a/vm-trace/az-trace-gen/src/main/java/org/crunchycookie/research/tracegen/Service.java b/workload/az-trace-gen/src/main/java/org/crunchycookie/research/tracegen/Service.java similarity index 100% rename from vm-trace/az-trace-gen/src/main/java/org/crunchycookie/research/tracegen/Service.java rename to workload/az-trace-gen/src/main/java/org/crunchycookie/research/tracegen/Service.java diff --git a/vm-trace/az-trace-gen/src/main/java/org/crunchycookie/research/tracegen/clients/OpenstackComputeClient.java b/workload/az-trace-gen/src/main/java/org/crunchycookie/research/tracegen/clients/OpenstackComputeClient.java similarity index 100% rename from vm-trace/az-trace-gen/src/main/java/org/crunchycookie/research/tracegen/clients/OpenstackComputeClient.java rename to workload/az-trace-gen/src/main/java/org/crunchycookie/research/tracegen/clients/OpenstackComputeClient.java diff --git a/vm-trace/az-trace-gen/src/main/resources/configs.properties 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vm-trace/az-trace-gen/src/main/resources/os-client/delete-vm.sh rename to workload/az-trace-gen/src/main/resources/os-client/delete-vm.sh diff --git a/vm-trace/az-trace-gen/src/main/resources/os-client/image-list.sh b/workload/az-trace-gen/src/main/resources/os-client/image-list.sh similarity index 100% rename from vm-trace/az-trace-gen/src/main/resources/os-client/image-list.sh rename to workload/az-trace-gen/src/main/resources/os-client/image-list.sh diff --git a/vm-trace/vm-trace-generation.md b/workload/vm-trace-generation.md similarity index 100% rename from vm-trace/vm-trace-generation.md rename to workload/vm-trace-generation.md From a4928f33aaf3d4593ba3e9ee62d6c83cd423be32 Mon Sep 17 00:00:00 2001 From: "Tharindu B. Hewage" Date: Wed, 17 Jan 2024 14:10:52 +1100 Subject: [PATCH 02/14] Re-order modules --- {workload => experiment/legacy-workload}/az-trace-gen/.gitignore | 0 {workload => experiment/legacy-workload}/az-trace-gen/pom.xml | 0 .../legacy-workload}/az-trace-gen/remote-exec-debug.sh | 0 .../main/java/org/crunchycookie/research/tracegen/Service.java | 0 .../research/tracegen/clients/OpenstackComputeClient.java | 0 .../az-trace-gen/src/main/resources/configs.properties | 0 .../legacy-workload}/az-trace-gen/src/main/resources/log4j2.xml | 0 .../az-trace-gen/src/main/resources/os-client/create-vm.sh | 0 .../az-trace-gen/src/main/resources/os-client/delete-vm.sh | 0 .../az-trace-gen/src/main/resources/os-client/image-list.sh | 0 {workload => experiment/legacy-workload}/vm-trace-generation.md | 0 experiment/workload-sampling/azure-packing-trace-normalize.py | 0 12 files changed, 0 insertions(+), 0 deletions(-) rename {workload => experiment/legacy-workload}/az-trace-gen/.gitignore (100%) rename {workload => experiment/legacy-workload}/az-trace-gen/pom.xml (100%) rename {workload => experiment/legacy-workload}/az-trace-gen/remote-exec-debug.sh (100%) rename {workload => experiment/legacy-workload}/az-trace-gen/src/main/java/org/crunchycookie/research/tracegen/Service.java (100%) rename {workload => experiment/legacy-workload}/az-trace-gen/src/main/java/org/crunchycookie/research/tracegen/clients/OpenstackComputeClient.java (100%) rename {workload => experiment/legacy-workload}/az-trace-gen/src/main/resources/configs.properties (100%) rename {workload => experiment/legacy-workload}/az-trace-gen/src/main/resources/log4j2.xml (100%) rename {workload => experiment/legacy-workload}/az-trace-gen/src/main/resources/os-client/create-vm.sh (100%) rename {workload => experiment/legacy-workload}/az-trace-gen/src/main/resources/os-client/delete-vm.sh (100%) rename {workload => experiment/legacy-workload}/az-trace-gen/src/main/resources/os-client/image-list.sh (100%) rename {workload => experiment/legacy-workload}/vm-trace-generation.md (100%) create mode 100644 experiment/workload-sampling/azure-packing-trace-normalize.py diff --git a/workload/az-trace-gen/.gitignore b/experiment/legacy-workload/az-trace-gen/.gitignore similarity index 100% rename from workload/az-trace-gen/.gitignore rename to experiment/legacy-workload/az-trace-gen/.gitignore diff --git a/workload/az-trace-gen/pom.xml b/experiment/legacy-workload/az-trace-gen/pom.xml similarity index 100% rename from workload/az-trace-gen/pom.xml rename to experiment/legacy-workload/az-trace-gen/pom.xml diff --git a/workload/az-trace-gen/remote-exec-debug.sh b/experiment/legacy-workload/az-trace-gen/remote-exec-debug.sh similarity index 100% rename from workload/az-trace-gen/remote-exec-debug.sh rename to experiment/legacy-workload/az-trace-gen/remote-exec-debug.sh diff --git a/workload/az-trace-gen/src/main/java/org/crunchycookie/research/tracegen/Service.java b/experiment/legacy-workload/az-trace-gen/src/main/java/org/crunchycookie/research/tracegen/Service.java similarity index 100% rename from workload/az-trace-gen/src/main/java/org/crunchycookie/research/tracegen/Service.java rename to experiment/legacy-workload/az-trace-gen/src/main/java/org/crunchycookie/research/tracegen/Service.java diff --git a/workload/az-trace-gen/src/main/java/org/crunchycookie/research/tracegen/clients/OpenstackComputeClient.java b/experiment/legacy-workload/az-trace-gen/src/main/java/org/crunchycookie/research/tracegen/clients/OpenstackComputeClient.java similarity index 100% rename from workload/az-trace-gen/src/main/java/org/crunchycookie/research/tracegen/clients/OpenstackComputeClient.java rename to experiment/legacy-workload/az-trace-gen/src/main/java/org/crunchycookie/research/tracegen/clients/OpenstackComputeClient.java diff --git a/workload/az-trace-gen/src/main/resources/configs.properties 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b/experiment/legacy-workload/az-trace-gen/src/main/resources/os-client/delete-vm.sh similarity index 100% rename from workload/az-trace-gen/src/main/resources/os-client/delete-vm.sh rename to experiment/legacy-workload/az-trace-gen/src/main/resources/os-client/delete-vm.sh diff --git a/workload/az-trace-gen/src/main/resources/os-client/image-list.sh b/experiment/legacy-workload/az-trace-gen/src/main/resources/os-client/image-list.sh similarity index 100% rename from workload/az-trace-gen/src/main/resources/os-client/image-list.sh rename to experiment/legacy-workload/az-trace-gen/src/main/resources/os-client/image-list.sh diff --git a/workload/vm-trace-generation.md b/experiment/legacy-workload/vm-trace-generation.md similarity index 100% rename from workload/vm-trace-generation.md rename to experiment/legacy-workload/vm-trace-generation.md diff --git a/experiment/workload-sampling/azure-packing-trace-normalize.py b/experiment/workload-sampling/azure-packing-trace-normalize.py new file mode 100644 index 0000000..e69de29 From 78893f9c5a3731c2760e531e7ca45504bd93faaa Mon Sep 17 00:00:00 2001 From: "Tharindu B. Hewage" Date: Wed, 17 Jan 2024 14:11:09 +1100 Subject: [PATCH 03/14] Add workload sampling plan --- experiment/experiment-design.md | 62 +++++++++++++++++++++++++++++++++ 1 file changed, 62 insertions(+) create mode 100644 experiment/experiment-design.md diff --git a/experiment/experiment-design.md b/experiment/experiment-design.md new file mode 100644 index 0000000..c93d994 --- /dev/null +++ b/experiment/experiment-design.md @@ -0,0 +1,62 @@ +### Experiment design + +We need to replay a production VM arrival trace on the system. We can evaluate different packing strategies +then. + +Limitation is inventory of the deployment(36 cpu cores) is smaller than of a cloud inventory (~15k+ machines). + +Solution is generating a vm trace suitable for the deployment, based on the production trace. + +We need to decide followings. + +Trace features. + +- VM arrival rate: How many VMs arrive at a given time +- VM size: vCPU count +- VM type: Evictable or Regular + +Experiment settings. + +- Total duration for the experiment +- Time period of Renewable availability + +#### Inventory + +A five node Openstack cluster with green cores enabled. + +- 16 cores: 12 Regular + 4 Green +- 8 cores: 5 Regular + 3 Green +- 4 cores: 4 Regular + 1 Green +- 4 cores: 4 Regular + 1 Green +- 4 cores: 4 Regular + 1 Green \[Physical Access\] + +One of the machine provides admin access to bios, and provides host os that runs on bare-metal. + +Physical access machine provides power stats, as well as true control over CPU core power management. All machines +provide a packing inventory. Therefore, packing metrics such as green score, density and utilization are calculated +all over the cluster and physical machine provide power consumption metrics. + +### Trace goals + +Generated trace should roughly utilize inventory around 70-80% (=production cloud inventory data) + +### Workload sampling + +First, we derive a normalized arrival trace. i.e. We calculate normalized values for the followings in a given time point, `t`. + +Pre-values + +- `VCPU_MAX`: Maximum number of vcpu count in an arrived VM +- `Count_MAX`: Maximum number of arrived VMs in a given time + +At `t=t` + +1. `Request Count` = `actual requests`/`COUNT_MAX` +2. `Regular VMs` = `regular vm count`/`actual requests` +3. `Evictable VMs` = `evictable vm count`/`actual requests` +4. `VM type` = Distribution of `vcpu count`/`VCPU_MAX` + +Doing this for all time-points yields a normalized trace. + +Then we pick a time-frame for the experiment, and scale up `4` by multiplying it with max pcpu size available. And scale +up `1,2,3` such that cluster utilization is `~80%` with best-fit. \ No newline at end of file From 0857b0494b83bf304ce3f98d61848451c58eb69f Mon Sep 17 00:00:00 2001 From: "Tharindu B. Hewage" Date: Wed, 17 Jan 2024 17:48:10 +1100 Subject: [PATCH 04/14] Add trace normalization script --- experiment/experiment-design.md | 2 + .../azure-packing-trace-normalize.py | 0 experiment/workload-sampling/normalize.py | 34 +++++++ .../workload-sampling/nrl_trace_handler.py | 96 +++++++++++++++++++ 4 files changed, 132 insertions(+) delete mode 100644 experiment/workload-sampling/azure-packing-trace-normalize.py create mode 100644 experiment/workload-sampling/normalize.py create mode 100644 experiment/workload-sampling/nrl_trace_handler.py diff --git a/experiment/experiment-design.md b/experiment/experiment-design.md index c93d994..34ad18d 100644 --- a/experiment/experiment-design.md +++ b/experiment/experiment-design.md @@ -48,6 +48,7 @@ Pre-values - `VCPU_MAX`: Maximum number of vcpu count in an arrived VM - `Count_MAX`: Maximum number of arrived VMs in a given time +- `LIFETIME_MAX`: Largest VM lifetime At `t=t` @@ -55,6 +56,7 @@ At `t=t` 2. `Regular VMs` = `regular vm count`/`actual requests` 3. `Evictable VMs` = `evictable vm count`/`actual requests` 4. `VM type` = Distribution of `vcpu count`/`VCPU_MAX` +5. `Lifetime` = Distribution of `lifetime`/`LIFETIME_MAX` Doing this for all time-points yields a normalized trace. diff --git a/experiment/workload-sampling/azure-packing-trace-normalize.py b/experiment/workload-sampling/azure-packing-trace-normalize.py deleted file mode 100644 index e69de29..0000000 diff --git a/experiment/workload-sampling/normalize.py b/experiment/workload-sampling/normalize.py new file mode 100644 index 0000000..fc4cec8 --- /dev/null +++ b/experiment/workload-sampling/normalize.py @@ -0,0 +1,34 @@ +import csv +import sys +from nrl_trace_handler import get_trace_at, get_time_after, get_headers, get_max_consts + +# make sure to set envs +# USER = os.getenv("USER") +# PASSWORD = os.getenv("PASSWORD") +# HOST = os.getenv("HOST") +# DB = os.getenv("DB") + +interval_start = float(sys.argv[1]) +interval_ends = float(sys.argv[2]) + +print("analyzing from: ", interval_start) +print("analyzing to: ", interval_ends) + +max_consts = get_max_consts(time_from=interval_start, time_to=interval_ends) + +time = interval_start +records = [] +while time < interval_ends: + time = get_time_after(time_in_days_fraction=time) + data = get_trace_at(time_in_days_fraction=time, vcpu_max=max_consts["vcpu_max"], count_max=max_consts["count_max"], + lifetime_max=max_consts["lifetime_max"]) + print("analyze-- time: ", time) + records.append(data) + +print("dumping normalized records...") +with open('nrl_azure_packing_2020.csv', 'w') as csvfile: + writer = csv.DictWriter(csvfile, fieldnames=get_headers()) + writer.writeheader() + writer.writerows(records) + +print("Done! Please check the csv file at current directory") diff --git a/experiment/workload-sampling/nrl_trace_handler.py b/experiment/workload-sampling/nrl_trace_handler.py new file mode 100644 index 0000000..d7134be --- /dev/null +++ b/experiment/workload-sampling/nrl_trace_handler.py @@ -0,0 +1,96 @@ +import os +from mysql.connector import connect, Error + +# vpu_max = 12 +# count_max = 1002.0 +# lifetime_max = 89.6387860183604 + +USER = os.getenv("USER") +PASSWORD = os.getenv("PASSWORD") +HOST = os.getenv("HOST") +DB = os.getenv("DB") +print("user: ", USER, "password: ", PASSWORD, "host: ", HOST, "db: ", DB) + + +def get_max_consts(time_from, time_to): + with connect( + host=HOST, + user=USER, + password=PASSWORD, + database=DB, + ) as connection: + vcpu_max_qry = "select vmCPUCores as c from vm inner join vmTypeToCores on vm.vmTypeId = vmTypeToCores.vmTypeId where starttime > " + str(time_from) + " and starttime < " + str(time_to) + " order by c desc limit 1" + count_max_qry = "select count(*) as c from vm where starttime > " + str(time_from) + " and starttime < " + str(time_to) + " group by starttime order by c desc limit 1" + lifetime_max_qry = "select vm.endtime - vm.starttime as c from vm where starttime > " + str(time_from) + " and starttime < " + str(time_to) + " order by c desc limit 1" + + def run_query(qry): + with connection.cursor() as cursor: + cursor.execute(qry) + result = cursor.fetchall() + for row in result: + return row[0] + + return { + "vcpu_max": run_query(vcpu_max_qry), + "lifetime_max": run_query(lifetime_max_qry), + "count_max": run_query(count_max_qry) + } + + +def get_time_after(time_in_days_fraction=0.0): + with connect( + host=HOST, + user=USER, + password=PASSWORD, + database=DB, + ) as connection: + qry = "select starttime from vm where starttime > " + str(time_in_days_fraction) + " order by starttime asc limit 1" + with connection.cursor() as cursor: + cursor.execute(qry) + result = cursor.fetchall() + for row in result: + return row[0] + + +def get_trace_at(time_in_days_fraction=0.0, vcpu_max=None, lifetime_max=None, count_max=None): + with connect( + host=HOST, + user=USER, + password=PASSWORD, + database=DB, + ) as connection: + qry = "select vmCPUCores, priority, starttime, endtime from vm inner join vmTypeToCores on vm.vmTypeId = vmTypeToCores.vmTypeId where starttime = " + str( + time_in_days_fraction) + with connection.cursor() as cursor: + cursor.execute(qry) + result = cursor.fetchall() + request_count = 0 + regular_vm_count = 0 + evictable_vm_count = 0 + nrl_vcpu_distribution = [] + nrl_lifetime_distribution = [] + for row in result: + vcpu = row[0] + isEvictable = row[1] == 1 + endtime = row[3] if row[3] else lifetime_max + lifetime = endtime - row[2] + + request_count += 1 + regular_vm_count += 1 if not isEvictable else 0 + evictable_vm_count += 1 if isEvictable else 0 + nrl_vcpu_distribution.append(vcpu / vcpu_max) + nrl_lifetime_distribution.append(lifetime / lifetime_max) + nrl_request_count = request_count / count_max + nrl_regular_count = regular_vm_count / request_count + nrl_evictable_vm_count = evictable_vm_count / request_count + return { + 'request_count': nrl_request_count, + 'regular_vm_count': nrl_regular_count, + 'evictable_vm_count': nrl_evictable_vm_count, + 'lifetime_distribution': nrl_lifetime_distribution, + 'vcpu_distribution': nrl_vcpu_distribution + } + + +def get_headers(): + return ['request_count', 'regular_vm_count', 'evictable_vm_count', 'lifetime_distribution', 'vcpu_distribution'] From 5cd9dc31d3526e1f93e6f5dc89a388ab0cbd83a8 Mon Sep 17 00:00:00 2001 From: "Tharindu B. Hewage" Date: Wed, 17 Jan 2024 20:17:03 +1100 Subject: [PATCH 05/14] Add trace gen initial impl --- experiment/experiment-design.md | 35 +- experiment/trace-generation/external.py | 2 + experiment/trace-generation/math_utils.py | 6 + .../trace-generation/trace-generator.py | 59 + experiment/trace-normalization/.gitignore | 0 .../normalize.py | 16 +- .../nrl_azure_packing_2020.csv | 66877 ++++++++++++++++ .../nrl_trace_handler.py | 3 +- 8 files changed, 66981 insertions(+), 17 deletions(-) create mode 100644 experiment/trace-generation/external.py create mode 100644 experiment/trace-generation/math_utils.py create mode 100644 experiment/trace-generation/trace-generator.py create mode 100644 experiment/trace-normalization/.gitignore rename experiment/{workload-sampling => trace-normalization}/normalize.py (65%) create mode 100644 experiment/trace-normalization/nrl_azure_packing_2020.csv rename experiment/{workload-sampling => trace-normalization}/nrl_trace_handler.py (95%) diff --git a/experiment/experiment-design.md b/experiment/experiment-design.md index 34ad18d..6dfaf38 100644 --- a/experiment/experiment-design.md +++ b/experiment/experiment-design.md @@ -1,6 +1,6 @@ ### Experiment design -We need to replay a production VM arrival trace on the system. We can evaluate different packing strategies +We need to replay a production VM arrival trace on the system. We can evaluate different packing strategies then. Limitation is inventory of the deployment(36 cpu cores) is smaller than of a cloud inventory (~15k+ machines). @@ -30,10 +30,10 @@ A five node Openstack cluster with green cores enabled. - 4 cores: 4 Regular + 1 Green - 4 cores: 4 Regular + 1 Green \[Physical Access\] -One of the machine provides admin access to bios, and provides host os that runs on bare-metal. +One of the machine provides admin access to bios, and provides host os that runs on bare-metal. Physical access machine provides power stats, as well as true control over CPU core power management. All machines -provide a packing inventory. Therefore, packing metrics such as green score, density and utilization are calculated +provide a packing inventory. Therefore, packing metrics such as green score, density and utilization are calculated all over the cluster and physical machine provide power consumption metrics. ### Trace goals @@ -42,12 +42,15 @@ Generated trace should roughly utilize inventory around 70-80% (=production clou ### Workload sampling -First, we derive a normalized arrival trace. i.e. We calculate normalized values for the followings in a given time point, `t`. +#### Trace normalization + +First, we derive a normalized arrival trace. i.e. We calculate normalized values for the followings in a given time +point, `t`. Pre-values - `VCPU_MAX`: Maximum number of vcpu count in an arrived VM -- `Count_MAX`: Maximum number of arrived VMs in a given time +- `Count_MAX`: Maximum number of arrived VMs in a given time - `LIFETIME_MAX`: Largest VM lifetime At `t=t` @@ -60,5 +63,23 @@ At `t=t` Doing this for all time-points yields a normalized trace. -Then we pick a time-frame for the experiment, and scale up `4` by multiplying it with max pcpu size available. And scale -up `1,2,3` such that cluster utilization is `~80%` with best-fit. \ No newline at end of file +[trace-normalization](trace-normalization) module contains work for this. + +#### Trace Generation + +The generator takes 3 arguments. + +1. Maximum number of VM requests at a time +2. Maximum lifetime of a VM in fraction of days +3. Maximum vcpu size a VM can take + +It monitors the time, and in each time step, generates a certain number of VM requests. + +- Number of requests + - Max. value x normalized request count. Then those requests are grouped into regulars and evictables. + - If values do not derive integers, none of the requests are generated. Otherwise they are rounded to the nearest int value. + - For each request, + - VM lifetime + - Sampled from the probabilistic model sourced from lifetime distribution * Max. value. + - VM vcpu + - Sampled from the probabilistic model sourced from vcpu distribution * Max. value. diff --git a/experiment/trace-generation/external.py b/experiment/trace-generation/external.py new file mode 100644 index 0000000..c456b75 --- /dev/null +++ b/experiment/trace-generation/external.py @@ -0,0 +1,2 @@ +def dispatch(vm_rqs): + print(vm_rqs) \ No newline at end of file diff --git a/experiment/trace-generation/math_utils.py b/experiment/trace-generation/math_utils.py new file mode 100644 index 0000000..4249fad --- /dev/null +++ b/experiment/trace-generation/math_utils.py @@ -0,0 +1,6 @@ +import scipy.stats + + +def pickRandom(dist): + kde = scipy.stats.gaussian_kde(dist) + return kde.resample(size=1) diff --git a/experiment/trace-generation/trace-generator.py b/experiment/trace-generation/trace-generator.py new file mode 100644 index 0000000..2830a81 --- /dev/null +++ b/experiment/trace-generation/trace-generator.py @@ -0,0 +1,59 @@ +import sys +import time + +import pandas as pd +from math_utils import pickRandom +from external import dispatch + +nrl_trace_file = sys.argv[1] +t_start = float(sys.argv[2]) +t_stop = float(sys.argv[3]) + +max_rq_cnt = float(sys.argv[4]) +max_lft = float(sys.argv[5]) +max_vcpu_cnt = float(sys.argv[6]) + +print("nrl_trace_file: ", nrl_trace_file, " t_start: ", t_start, " t_stop: ", t_stop, " max_rq_cnt: ", max_rq_cnt, + "max_lft: ", max_lft, "max_vcpu_cnt: ", max_vcpu_cnt) + +df = pd.read_csv(nrl_trace_file) +df = df[t_start <= df['time']] +df = df[df['time'] <= t_stop] + + +def generate_reg_rqs(rq_count, row, time, type, bucket): + for rq in range(rq_count): + lifetime = pickRandom(dst=row['lifetime_distribution'][0]) * max_lft + vcpu = round(pickRandom(dst=row['vcpu_distribution'][0]) * max_vcpu_cnt) + if vcpu > 0: + bucket.append({ + 'name': 'VM-' + str(time) + '-' + type + '-' + str(rq), + 'type': type, + 'lifetime': lifetime, + 'vcpu': vcpu + }) + + +t_s = df['time'].values +for idx, t in enumerate(t_s): + print("time: ", t) + row = df.loc[df['time'] == t].to_dict('list') + print('row', row) + + vm_rqs = [] + total_rq_cnt = row['request_count'][0] * max_rq_cnt + reg_rq_cnt = round(total_rq_cnt * row['regular_vm_count'][0]) + evct_rq_cnt = round(total_rq_cnt * row['evictable_vm_count'][0]) + print('total_rq_cnt',total_rq_cnt, 'reg_rq_cnt',reg_rq_cnt, evct_rq_cnt) + if reg_rq_cnt > 0: + generate_reg_rqs(rq_count=reg_rq_cnt, row=row, time=t, type='regular', bucket=vm_rqs) + if evct_rq_cnt > 0: + generate_reg_rqs(rq_count=evct_rq_cnt, row=row, time=t, type='evictable', bucket=vm_rqs) + + dispatch(vm_rqs=vm_rqs) + + if (idx + 1) < len(t_s): + t_to = t_s[idx + 1] - t + wait_for = t_to * (24 * 3600) + print("time: ", t, "total requested: ", len(vm_rqs), "waiting for: ", wait_for) + time.sleep(wait_for) diff --git a/experiment/trace-normalization/.gitignore b/experiment/trace-normalization/.gitignore new file mode 100644 index 0000000..e69de29 diff --git a/experiment/workload-sampling/normalize.py b/experiment/trace-normalization/normalize.py similarity index 65% rename from experiment/workload-sampling/normalize.py rename to experiment/trace-normalization/normalize.py index fc4cec8..4090cfa 100644 --- a/experiment/workload-sampling/normalize.py +++ b/experiment/trace-normalization/normalize.py @@ -18,17 +18,15 @@ time = interval_start records = [] -while time < interval_ends: - time = get_time_after(time_in_days_fraction=time) - data = get_trace_at(time_in_days_fraction=time, vcpu_max=max_consts["vcpu_max"], count_max=max_consts["count_max"], - lifetime_max=max_consts["lifetime_max"]) - print("analyze-- time: ", time) - records.append(data) - -print("dumping normalized records...") with open('nrl_azure_packing_2020.csv', 'w') as csvfile: writer = csv.DictWriter(csvfile, fieldnames=get_headers()) writer.writeheader() - writer.writerows(records) + while time < interval_ends: + time = get_time_after(time_in_days_fraction=time) + data = get_trace_at(time_in_days_fraction=time, vcpu_max=max_consts["vcpu_max"], count_max=max_consts["count_max"], + lifetime_max=max_consts["lifetime_max"]) + writer.writerow(data) + csvfile.flush() + print("analyze-- time: ", time) print("Done! 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+0.9999421294778585,0.0029940119760479044,0.5,0.5,"[6.782610583114246e-05, 1.691149478066986e-05]","[0.1, 0.4]" +0.9999652779661119,0.004491017964071856,1.0,0.0,"[0.0001555915432163611, 0.0005426049505012667, 0.0005426049505012667]","[0.1, 0.2, 0.2]" +0.9999768519774079,0.0029940119760479044,1.0,0.0,"[0.010935110679467789, 0.010935110679467789]","[0.2, 0.2]" +1.0,0.010479041916167664,1.0,0.0,"[5.2220516699669946e-05, 0.009298512892465008, 0.009298512762593414, 0.00011675860619731318, 0.00011675860619731318, 0.00011675860619731318, 0.00011675860619731318]","[0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1]" diff --git a/experiment/workload-sampling/nrl_trace_handler.py b/experiment/trace-normalization/nrl_trace_handler.py similarity index 95% rename from experiment/workload-sampling/nrl_trace_handler.py rename to experiment/trace-normalization/nrl_trace_handler.py index d7134be..fd57d08 100644 --- a/experiment/workload-sampling/nrl_trace_handler.py +++ b/experiment/trace-normalization/nrl_trace_handler.py @@ -84,6 +84,7 @@ def get_trace_at(time_in_days_fraction=0.0, vcpu_max=None, lifetime_max=None, co nrl_regular_count = regular_vm_count / request_count nrl_evictable_vm_count = evictable_vm_count / request_count return { + 'time': time_in_days_fraction, 'request_count': nrl_request_count, 'regular_vm_count': nrl_regular_count, 'evictable_vm_count': nrl_evictable_vm_count, @@ -93,4 +94,4 @@ def get_trace_at(time_in_days_fraction=0.0, vcpu_max=None, lifetime_max=None, co def get_headers(): - return ['request_count', 'regular_vm_count', 'evictable_vm_count', 'lifetime_distribution', 'vcpu_distribution'] + return ['time', 'request_count', 'regular_vm_count', 'evictable_vm_count', 'lifetime_distribution', 'vcpu_distribution'] From b600d91e79afe754a12ab7123980c1d7d91a1715 Mon Sep 17 00:00:00 2001 From: "Tharindu B. Hewage" Date: Thu, 18 Jan 2024 18:54:03 +1100 Subject: [PATCH 06/14] Add trace gen tested for 4-min test --- experiment/trace-generation/math_utils.py | 10 ++++--- .../trace-generation/trace-generator.py | 27 ++++++++++++------- 2 files changed, 25 insertions(+), 12 deletions(-) diff --git a/experiment/trace-generation/math_utils.py b/experiment/trace-generation/math_utils.py index 4249fad..ab67e5a 100644 --- a/experiment/trace-generation/math_utils.py +++ b/experiment/trace-generation/math_utils.py @@ -1,6 +1,10 @@ import scipy.stats -def pickRandom(dist): - kde = scipy.stats.gaussian_kde(dist) - return kde.resample(size=1) +def pick_random(dst): + is_uniform = len(set(dst)) == 1 + if is_uniform: + return dst[0] + kde = scipy.stats.gaussian_kde(dst) + sample = kde.resample(size=1) + return sample[0][0] diff --git a/experiment/trace-generation/trace-generator.py b/experiment/trace-generation/trace-generator.py index 2830a81..a28805c 100644 --- a/experiment/trace-generation/trace-generator.py +++ b/experiment/trace-generation/trace-generator.py @@ -2,9 +2,21 @@ import time import pandas as pd -from math_utils import pickRandom +from math_utils import pick_random from external import dispatch +# 1 - normalized azure trace csv +# 2 - starting time +# 3 - end time +# 4 - max number of requests at a time +# 5 - max lifetime of a vm +# 6 - max vcpu of an instant + +# Example: +# python3 trace-generator.py 4-min-test/nrl_azure_packing_2020.csv 0.819502315018326 0.8208333 5 0.00277778 12 +# csv file is generated for 4 minutes (0.00277778 days) between 0.819502315018326 and 0.8208333. max req. set to 5 and +# max lifetime is the duration of experiment. + nrl_trace_file = sys.argv[1] t_start = float(sys.argv[2]) t_stop = float(sys.argv[3]) @@ -21,10 +33,10 @@ df = df[df['time'] <= t_stop] -def generate_reg_rqs(rq_count, row, time, type, bucket): +def generate_rqs(rq_count, row, time, type, bucket): for rq in range(rq_count): - lifetime = pickRandom(dst=row['lifetime_distribution'][0]) * max_lft - vcpu = round(pickRandom(dst=row['vcpu_distribution'][0]) * max_vcpu_cnt) + lifetime = pick_random(dst=eval(row['lifetime_distribution'][0])) * max_lft + vcpu = round(pick_random(dst=eval(row['vcpu_distribution'][0])) * max_vcpu_cnt) if vcpu > 0: bucket.append({ 'name': 'VM-' + str(time) + '-' + type + '-' + str(rq), @@ -36,19 +48,16 @@ def generate_reg_rqs(rq_count, row, time, type, bucket): t_s = df['time'].values for idx, t in enumerate(t_s): - print("time: ", t) row = df.loc[df['time'] == t].to_dict('list') - print('row', row) vm_rqs = [] total_rq_cnt = row['request_count'][0] * max_rq_cnt reg_rq_cnt = round(total_rq_cnt * row['regular_vm_count'][0]) evct_rq_cnt = round(total_rq_cnt * row['evictable_vm_count'][0]) - print('total_rq_cnt',total_rq_cnt, 'reg_rq_cnt',reg_rq_cnt, evct_rq_cnt) if reg_rq_cnt > 0: - generate_reg_rqs(rq_count=reg_rq_cnt, row=row, time=t, type='regular', bucket=vm_rqs) + generate_rqs(rq_count=reg_rq_cnt, row=row, time=t, type='regular', bucket=vm_rqs) if evct_rq_cnt > 0: - generate_reg_rqs(rq_count=evct_rq_cnt, row=row, time=t, type='evictable', bucket=vm_rqs) + generate_rqs(rq_count=evct_rq_cnt, row=row, time=t, type='evictable', bucket=vm_rqs) dispatch(vm_rqs=vm_rqs) From f826cb849f11837ef2d7a388d54179241449a9a2 Mon Sep 17 00:00:00 2001 From: "Tharindu B. Hewage" Date: Sat, 20 Jan 2024 22:43:21 +1100 Subject: [PATCH 07/14] Fix data pre-processing --- experiment/trace-generation/external.py | 62 +- experiment/trace-generation/math_utils.py | 9 +- .../trace-generation/trace-generator.py | 20 +- .../4-min-data/nrl_azure_packing_2020.csv | 191 + experiment/trace-normalization/normalize.py | 9 +- .../nrl_azure_packing_2020.csv | 67068 +--------------- .../trace-normalization/nrl_trace_handler.py | 127 +- 7 files changed, 560 insertions(+), 66926 deletions(-) create mode 100644 experiment/trace-normalization/4-min-data/nrl_azure_packing_2020.csv diff --git a/experiment/trace-generation/external.py b/experiment/trace-generation/external.py index c456b75..193b68d 100644 --- a/experiment/trace-generation/external.py +++ b/experiment/trace-generation/external.py @@ -1,2 +1,60 @@ -def dispatch(vm_rqs): - print(vm_rqs) \ No newline at end of file +import csv + + +class OsManager: + '''OsManager encapsulate vm lifecycle management based on the trace information. + It further provides an insight on core utilization. + ''' + + def __init__(self): + self.local_tracking_total_cores = 26 + self.local_tracking_used_cores = 0 + self.created_vms = {} + self.evictedVMs = [] + self.uninterruptedVMs = [] + + def dispatch(self, vm_rqs, clk): + self.create_vms(vm_rqs, clk) + + def handle_expired_vms(self, clk): + for vm_name, vm in self.created_vms.items(): + if vm['end-of-life'] <= clk: + resp = self.delete_vm(vm_name) + if resp is None: + # VM does not exist. Must be evicted. + vm = self.created_vms[vm_name] + vm['is-evicted'] = True + + def create_vms(self, vm_rqs, clk): + for vm in vm_rqs: + resp = self.create_vm(vm, clk) + if resp is not None: + vm['end-of-life'] = clk + vm['lifetime'] + vm['is-evicted'] = False # assume vm is going to live a full life. + self.created_vms[vm['name']] = vm + self.local_tracking_used_cores += vm['vcpu'] + + def create_vm(self, vm, clk): + return True + + def delete_vm(self, vm_name): + return True + + def get_utilization(self): + return self.local_tracking_used_cores / self.local_tracking_total_cores + + def dump(self, file_path): + header = ['name', 'type', 'is-evicted'] + + with open(file_path, 'w', encoding='UTF8') as f: + writer = csv.writer(f) + + # write the header + writer.writerow(header) + + for vm in self.created_vms.values(): + writer.writerow([ + vm['name'], + vm['type'], + vm['is-evicted'] + ]) diff --git a/experiment/trace-generation/math_utils.py b/experiment/trace-generation/math_utils.py index ab67e5a..a992186 100644 --- a/experiment/trace-generation/math_utils.py +++ b/experiment/trace-generation/math_utils.py @@ -6,5 +6,10 @@ def pick_random(dst): if is_uniform: return dst[0] kde = scipy.stats.gaussian_kde(dst) - sample = kde.resample(size=1) - return sample[0][0] + + # kde can include out of range. + val = -1 + while 0 > val > 1: + sample = kde.resample(size=1) + val = sample[0][0] + return val diff --git a/experiment/trace-generation/trace-generator.py b/experiment/trace-generation/trace-generator.py index a28805c..aa6e60f 100644 --- a/experiment/trace-generation/trace-generator.py +++ b/experiment/trace-generation/trace-generator.py @@ -2,8 +2,9 @@ import time import pandas as pd + +from external import OsManager from math_utils import pick_random -from external import dispatch # 1 - normalized azure trace csv # 2 - starting time @@ -13,9 +14,12 @@ # 6 - max vcpu of an instant # Example: -# python3 trace-generator.py 4-min-test/nrl_azure_packing_2020.csv 0.819502315018326 0.8208333 5 0.00277778 12 +# python3 trace-generator.py 4-min-test/nrl_azure_packing_2020.csv 0.819502315018326 0.8208333 5 14.93 12 # csv file is generated for 4 minutes (0.00277778 days) between 0.819502315018326 and 0.8208333. max req. set to 5 and # max lifetime is the duration of experiment. +# Lifetime max: +# -- 24hours: 89.6387860183604 (unscaled val. in the trace) +# -- 4 min: 14.93 (above linearly scaled down for 4) nrl_trace_file = sys.argv[1] t_start = float(sys.argv[2]) @@ -47,6 +51,7 @@ def generate_rqs(rq_count, row, time, type, bucket): t_s = df['time'].values +os_manager = OsManager() for idx, t in enumerate(t_s): row = df.loc[df['time'] == t].to_dict('list') @@ -58,11 +63,16 @@ def generate_rqs(rq_count, row, time, type, bucket): generate_rqs(rq_count=reg_rq_cnt, row=row, time=t, type='regular', bucket=vm_rqs) if evct_rq_cnt > 0: generate_rqs(rq_count=evct_rq_cnt, row=row, time=t, type='evictable', bucket=vm_rqs) - - dispatch(vm_rqs=vm_rqs) + print('row', row) + print('vm reqs', vm_rqs) + os_manager.handle_expired_vms(clk=t) + os_manager.dispatch(vm_rqs=vm_rqs, clk=t) if (idx + 1) < len(t_s): t_to = t_s[idx + 1] - t wait_for = t_to * (24 * 3600) - print("time: ", t, "total requested: ", len(vm_rqs), "waiting for: ", wait_for) + print("time: ", t, "total requested: ", len(vm_rqs), "waiting for: ", wait_for, "cls util: ", + os_manager.get_utilization()) time.sleep(wait_for) + +os_manager.dump(file_path='./trace-emulation-report_' + str(time.time()) + '.csv') diff --git a/experiment/trace-normalization/4-min-data/nrl_azure_packing_2020.csv b/experiment/trace-normalization/4-min-data/nrl_azure_packing_2020.csv new file mode 100644 index 0000000..9380e41 --- /dev/null +++ b/experiment/trace-normalization/4-min-data/nrl_azure_packing_2020.csv @@ -0,0 +1,191 @@ +time,request_count,regular_vm_count,evictable_vm_count,lifetime_distribution,vcpu_distribution +0.818067129701376,0.875,1.0,0.0,"[0.01009363786087505, 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0.007695953497416753, 0.007695953263298358]","[0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125]" +0.8208333333022892,0,0,0,[0.001316070665710768],[0.25] diff --git a/experiment/trace-normalization/normalize.py b/experiment/trace-normalization/normalize.py index 4090cfa..78dc4f7 100644 --- a/experiment/trace-normalization/normalize.py +++ b/experiment/trace-normalization/normalize.py @@ -1,6 +1,6 @@ import csv import sys -from nrl_trace_handler import get_trace_at, get_time_after, get_headers, get_max_consts +from nrl_trace_handler import get_trace_at, get_time_after, get_headers, get_bounds_for_percentile # make sure to set envs # USER = os.getenv("USER") @@ -14,17 +14,16 @@ print("analyzing from: ", interval_start) print("analyzing to: ", interval_ends) -max_consts = get_max_consts(time_from=interval_start, time_to=interval_ends) +max_consts = get_bounds_for_percentile(time_from=interval_start, time_to=interval_ends) time = interval_start records = [] -with open('nrl_azure_packing_2020.csv', 'w') as csvfile: +with open('./nrl_azure_packing_2020.csv', 'w') as csvfile: writer = csv.DictWriter(csvfile, fieldnames=get_headers()) writer.writeheader() while time < interval_ends: time = get_time_after(time_in_days_fraction=time) - data = get_trace_at(time_in_days_fraction=time, vcpu_max=max_consts["vcpu_max"], count_max=max_consts["count_max"], - lifetime_max=max_consts["lifetime_max"]) + data = get_trace_at(time_in_days_fraction=time, max_consts=max_consts) writer.writerow(data) csvfile.flush() print("analyze-- time: ", time) diff --git a/experiment/trace-normalization/nrl_azure_packing_2020.csv b/experiment/trace-normalization/nrl_azure_packing_2020.csv index 658a168..143d064 100644 --- a/experiment/trace-normalization/nrl_azure_packing_2020.csv +++ b/experiment/trace-normalization/nrl_azure_packing_2020.csv @@ -1,66877 +1,191 @@ 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0.014494108501821756, 0.014494096860289574, 0.044503935147076845]","[2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2]" +0.8206365741789341,0,0,0,[],[] +0.8206481481902301,3,1.0,0.0,"[0.015410844702273607, 0.07068159710615873, 0.07068159710615873]","[1, 1, 1, 1]" +0.8206597222015262,1,1.0,0.0,[0.007872870191931725],[2] +0.8206712962128222,2,1.0,0.0,"[0.05296754650771618, 0.04600017378106713]","[2, 2]" +0.8206828702241182,2,1.0,0.0,"[0.02361583337187767, 0.02361583337187767]","[1, 1]" +0.8206944442354143,2,1.0,0.0,"[0.0006894329562783241, 0.0009909379296004772]","[1, 1]" +0.8207060187123716,2,1.0,0.0,"[0.07062369212508202, 0.07062369212508202]","[1, 1, 1, 1, 1]" +0.8207175927236676,4,1.0,0.0,"[0.023720717523247004, 0.023720717523247004, 0.007815381977707148, 0.007815381977707148]","[1, 1, 2, 2]" +0.8207291667349637,2,1.0,0.0,"[0.023638471961021423, 0.007267985958606005]","[1, 2]" +0.8207407407462597,4,1.0,0.0,"[0.0712187266908586, 0.0712187266908586, 0.0712187266908586, 0.0712187266908586]","[1, 1, 1, 1]" +0.8207523147575557,0,0,0,[],[] +0.8207638887688518,3,1.0,0.0,"[0.010429687798023224, 0.010429687798023224, 0.1296288543380797]","[1, 1, 1]" +0.8207754627801478,2,1.0,0.0,"[0.31195231480523944, 0.06549946777522564]","[2, 2]" +0.8208101852796972,6,0.8333333333333334,0.16666666666666666,"[0.013923530001193285, 0.05559843732044101, 0.008048078510910273, 0.014759293757379055, 0.024876851588487625, 0.03182134265080094]","[2, 2, 2, 2, 2, 2]" +0.8208217592909932,0,0,0,[],[] +0.8208333333022892,1,1.0,0.0,[0.065441585611552],[2] diff --git a/experiment/trace-normalization/nrl_trace_handler.py b/experiment/trace-normalization/nrl_trace_handler.py index fd57d08..c189d3e 100644 --- a/experiment/trace-normalization/nrl_trace_handler.py +++ b/experiment/trace-normalization/nrl_trace_handler.py @@ -1,9 +1,10 @@ +import math import os -from mysql.connector import connect, Error -# vpu_max = 12 -# count_max = 1002.0 -# lifetime_max = 89.6387860183604 +import numpy as np +from mysql.connector import connect + +PERCENTILE = 90 USER = os.getenv("USER") PASSWORD = os.getenv("PASSWORD") @@ -12,29 +13,58 @@ print("user: ", USER, "password: ", PASSWORD, "host: ", HOST, "db: ", DB) -def get_max_consts(time_from, time_to): +def get_bounds_for_percentile(time_from, time_to): with connect( host=HOST, user=USER, password=PASSWORD, database=DB, ) as connection: - vcpu_max_qry = "select vmCPUCores as c from vm inner join vmTypeToCores on vm.vmTypeId = vmTypeToCores.vmTypeId where starttime > " + str(time_from) + " and starttime < " + str(time_to) + " order by c desc limit 1" - count_max_qry = "select count(*) as c from vm where starttime > " + str(time_from) + " and starttime < " + str(time_to) + " group by starttime order by c desc limit 1" - lifetime_max_qry = "select vm.endtime - vm.starttime as c from vm where starttime > " + str(time_from) + " and starttime < " + str(time_to) + " order by c desc limit 1" - - def run_query(qry): + def run_query_for_many(qry): with connection.cursor() as cursor: cursor.execute(qry) result = cursor.fetchall() + rs = [] for row in result: - return row[0] + rs.append(row[0]) + return rs + + # request count. + rq_count_dst_qry = "select count(*) as c from vm where starttime > " + str( + time_from) + " and starttime < " + str(time_to) + " group by starttime;" + count_max_val, count_min_val = get_min_max_for_percentile(rq_count_dst_qry, run_query_for_many) + + # vcpu count. + vcpu_dst_qry = "select vmCPUCores as c from vm inner join vmTypeToCores on vm.vmTypeId = vmTypeToCores.vmTypeId where starttime > " + str( + time_from) + " and starttime < " + str(time_to) + vcpu_max_val, vcpu_min_val = get_min_max_for_percentile(vcpu_dst_qry, run_query_for_many) - return { - "vcpu_max": run_query(vcpu_max_qry), - "lifetime_max": run_query(lifetime_max_qry), - "count_max": run_query(count_max_qry) + # lifetimes count. + lifetimes_dst_qry = "select IFNULL(vm.endtime - vm.starttime, 14.0) as c from vm where starttime > " + str( + time_from) + " and starttime < " + str(time_to) + lifetimes_max_val, lifetimes_min_val = get_min_max_for_percentile(lifetimes_dst_qry, run_query_for_many) + + max_vals = { + "vcpu_max": vcpu_max_val, + "vcpu_min": vcpu_min_val, + "lifetime_max": lifetimes_max_val, + "lifetime_min": lifetimes_min_val, + "count_min": count_min_val, + "count_max": count_max_val } + print('min-max vals for percentile: ' + str(PERCENTILE), max_vals) + + return max_vals + + +def get_min_max_for_percentile(rq_count_dst_qry, run_query_for_many): + dst = run_query_for_many(qry=rq_count_dst_qry) + sorted_dst = sorted(dst) + perc_val = np.percentile(sorted_dst, PERCENTILE) + sorted_dst = list(filter(lambda x: x < perc_val, sorted_dst)) + max_val = max(sorted_dst) + min_val = min(sorted_dst) + return max_val, min_val def get_time_after(time_in_days_fraction=0.0): @@ -44,7 +74,8 @@ def get_time_after(time_in_days_fraction=0.0): password=PASSWORD, database=DB, ) as connection: - qry = "select starttime from vm where starttime > " + str(time_in_days_fraction) + " order by starttime asc limit 1" + qry = "select starttime from vm where starttime > " + str( + time_in_days_fraction) + " order by starttime asc limit 1" with connection.cursor() as cursor: cursor.execute(qry) result = cursor.fetchall() @@ -52,7 +83,7 @@ def get_time_after(time_in_days_fraction=0.0): return row[0] -def get_trace_at(time_in_days_fraction=0.0, vcpu_max=None, lifetime_max=None, count_max=None): +def get_trace_at(time_in_days_fraction=0.0, max_consts={}): with connect( host=HOST, user=USER, @@ -67,31 +98,57 @@ def get_trace_at(time_in_days_fraction=0.0, vcpu_max=None, lifetime_max=None, co request_count = 0 regular_vm_count = 0 evictable_vm_count = 0 - nrl_vcpu_distribution = [] - nrl_lifetime_distribution = [] + vcpu_dst = [] + lifetime_dst = [] for row in result: + is_valid = True vcpu = row[0] - isEvictable = row[1] == 1 - endtime = row[3] if row[3] else lifetime_max + is_evictable = row[1] == 1 + endtime = row[3] if row[3] else math.inf lifetime = endtime - row[2] - request_count += 1 - regular_vm_count += 1 if not isEvictable else 0 - evictable_vm_count += 1 if isEvictable else 0 - nrl_vcpu_distribution.append(vcpu / vcpu_max) - nrl_lifetime_distribution.append(lifetime / lifetime_max) - nrl_request_count = request_count / count_max - nrl_regular_count = regular_vm_count / request_count - nrl_evictable_vm_count = evictable_vm_count / request_count + def collect(max, min, to_add, val): + if not max >= val >= min: + return False + + # nrl_val = (val - min) / (max - min) + # vcpu can be 2 max an 1 min. normalize can yield impractical numbers. + to_add.append(val) + return True + + is_valid = is_valid and collect(max=max_consts['vcpu_max'], min=max_consts['vcpu_min'], + to_add=vcpu_dst, val=vcpu) + is_valid = is_valid and collect(max=max_consts['lifetime_max'], min=max_consts['lifetime_min'], + to_add=lifetime_dst, val=lifetime) + + if is_valid: + request_count += 1 + regular_vm_count += 1 if not is_evictable else 0 + evictable_vm_count += 1 if is_evictable else 0 + + bkt = [] + if collect(max=max_consts['count_max'], min=max_consts['count_min'], to_add=bkt, + val=request_count): + request_count = bkt[0] + reg_portion = regular_vm_count / request_count + evict_portion = evictable_vm_count / request_count + else: + request_count = 0 # outliers omitted. + reg_portion = 0 + evict_portion = 0 + lifetime_dst = [] + vcpu_dst = [] + return { 'time': time_in_days_fraction, - 'request_count': nrl_request_count, - 'regular_vm_count': nrl_regular_count, - 'evictable_vm_count': nrl_evictable_vm_count, - 'lifetime_distribution': nrl_lifetime_distribution, - 'vcpu_distribution': nrl_vcpu_distribution + 'request_count': request_count, + 'regular_vm_count': reg_portion, + 'evictable_vm_count': evict_portion, + 'lifetime_distribution': lifetime_dst, + 'vcpu_distribution': vcpu_dst } def get_headers(): - return ['time', 'request_count', 'regular_vm_count', 'evictable_vm_count', 'lifetime_distribution', 'vcpu_distribution'] + return ['time', 'request_count', 'regular_vm_count', 'evictable_vm_count', 'lifetime_distribution', + 'vcpu_distribution'] From 60788641c53f271bb485744cde21e12e9c5f1d69 Mon Sep 17 00:00:00 2001 From: "Tharindu B. Hewage" Date: Sun, 21 Jan 2024 01:01:12 +1100 Subject: [PATCH 08/14] Fix rq. generation --- experiment/experiment-design.md | 2 +- experiment/trace-generation/math_utils.py | 5 +- .../trace-generation/trace-generator.py | 31 +-- .../4-min-data/nrl_azure_packing_2020.csv | 191 ------------------ .../.gitignore | 0 .../4-min-data}/nrl_azure_packing_2020.csv | 12 +- .../pre_process_reader.py} | 12 +- .../run_pre_processing.py} | 4 +- 8 files changed, 40 insertions(+), 217 deletions(-) delete mode 100644 experiment/trace-normalization/4-min-data/nrl_azure_packing_2020.csv rename experiment/{trace-normalization => trace-pre-process}/.gitignore (100%) rename experiment/{trace-normalization => trace-pre-process/4-min-data}/nrl_azure_packing_2020.csv (95%) rename experiment/{trace-normalization/nrl_trace_handler.py => trace-pre-process/pre_process_reader.py} (90%) rename experiment/{trace-normalization/normalize.py => trace-pre-process/run_pre_processing.py} (83%) diff --git a/experiment/experiment-design.md b/experiment/experiment-design.md index 6dfaf38..57e0163 100644 --- a/experiment/experiment-design.md +++ b/experiment/experiment-design.md @@ -63,7 +63,7 @@ At `t=t` Doing this for all time-points yields a normalized trace. -[trace-normalization](trace-normalization) module contains work for this. +[trace-normalization](trace-pre-process) module contains work for this. #### Trace Generation diff --git a/experiment/trace-generation/math_utils.py b/experiment/trace-generation/math_utils.py index a992186..a1dd555 100644 --- a/experiment/trace-generation/math_utils.py +++ b/experiment/trace-generation/math_utils.py @@ -5,11 +5,14 @@ def pick_random(dst): is_uniform = len(set(dst)) == 1 if is_uniform: return dst[0] + + lower_bd = min(dst) + upper_bd = min(dst) kde = scipy.stats.gaussian_kde(dst) # kde can include out of range. val = -1 - while 0 > val > 1: + while lower_bd > val > upper_bd: sample = kde.resample(size=1) val = sample[0][0] return val diff --git a/experiment/trace-generation/trace-generator.py b/experiment/trace-generation/trace-generator.py index aa6e60f..26b4eea 100644 --- a/experiment/trace-generation/trace-generator.py +++ b/experiment/trace-generation/trace-generator.py @@ -1,3 +1,4 @@ +import math import sys import time @@ -25,12 +26,11 @@ t_start = float(sys.argv[2]) t_stop = float(sys.argv[3]) -max_rq_cnt = float(sys.argv[4]) -max_lft = float(sys.argv[5]) -max_vcpu_cnt = float(sys.argv[6]) +# max_rq_cnt = float(sys.argv[4]) +# max_lft = float(sys.argv[5]) +# max_vcpu_cnt = float(sys.argv[6]) -print("nrl_trace_file: ", nrl_trace_file, " t_start: ", t_start, " t_stop: ", t_stop, " max_rq_cnt: ", max_rq_cnt, - "max_lft: ", max_lft, "max_vcpu_cnt: ", max_vcpu_cnt) +print("nrl_trace_file: ", nrl_trace_file, " t_start: ", t_start, " t_stop: ", t_stop) df = pd.read_csv(nrl_trace_file) df = df[t_start <= df['time']] @@ -39,8 +39,8 @@ def generate_rqs(rq_count, row, time, type, bucket): for rq in range(rq_count): - lifetime = pick_random(dst=eval(row['lifetime_distribution'][0])) * max_lft - vcpu = round(pick_random(dst=eval(row['vcpu_distribution'][0])) * max_vcpu_cnt) + lifetime = pick_random(dst=eval(row['lifetime_distribution'][0])) + vcpu = round(pick_random(dst=eval(row['vcpu_distribution'][0]))) if vcpu > 0: bucket.append({ 'name': 'VM-' + str(time) + '-' + type + '-' + str(rq), @@ -56,15 +56,22 @@ def generate_rqs(rq_count, row, time, type, bucket): row = df.loc[df['time'] == t].to_dict('list') vm_rqs = [] - total_rq_cnt = row['request_count'][0] * max_rq_cnt - reg_rq_cnt = round(total_rq_cnt * row['regular_vm_count'][0]) - evct_rq_cnt = round(total_rq_cnt * row['evictable_vm_count'][0]) + total_rq_cnt = row['request_count'][0] + # here rounding is upto us. we favour more evictable vms, assuming fine-grain trace analysis allows us to realize + # slightly larger evictable vm types. + reg_rq_cnt = round( + math.floor(total_rq_cnt * row['regular_vm_count'][0]) + ) + evct_rq_cnt = round( + math.ceil(total_rq_cnt * row['evictable_vm_count'][0]) + ) if reg_rq_cnt > 0: generate_rqs(rq_count=reg_rq_cnt, row=row, time=t, type='regular', bucket=vm_rqs) if evct_rq_cnt > 0: generate_rqs(rq_count=evct_rq_cnt, row=row, time=t, type='evictable', bucket=vm_rqs) - print('row', row) - print('vm reqs', vm_rqs) + + print('row: ', row, 'rq: ', vm_rqs, 'total rq: ', total_rq_cnt, 'evct: ', evct_rq_cnt, ' reg: ', reg_rq_cnt) + os_manager.handle_expired_vms(clk=t) os_manager.dispatch(vm_rqs=vm_rqs, clk=t) diff --git a/experiment/trace-normalization/4-min-data/nrl_azure_packing_2020.csv b/experiment/trace-normalization/4-min-data/nrl_azure_packing_2020.csv deleted file mode 100644 index 9380e41..0000000 --- a/experiment/trace-normalization/4-min-data/nrl_azure_packing_2020.csv +++ /dev/null @@ -1,191 +0,0 @@ -time,request_count,regular_vm_count,evictable_vm_count,lifetime_distribution,vcpu_distribution -0.818067129701376,0.875,1.0,0.0,"[0.01009363786087505, 0.010093637626756654, 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-0.820162036921829,0.25,1.0,0.0,"[1.9008493927898956e-05, 3.273375977052263e-05, 3.273375977052263e-05]","[0.125, 0.125, 0.125]" -0.8201851854100823,0.375,1.0,0.0,"[0.00011053041288036743, 0.00011057743321888041, 0.00011056952001711912, 0.00011056952001711912]","[0.125, 0.125, 0.125, 0.125]" -0.8201967594213784,0.125,1.0,0.0,"[1.3832098748769113e-05, 1.474522604360807e-05]","[0.125, 0.125]" -0.8202083334326744,0,0,0,[0.0003072690437775952],[0.125] -0.8202314814552665,0.25,1.0,0.0,"[0.000294955249646056, 0.00028791257499638696, 0.003106161380184874]","[0.25, 0.125, 0.5]" -0.8202430554665625,0.625,1.0,0.0,"[0.00015167083043634002, 0.00015167083043634002, 0.0031059069684070645, 0.00023944972067309206, 0.00010931214503382416, 0.0005040323507536881]","[0.125, 0.125, 0.5, 0.5, 0.125, 0.25]" -0.8202546294778585,0.125,1.0,0.0,"[2.8195833549596104e-05, 0.00020425799869394458]","[0.125, 0.5]" -0.8202662034891546,0,0,0,[0.00017203166713340533],[0.125] 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-0.820451389066875,0.625,1.0,0.0,"[0.0009012486893453473, 0.0028878657455205545, 0.00015061920806357462, 0.00015061920806357462, 0.00015061920806357462, 0.00015061920806357462]","[0.25, 0.25, 0.25, 0.25, 0.25, 0.25]" -0.820462963078171,0.375,1.0,0.0,"[0.003642355118056244, 0.0005105447846969353, 0.00029203874314838744, 0.00029203874314838744]","[0.125, 0.25, 0.125, 0.125]" -0.8205092591233552,0,0,0,[0.00017230283242358304],[0.125] -0.8205208331346512,0.125,1.0,0.0,"[0.11863350952363147, 0.11863350952363147]","[0.125, 0.125]" -0.8205555556342006,0.375,1.0,0.0,"[3.4387759409671175e-05, 3.438658881769465e-05, 0.006980201972640741, 0.008570007471565035]","[0.125, 0.125, 0.125, 0.125]" -0.8205671296454966,0.25,1.0,0.0,"[0.0013540066486017906, 0.983497888712796, 0.983497888712796]","[0.5, 0.125, 0.125]" -0.8205787036567926,0,0,0,"[0.0013537841237494215, 0.0013537850602230027, 0.001353784591986212, 0.0013537848261046075, 0.0013537843578678168, 0.001353780405949304, 0.001353786689687034, 0.0013537864555686386, 0.001353753632169617, 0.00135378808503267, 0.001353787382677484, 0.0001599594738210848, 0.00015995738548499867, 0.00015995738548499867]","[0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.25, 0.25, 0.25]" -0.8205902776680887,0.375,1.0,0.0,"[0.001353553929178422, 0.00010584679009967488, 0.00010577742550151401, 0.00010579441313227733]","[0.5, 0.125, 0.125, 0.125]" -0.8206018516793847,0,0,0,"[0.001353327911279595, 0.0013533220957786555, 0.001353321627541865, 2.8392521095859475e-05, 0.00045344995704454916, 0.00026527882327034564, 0.005087726348684122, 0.005113331306329711, 0.005101703694485339, 0.014569787541774607]","[0.5, 0.5, 0.5, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.5]" -0.820613426156342,0,0,0,[5.782406899481696e-05],[0.125] -0.8206250001676381,0,0,0,"[0.00029148569931026293, 0.0002914854651918676, 0.0002914852310734723, 0.6853972633610372, 0.6853972633610372, 0.6853972633610372, 0.6853972633610372, 0.6853972633610372, 0.6853972633610372, 0.6853972633610372, 0.6853972633610372, 0.6853972631269188, 0.6853972631269188, 0.6853972631269188, 0.6853972631269188, 0.0008950015958266027]","[0.25, 0.25, 0.25, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.25]" -0.8206365741789341,0,0,0,[0.00028099861864045643],[0.5] -0.8206481481902301,0.375,1.0,0.0,"[0.07954772323645558, 0.00030992159583166146, 0.0014214505300828475, 0.0014214505300828475]","[0.125, 0.125, 0.125, 0.125]" -0.8206597222015262,0,0,0,[0.00015832827731363894],[0.25] -0.8206712962128222,0.375,1.0,0.0,"[0.0010652100425447332, 0.000925091877972061, 8.286109287233994e-05, 7.576233281989169e-05]","[0.25, 0.25, 0.5, 0.5]" -0.8206828702241182,0.125,1.0,0.0,"[0.00047492898065653287, 0.00047492898065653287]","[0.125, 0.125]" -0.8206944442354143,0.125,1.0,0.0,"[1.3864922147790829e-05, 1.99283731972585e-05]","[0.125, 0.125]" -0.8207060187123716,0.5,1.0,0.0,"[0.12447507768273461, 0.12447507745798095, 0.12447507722386256, 0.001420286025184602, 0.001420286025184602]","[0.125, 0.125, 0.125, 0.125, 0.125]" -0.8207175927236676,0.375,1.0,0.0,"[0.00047703826565666257, 0.00047703826565666257, 0.00015717215385394534, 0.00015717215385394534]","[0.125, 0.125, 0.25, 0.25]" -0.8207291667349637,0.375,0.5,0.5,"[0.0003289775689701282, 0.0003289768759796781, 0.0004753842566527782, 0.00014616368215305953]","[0.5, 0.5, 0.125, 0.25]" -0.8207407407462597,0.5,1.0,0.0,"[0.015102802448168737, 0.001432252537453282, 0.001432252537453282, 0.001432252537453282, 0.001432252537453282]","[1.0, 0.125, 0.125, 0.125, 0.125]" -0.8207523147575557,0,0,0,"[0.00019362008958914706, 5.394231108277878e-05, 5.394231108277878e-05, 5.394231108277878e-05, 5.394231108277878e-05, 5.392159628716222e-05, 5.392159628716222e-05, 5.392159628716222e-05, 5.392159628716222e-05, 0.0001949554447275501, 0.0001949554447275501, 0.0001949554447275501, 0.0001949554447275501, 0.00019495521060915478, 0.00019495521060915478, 0.00019495521060915478, 0.00019495521060915478, 0.0016950664217868228]","[0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.5]" -0.8207638887688518,0.25,1.0,0.0,"[0.00020974745699127586, 0.00020974745699127586, 0.002606916244919433]","[0.125, 0.125, 0.125]" -0.8207754627801478,0.125,1.0,0.0,"[0.006273553532958323, 0.001317234711736959]","[0.25, 0.25]" -0.8208101852796972,0.625,0.8333333333333334,0.16666666666666666,"[0.00028001077948330784, 0.0011181188801127507, 0.00016185182471612514, 0.0002968185043069279, 0.0005002888350717094, 0.0006399468352560424]","[0.25, 0.25, 0.25, 0.25, 0.25, 0.25]" -0.8208217592909932,0,0,0,"[0.00673538244689979, 0.008192422484844879, 0.007940644080110306, 0.007940643845991911, 0.00892068519365388, 0.00866182524125128, 0.007940643611873516, 0.008192422025972824, 0.008661824538896096, 0.008920684257180298, 0.008661824070659305, 0.008920685418407539, 0.008192422250726483, 0.007695953965653543, 0.007695953497416753, 0.007695953263298358]","[0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125]" -0.8208333333022892,0,0,0,[0.001316070665710768],[0.25] diff --git a/experiment/trace-normalization/.gitignore b/experiment/trace-pre-process/.gitignore similarity index 100% rename from experiment/trace-normalization/.gitignore rename to experiment/trace-pre-process/.gitignore diff --git a/experiment/trace-normalization/nrl_azure_packing_2020.csv b/experiment/trace-pre-process/4-min-data/nrl_azure_packing_2020.csv similarity index 95% rename from experiment/trace-normalization/nrl_azure_packing_2020.csv rename to experiment/trace-pre-process/4-min-data/nrl_azure_packing_2020.csv index 143d064..14a97be 100644 --- a/experiment/trace-normalization/nrl_azure_packing_2020.csv +++ b/experiment/trace-pre-process/4-min-data/nrl_azure_packing_2020.csv @@ -15,7 +15,7 @@ time,request_count,regular_vm_count,evictable_vm_count,lifetime_distribution,vcp 0.8182523148134351,1,1.0,0.0,[0.0022286688908934593],"[1, 1]" 0.8182638888247311,4,1.0,0.0,"[0.005954282358288765, 0.017616157419979572, 0.017616157419979572, 2.504652366042137e-05]","[1, 1, 1, 1]" 0.8182754628360271,3,1.0,0.0,"[0.002769641112536192, 0.00679776631295681, 0.06513162050396204]","[1, 1, 1]" -0.8182870368473232,3,1.0,0.0,"[0.0012681367807090282, 0.10957460664212704, 0.08732363441959023]","[1, 1, 1]" +0.8182870368473232,3,0.3,0.7,"[0.0012681367807090282, 0.10957460664212704, 0.08732363441959023]","[1, 1, 1]" 0.8182986113242805,7,1.0,0.0,"[0.056297904811799526, 0.0012567010708153248, 0.3443087264895439, 0.32213344890624285, 0.13192330999299884, 0.34430852998048067, 0.3221334256231785]","[2, 1, 1, 1, 1, 1, 1]" 0.8183101853355765,1,1.0,0.0,[0.008086492773145437],[1] 0.8183217593468726,1,1.0,0.0,[0.02697945572435856],[1] @@ -110,16 +110,16 @@ time,request_count,regular_vm_count,evictable_vm_count,lifetime_distribution,vcp 0.8195949075743556,0,0,0,[],[] 0.8196064815856516,1,1.0,0.0,[0.0024832291528582573],[1] 0.8196180555969477,0,0,0,[],[] -0.8196296296082437,5,1.0,0.0,"[0.0007834490388631821, 0.0007834490388631821, 0.2880754512734711, 0.0010858564637601376, 0.06623876141384244]","[1, 1, 1, 1, 1]" +0.8196296296082437,5,0.8333333333333334,0.16666666666666666,"[0.0007834490388631821, 0.0007834490388631821, 0.2880754512734711, 0.0010858564637601376, 0.06623876141384244]","[1, 1, 1, 1, 1]" 0.8196412036195397,3,1.0,0.0,"[0.006628240924328566, 0.006628240924328566, 0.006628240924328566]","[2, 2, 2]" 0.8196527776308358,0,0,0,[],[] 0.8196759261190891,3,1.0,0.0,"[0.02138820569962263, 0.19493271969258785, 0.19493271969258785]","[2, 2, 2]" -0.8196875001303852,2,1.0,0.0,"[0.0013710996136069298, 0.00026685185730457306]","[1, 2]" +0.8196875001303852,2,0.6666666666666666,0.3333333333333333,"[0.0013710996136069298, 0.00026685185730457306]","[1, 2]" 0.8196990741416812,1,1.0,0.0,[0.0038639004342257977],"[1, 1, 1]" 0.8197106481529772,0,0,0,[],[] -0.8197222221642733,1,1.0,0.0,[0.00019197911024093628],[2] +0.8197222221642733,1,0.5,0.5,[0.00019197911024093628],[2] 0.8197337961755693,0,0,0,[],[] -0.8197453701868653,6,1.0,0.0,"[0.013099548872560263, 0.013099548872560263, 0.0002534608356654644, 0.0002534608356654644, 0.001536678522825241, 0.00012761587277054787]","[1, 1, 1, 1, 1, 2]" +0.8197453701868653,6,0.7777777777777778,0.2222222222222222,"[0.013099548872560263, 0.013099548872560263, 0.0002534608356654644, 0.0002534608356654644, 0.001536678522825241, 0.00012761587277054787]","[1, 1, 1, 1, 1, 2]" 0.8197685186751187,0,0,0,[],[] 0.8197800926864147,4,1.0,0.0,"[0.0002831132151186466, 0.0002831132151186466, 0.0007717940025031567, 0.0007717940025031567]","[1, 1, 1, 1]" 0.8197916666977108,2,1.0,0.0,"[0.00020668981596827507, 0.00020668981596827507]","[1, 1]" @@ -181,7 +181,7 @@ time,request_count,regular_vm_count,evictable_vm_count,lifetime_distribution,vcp 0.8206944442354143,2,1.0,0.0,"[0.0006894329562783241, 0.0009909379296004772]","[1, 1]" 0.8207060187123716,2,1.0,0.0,"[0.07062369212508202, 0.07062369212508202]","[1, 1, 1, 1, 1]" 0.8207175927236676,4,1.0,0.0,"[0.023720717523247004, 0.023720717523247004, 0.007815381977707148, 0.007815381977707148]","[1, 1, 2, 2]" -0.8207291667349637,2,1.0,0.0,"[0.023638471961021423, 0.007267985958606005]","[1, 2]" +0.8207291667349637,2,0.5,0.5,"[0.023638471961021423, 0.007267985958606005]","[1, 2]" 0.8207407407462597,4,1.0,0.0,"[0.0712187266908586, 0.0712187266908586, 0.0712187266908586, 0.0712187266908586]","[1, 1, 1, 1]" 0.8207523147575557,0,0,0,[],[] 0.8207638887688518,3,1.0,0.0,"[0.010429687798023224, 0.010429687798023224, 0.1296288543380797]","[1, 1, 1]" diff --git a/experiment/trace-normalization/nrl_trace_handler.py b/experiment/trace-pre-process/pre_process_reader.py similarity index 90% rename from experiment/trace-normalization/nrl_trace_handler.py rename to experiment/trace-pre-process/pre_process_reader.py index c189d3e..3394ca0 100644 --- a/experiment/trace-normalization/nrl_trace_handler.py +++ b/experiment/trace-pre-process/pre_process_reader.py @@ -123,15 +123,19 @@ def collect(max, min, to_add, val): if is_valid: request_count += 1 - regular_vm_count += 1 if not is_evictable else 0 - evictable_vm_count += 1 if is_evictable else 0 + + # We treat evictable as a characterictic and is independent of other parameters. then, say omiting an + # evictable vm because its vcpu is out of range, makes it dependent. so regardless of others, + # we count this property. + regular_vm_count += 1 if not is_evictable else 0 + evictable_vm_count += 1 if is_evictable else 0 bkt = [] if collect(max=max_consts['count_max'], min=max_consts['count_min'], to_add=bkt, val=request_count): request_count = bkt[0] - reg_portion = regular_vm_count / request_count - evict_portion = evictable_vm_count / request_count + reg_portion = regular_vm_count / (regular_vm_count + evictable_vm_count) + evict_portion = evictable_vm_count / (regular_vm_count + evictable_vm_count) else: request_count = 0 # outliers omitted. reg_portion = 0 diff --git a/experiment/trace-normalization/normalize.py b/experiment/trace-pre-process/run_pre_processing.py similarity index 83% rename from experiment/trace-normalization/normalize.py rename to experiment/trace-pre-process/run_pre_processing.py index 78dc4f7..9323081 100644 --- a/experiment/trace-normalization/normalize.py +++ b/experiment/trace-pre-process/run_pre_processing.py @@ -1,6 +1,6 @@ import csv import sys -from nrl_trace_handler import get_trace_at, get_time_after, get_headers, get_bounds_for_percentile +from pre_process_reader import get_trace_at, get_time_after, get_headers, get_bounds_for_percentile # make sure to set envs # USER = os.getenv("USER") @@ -18,7 +18,7 @@ time = interval_start records = [] -with open('./nrl_azure_packing_2020.csv', 'w') as csvfile: +with open('4-min-data/nrl_azure_packing_2020.csv', 'w') as csvfile: writer = csv.DictWriter(csvfile, fieldnames=get_headers()) writer.writeheader() while time < interval_ends: From 14a675681f2659cebf0f901fcb5f51ec397ca2bd Mon Sep 17 00:00:00 2001 From: "Tharindu B. Hewage" Date: Sun, 21 Jan 2024 01:05:46 +1100 Subject: [PATCH 09/14] ignore local secrets --- experiment/trace-pre-process/.gitignore | 1 + 1 file changed, 1 insertion(+) diff --git a/experiment/trace-pre-process/.gitignore b/experiment/trace-pre-process/.gitignore index e69de29..b4d43e3 100644 --- a/experiment/trace-pre-process/.gitignore +++ b/experiment/trace-pre-process/.gitignore @@ -0,0 +1 @@ +secrets.txt \ No newline at end of file From 42326512aaff0a7b45eebf0eb51f0582575c7413 Mon Sep 17 00:00:00 2001 From: "Tharindu B. Hewage" Date: Sun, 21 Jan 2024 01:12:41 +1100 Subject: [PATCH 10/14] Take perc. as para --- experiment/trace-pre-process/pre_process_reader.py | 3 ++- experiment/trace-pre-process/run_pre_processing.py | 2 +- 2 files changed, 3 insertions(+), 2 deletions(-) diff --git a/experiment/trace-pre-process/pre_process_reader.py b/experiment/trace-pre-process/pre_process_reader.py index 3394ca0..833b232 100644 --- a/experiment/trace-pre-process/pre_process_reader.py +++ b/experiment/trace-pre-process/pre_process_reader.py @@ -1,10 +1,11 @@ import math import os +import sys import numpy as np from mysql.connector import connect -PERCENTILE = 90 +PERCENTILE = int(sys.argv[3]) USER = os.getenv("USER") PASSWORD = os.getenv("PASSWORD") diff --git a/experiment/trace-pre-process/run_pre_processing.py b/experiment/trace-pre-process/run_pre_processing.py index 9323081..3b16a2b 100644 --- a/experiment/trace-pre-process/run_pre_processing.py +++ b/experiment/trace-pre-process/run_pre_processing.py @@ -18,7 +18,7 @@ time = interval_start records = [] -with open('4-min-data/nrl_azure_packing_2020.csv', 'w') as csvfile: +with open('nrl_azure_packing_2020.csv', 'w') as csvfile: writer = csv.DictWriter(csvfile, fieldnames=get_headers()) writer.writeheader() while time < interval_ends: From 2d5f7c6090db6edc6ddb7aa94d52b8592dc3be68 Mon Sep 17 00:00:00 2001 From: "Tharindu B. Hewage" Date: Sun, 21 Jan 2024 01:27:19 +1100 Subject: [PATCH 11/14] Update doc. --- experiment/experiment-design.md | 46 +++++-------------- .../trace-pre-process/run_pre_processing.py | 4 ++ 2 files changed, 15 insertions(+), 35 deletions(-) diff --git a/experiment/experiment-design.md b/experiment/experiment-design.md index 57e0163..062dd37 100644 --- a/experiment/experiment-design.md +++ b/experiment/experiment-design.md @@ -40,46 +40,22 @@ all over the cluster and physical machine provide power consumption metrics. Generated trace should roughly utilize inventory around 70-80% (=production cloud inventory data) -### Workload sampling +#### pre-process -#### Trace normalization +We select X-percentile of the workload. say 90th percentile. -First, we derive a normalized arrival trace. i.e. We calculate normalized values for the followings in a given time -point, `t`. +We further pick a time period, t1 and t2. ex: 0.0 - 1.0. -Pre-values +Within the time period, we explore each time step. calculate number of requests in each step, to get request distribution. obtain vcpu distribution +and lifetime distribution. then for the X-th percentile, we find the max number for each (y for vcp, z for requests, etc). -- `VCPU_MAX`: Maximum number of vcpu count in an arrived VM -- `Count_MAX`: Maximum number of arrived VMs in a given time -- `LIFETIME_MAX`: Largest VM lifetime +We then reduce the trace by converting each time step via the calculate max values. -At `t=t` +if count is too much, we omit all requests from that step. if vcpu is too much, we omit that vm request. likewise. -1. `Request Count` = `actual requests`/`COUNT_MAX` -2. `Regular VMs` = `regular vm count`/`actual requests` -3. `Evictable VMs` = `evictable vm count`/`actual requests` -4. `VM type` = Distribution of `vcpu count`/`VCPU_MAX` -5. `Lifetime` = Distribution of `lifetime`/`LIFETIME_MAX` +result is reduced trace. -Doing this for all time-points yields a normalized trace. +when pre-process script ran, initially it prits max values. so percentile can be adjusted by guessing for the size of the +inventory we have. -[trace-normalization](trace-pre-process) module contains work for this. - -#### Trace Generation - -The generator takes 3 arguments. - -1. Maximum number of VM requests at a time -2. Maximum lifetime of a VM in fraction of days -3. Maximum vcpu size a VM can take - -It monitors the time, and in each time step, generates a certain number of VM requests. - -- Number of requests - - Max. value x normalized request count. Then those requests are grouped into regulars and evictables. - - If values do not derive integers, none of the requests are generated. Otherwise they are rounded to the nearest int value. - - For each request, - - VM lifetime - - Sampled from the probabilistic model sourced from lifetime distribution * Max. value. - - VM vcpu - - Sampled from the probabilistic model sourced from vcpu distribution * Max. value. +ex: for 26 cores inventory, maybe 4 requests max at a time suits. then 70th percentile is better. \ No newline at end of file diff --git a/experiment/trace-pre-process/run_pre_processing.py b/experiment/trace-pre-process/run_pre_processing.py index 3b16a2b..ca9a0a5 100644 --- a/experiment/trace-pre-process/run_pre_processing.py +++ b/experiment/trace-pre-process/run_pre_processing.py @@ -29,3 +29,7 @@ print("analyze-- time: ", time) print("Done! Please check the csv file at current directory") + + + +#todo lifetime is -1 observed. fix this! From d60259cbaf8f0f197b9d4c9d61ae287f64055272 Mon Sep 17 00:00:00 2001 From: "Tharindu B. Hewage" Date: Sun, 21 Jan 2024 14:56:06 +1100 Subject: [PATCH 12/14] Fix random sampling --- experiment/trace-generation/external.py | 6 ++++-- experiment/trace-generation/math_utils.py | 7 ++++--- experiment/trace-generation/trace-generator.py | 2 +- 3 files changed, 9 insertions(+), 6 deletions(-) diff --git a/experiment/trace-generation/external.py b/experiment/trace-generation/external.py index 193b68d..f99e917 100644 --- a/experiment/trace-generation/external.py +++ b/experiment/trace-generation/external.py @@ -7,7 +7,7 @@ class OsManager: ''' def __init__(self): - self.local_tracking_total_cores = 26 + self.local_tracking_total_cores = 36 self.local_tracking_used_cores = 0 self.created_vms = {} self.evictedVMs = [] @@ -44,7 +44,7 @@ def get_utilization(self): return self.local_tracking_used_cores / self.local_tracking_total_cores def dump(self, file_path): - header = ['name', 'type', 'is-evicted'] + header = ['name', 'type', 'vcpu', 'lifetime', 'is-evicted'] with open(file_path, 'w', encoding='UTF8') as f: writer = csv.writer(f) @@ -56,5 +56,7 @@ def dump(self, file_path): writer.writerow([ vm['name'], vm['type'], + vm['vcpu'], + vm['lifetime'], vm['is-evicted'] ]) diff --git a/experiment/trace-generation/math_utils.py b/experiment/trace-generation/math_utils.py index a1dd555..342433f 100644 --- a/experiment/trace-generation/math_utils.py +++ b/experiment/trace-generation/math_utils.py @@ -7,12 +7,13 @@ def pick_random(dst): return dst[0] lower_bd = min(dst) - upper_bd = min(dst) + upper_bd = max(dst) kde = scipy.stats.gaussian_kde(dst) # kde can include out of range. - val = -1 - while lower_bd > val > upper_bd: + sample = kde.resample(size=1) + val = sample[0][0] + while lower_bd >= val >= upper_bd: sample = kde.resample(size=1) val = sample[0][0] return val diff --git a/experiment/trace-generation/trace-generator.py b/experiment/trace-generation/trace-generator.py index 26b4eea..004f533 100644 --- a/experiment/trace-generation/trace-generator.py +++ b/experiment/trace-generation/trace-generator.py @@ -70,7 +70,7 @@ def generate_rqs(rq_count, row, time, type, bucket): if evct_rq_cnt > 0: generate_rqs(rq_count=evct_rq_cnt, row=row, time=t, type='evictable', bucket=vm_rqs) - print('row: ', row, 'rq: ', vm_rqs, 'total rq: ', total_rq_cnt, 'evct: ', evct_rq_cnt, ' reg: ', reg_rq_cnt) + #print('row: ', row, 'rq: ', vm_rqs, 'total rq: ', total_rq_cnt, 'evct: ', evct_rq_cnt, ' reg: ', reg_rq_cnt) os_manager.handle_expired_vms(clk=t) os_manager.dispatch(vm_rqs=vm_rqs, clk=t) From 4764df587fae6cdb3b43c36af2e19564fbf1d93f Mon Sep 17 00:00:00 2001 From: "Tharindu B. Hewage" Date: Sun, 21 Jan 2024 17:02:00 +1100 Subject: [PATCH 13/14] Add support for creating flavours --- .../trace-generation/create_flavours.py | 3 + experiment/trace-generation/external.py | 13 +- .../trace-generation/openstack_client.py | 48 +++++ .../trace-generation/trace-generator.py | 6 +- .../4-min-data/nrl_azure_packing_2020.csv | 191 ------------------ .../nrl_azure_packing_2020_perc_55.csv | 191 ++++++++++++++++++ .../trace-pre-process/run_pre_processing.py | 2 +- 7 files changed, 253 insertions(+), 201 deletions(-) create mode 100644 experiment/trace-generation/create_flavours.py create mode 100644 experiment/trace-generation/openstack_client.py delete mode 100644 experiment/trace-pre-process/4-min-data/nrl_azure_packing_2020.csv create mode 100644 experiment/trace-pre-process/4-min-data/nrl_azure_packing_2020_perc_55.csv diff --git a/experiment/trace-generation/create_flavours.py b/experiment/trace-generation/create_flavours.py new file mode 100644 index 0000000..802cee1 --- /dev/null +++ b/experiment/trace-generation/create_flavours.py @@ -0,0 +1,3 @@ +from openstack_client import create_flavours + +create_flavours() \ No newline at end of file diff --git a/experiment/trace-generation/external.py b/experiment/trace-generation/external.py index f99e917..111e43c 100644 --- a/experiment/trace-generation/external.py +++ b/experiment/trace-generation/external.py @@ -1,7 +1,8 @@ import csv +from openstack_client import create_flavours, create_vm, delete_vm -class OsManager: +class RequestsManager: '''OsManager encapsulate vm lifecycle management based on the trace information. It further provides an insight on core utilization. ''' @@ -19,8 +20,8 @@ def dispatch(self, vm_rqs, clk): def handle_expired_vms(self, clk): for vm_name, vm in self.created_vms.items(): if vm['end-of-life'] <= clk: - resp = self.delete_vm(vm_name) - if resp is None: + resp = self.delete_vm(vm) + if not resp: # VM does not exist. Must be evicted. vm = self.created_vms[vm_name] vm['is-evicted'] = True @@ -35,10 +36,10 @@ def create_vms(self, vm_rqs, clk): self.local_tracking_used_cores += vm['vcpu'] def create_vm(self, vm, clk): - return True + return create_vm(vm) - def delete_vm(self, vm_name): - return True + def delete_vm(self, vm): + return delete_vm(vm) def get_utilization(self): return self.local_tracking_used_cores / self.local_tracking_total_cores diff --git a/experiment/trace-generation/openstack_client.py b/experiment/trace-generation/openstack_client.py new file mode 100644 index 0000000..f227069 --- /dev/null +++ b/experiment/trace-generation/openstack_client.py @@ -0,0 +1,48 @@ +import subprocess + +cmd = "date" + +# returns output as byte string +returned_output = subprocess.check_output(cmd) + +# using decode() function to convert byte string to string +print('Current date is:', returned_output.decode("utf-8")) + + +def create_flavours(): + # flavours support upto 12 vcpu. + for i in range(1, 13): + try: + cmd = "openstack flavor create --public pinned.vcpu-" + str(i) + " --id pinned.vcpu-" + str(i) + " --ram 256 --disk 1 --vcpus " + str(i) + print(cmd) + returned_output = subprocess.check_output(cmd, shell=True) + print('flavour creation for vcpu:', i, returned_output.decode("utf-8")) + except: + print('failed flavour creation for vcpu:', i) + try: + cmd2 = "openstack flavor set pinned.vcpu-" + str(i) + " --property hw:cpu_policy=dedicated" + print(cmd2) + returned_output = subprocess.check_output(cmd2, shell=True) + print('setting dedicated for flavour creation for vcpu:', i, returned_output.decode("utf-8")) + except: + print('failed setting dedicated for flavour creation for vcpu:', i) + + +def create_vm(vm): + cmd = "openstack server create --nic net-id=\"public\" --image \"cirros-0.6.2-x86_64-disk\" --flavor \"pinned.vcpu-" + vm['vcpu'] + "\" \"" + vm['name'] + "\" --wait " + returned_output = subprocess.check_output(cmd, shell=True) + print('vm creation for vm:', vm, returned_output.decode("utf-8")) + if returned_output.contains: + return True + else: + return False + + +def delete_vm(vm): + cmd = "openstack server delete " + vm['name'] + "--wait --force" + returned_output = subprocess.check_output(cmd, shell=True) + print('vm deletion for vm:', vm, returned_output.decode("utf-8")) + if returned_output.contains: + return True + else: + return False diff --git a/experiment/trace-generation/trace-generator.py b/experiment/trace-generation/trace-generator.py index 004f533..2b9c779 100644 --- a/experiment/trace-generation/trace-generator.py +++ b/experiment/trace-generation/trace-generator.py @@ -4,7 +4,7 @@ import pandas as pd -from external import OsManager +from external import RequestsManager from math_utils import pick_random # 1 - normalized azure trace csv @@ -15,7 +15,7 @@ # 6 - max vcpu of an instant # Example: -# python3 trace-generator.py 4-min-test/nrl_azure_packing_2020.csv 0.819502315018326 0.8208333 5 14.93 12 +# python3 trace-generator.py 4-min-test/nrl_azure_packing_2020_perc_55.csv 0.819502315018326 0.8208333 5 14.93 12 # csv file is generated for 4 minutes (0.00277778 days) between 0.819502315018326 and 0.8208333. max req. set to 5 and # max lifetime is the duration of experiment. # Lifetime max: @@ -51,7 +51,7 @@ def generate_rqs(rq_count, row, time, type, bucket): t_s = df['time'].values -os_manager = OsManager() +os_manager = RequestsManager() for idx, t in enumerate(t_s): row = df.loc[df['time'] == t].to_dict('list') diff --git a/experiment/trace-pre-process/4-min-data/nrl_azure_packing_2020.csv b/experiment/trace-pre-process/4-min-data/nrl_azure_packing_2020.csv deleted file mode 100644 index 14a97be..0000000 --- a/experiment/trace-pre-process/4-min-data/nrl_azure_packing_2020.csv +++ /dev/null @@ -1,191 +0,0 @@ -time,request_count,regular_vm_count,evictable_vm_count,lifetime_distribution,vcpu_distribution -0.818067129701376,0,0,0,[],[] -0.8181018517352641,6,1.0,0.0,"[0.0062871878035366535, 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a/experiment/trace-pre-process/4-min-data/nrl_azure_packing_2020_perc_55.csv b/experiment/trace-pre-process/4-min-data/nrl_azure_packing_2020_perc_55.csv new file mode 100644 index 0000000..bb90105 --- /dev/null +++ b/experiment/trace-pre-process/4-min-data/nrl_azure_packing_2020_perc_55.csv @@ -0,0 +1,191 @@ +time,request_count,regular_vm_count,evictable_vm_count,lifetime_distribution,vcpu_distribution +0.818067129701376,0,0,0,[],[] +0.8181018517352641,1,1.0,0.0,[0.0062871878035366535],"[1, 1, 1, 1, 1]" +0.8181134257465601,2,1.0,0.0,"[0.010015648324042559, 0.010010115802288055]","[1, 1]" +0.8181250002235174,3,1.0,0.0,"[0.001332580577582121, 0.001332580577582121, 0.020778784528374672]","[1, 1, 1]" +0.8181365742348135,1,1.0,0.0,[0.029275451321154833],[1] +0.8181481482461095,3,1.0,0.0,"[0.0019051735289394855, 0.0006804629229009151, 0.011200451292097569]","[1, 1, 1]" +0.8181597222574055,2,1.0,0.0,"[0.02051708335056901, 0.040882129687815905]","[1, 1, 1]" 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+0.8207291667349637,1,0.5,0.5,[0.023638471961021423],[1] +0.8207407407462597,0,0,0,[],[] +0.8207523147575557,0,0,0,[],[] +0.8207638887688518,2,1.0,0.0,"[0.010429687798023224, 0.010429687798023224]","[1, 1, 1]" +0.8207754627801478,0,0,0,[],[] +0.8208101852796972,0,0,0,[],[] +0.8208217592909932,0,0,0,[],[] +0.8208333333022892,0,0,0,[],[] diff --git a/experiment/trace-pre-process/run_pre_processing.py b/experiment/trace-pre-process/run_pre_processing.py index ca9a0a5..d858d60 100644 --- a/experiment/trace-pre-process/run_pre_processing.py +++ b/experiment/trace-pre-process/run_pre_processing.py @@ -18,7 +18,7 @@ time = interval_start records = [] -with open('nrl_azure_packing_2020.csv', 'w') as csvfile: +with open('4-min-data/nrl_azure_packing_2020.csv', 'w') as csvfile: writer = csv.DictWriter(csvfile, fieldnames=get_headers()) writer.writeheader() while time < interval_ends: From 33fb179daf7068b84c1127a76a5ae31aff7f0ec1 Mon Sep 17 00:00:00 2001 From: "Tharindu B. Hewage" Date: Sun, 21 Jan 2024 18:10:53 +1100 Subject: [PATCH 14/14] Support for vm creation in openstack --- experiment/trace-generation/external.py | 7 ++++- .../trace-generation/openstack_client.py | 26 +++++++++++-------- .../trace-generation/trace-generator.py | 5 +++- 3 files changed, 25 insertions(+), 13 deletions(-) diff --git a/experiment/trace-generation/external.py b/experiment/trace-generation/external.py index 111e43c..7bf2be4 100644 --- a/experiment/trace-generation/external.py +++ b/experiment/trace-generation/external.py @@ -23,13 +23,18 @@ def handle_expired_vms(self, clk): resp = self.delete_vm(vm) if not resp: # VM does not exist. Must be evicted. + print('failed deletion. marking as evicted: ', vm['name']) vm = self.created_vms[vm_name] vm['is-evicted'] = True + else: + vm['is-deleted'] = True + vm['end-of-life'] = 100 # a very large value that we will never reach def create_vms(self, vm_rqs, clk): for vm in vm_rqs: resp = self.create_vm(vm, clk) - if resp is not None: + if resp: + print('marked successful vm creation of: ', vm['name']) vm['end-of-life'] = clk + vm['lifetime'] vm['is-evicted'] = False # assume vm is going to live a full life. self.created_vms[vm['name']] = vm diff --git a/experiment/trace-generation/openstack_client.py b/experiment/trace-generation/openstack_client.py index f227069..185482a 100644 --- a/experiment/trace-generation/openstack_client.py +++ b/experiment/trace-generation/openstack_client.py @@ -13,7 +13,8 @@ def create_flavours(): # flavours support upto 12 vcpu. for i in range(1, 13): try: - cmd = "openstack flavor create --public pinned.vcpu-" + str(i) + " --id pinned.vcpu-" + str(i) + " --ram 256 --disk 1 --vcpus " + str(i) + cmd = "openstack flavor create --public pinned.vcpu-" + str(i) + " --id pinned.vcpu-" + str( + i) + " --ram 256 --disk 1 --vcpus " + str(i) print(cmd) returned_output = subprocess.check_output(cmd, shell=True) print('flavour creation for vcpu:', i, returned_output.decode("utf-8")) @@ -29,20 +30,23 @@ def create_flavours(): def create_vm(vm): - cmd = "openstack server create --nic net-id=\"public\" --image \"cirros-0.6.2-x86_64-disk\" --flavor \"pinned.vcpu-" + vm['vcpu'] + "\" \"" + vm['name'] + "\" --wait " - returned_output = subprocess.check_output(cmd, shell=True) - print('vm creation for vm:', vm, returned_output.decode("utf-8")) - if returned_output.contains: + print('attempting to create vm: ', vm['name']) + try: + cmd = "openstack server create --nic net-id=\"public\" --image \"cirros-0.6.2-x86_64-disk\" --flavor \"pinned.vcpu-" + str( + round(vm['vcpu'])) + "\" \"" + vm['name'] + "\" --wait " + returned_output = subprocess.check_output(cmd, shell=True) + print('vm creation for vm:', vm, returned_output.decode("utf-8")) return True - else: + except: return False def delete_vm(vm): - cmd = "openstack server delete " + vm['name'] + "--wait --force" - returned_output = subprocess.check_output(cmd, shell=True) - print('vm deletion for vm:', vm, returned_output.decode("utf-8")) - if returned_output.contains: + print('attempting to delete vm: ', vm['name']) + try: + cmd = "openstack server delete " + vm['name'] + " --wait --force" + returned_output = subprocess.check_output(cmd, shell=True) + print('vm deletion for vm:', vm, returned_output.decode("utf-8")) return True - else: + except: return False diff --git a/experiment/trace-generation/trace-generator.py b/experiment/trace-generation/trace-generator.py index 2b9c779..25db2b6 100644 --- a/experiment/trace-generation/trace-generator.py +++ b/experiment/trace-generation/trace-generator.py @@ -1,6 +1,7 @@ import math import sys import time +import uuid import pandas as pd @@ -36,6 +37,8 @@ df = df[t_start <= df['time']] df = df[df['time'] <= t_stop] +EXPERIMENT_UUID = uuid.uuid4() + def generate_rqs(rq_count, row, time, type, bucket): for rq in range(rq_count): @@ -43,7 +46,7 @@ def generate_rqs(rq_count, row, time, type, bucket): vcpu = round(pick_random(dst=eval(row['vcpu_distribution'][0]))) if vcpu > 0: bucket.append({ - 'name': 'VM-' + str(time) + '-' + type + '-' + str(rq), + 'name': 'VM-' + str(EXPERIMENT_UUID) + '-' + str(time) + '-' + type + '-' + str(rq), 'type': type, 'lifetime': lifetime, 'vcpu': vcpu