diff --git a/Makefile b/Makefile
index 87cb06f..e518fdf 100644
--- a/Makefile
+++ b/Makefile
@@ -61,7 +61,7 @@ GOBIN := $(if $(shell go env GOBIN),$(shell go env GOBIN),$(GOPATH)/bin)
 FLAGS=-trimpath -ldflags '-X $(MODULE)/pkg/constants.Version=$(VERSION) -X $(MODULE)/pkg/constants.Revision=$(REVISION)'
 
 # Defines the linter version.
-LINT_VERSION=v1.59.1
+LINT_VERSION=v1.61.0
 
 # Defines the version of the CRD generation tools to use.
 CONTROLLER_TOOLS_VERSION=v0.16.1
diff --git a/charts/region/Chart.yaml b/charts/region/Chart.yaml
index cce1aa8..bd32443 100644
--- a/charts/region/Chart.yaml
+++ b/charts/region/Chart.yaml
@@ -4,8 +4,8 @@ description: A Helm chart for deploying Unikorn's Region Controller
 
 type: application
 
-version: v0.1.43
-appVersion: v0.1.43
+version: v0.1.44
+appVersion: v0.1.44
 
 icon: https://raw.githubusercontent.com/unikorn-cloud/assets/main/images/logos/dark-on-light/icon.png
 
diff --git a/charts/region/crds/region.unikorn-cloud.org_regions.yaml b/charts/region/crds/region.unikorn-cloud.org_regions.yaml
index 5605d18..89d9026 100644
--- a/charts/region/crds/region.unikorn-cloud.org_regions.yaml
+++ b/charts/region/crds/region.unikorn-cloud.org_regions.yaml
@@ -104,9 +104,10 @@ spec:
                                     GPU defines additional GPU metadata.  When provided it will enable selection
                                     of images based on GPU vendor and model.
                                   properties:
-                                    count:
-                                      description: Count is the number of logical
-                                        GPUs in the flavor.
+                                    logicalCount:
+                                      description: |-
+                                        LogicalCount is the number of logical GPUs e.g. an AMD MI250 is 2 MI200s.
+                                        This is primarily for scheduling e.g. autoscaling.
                                       type: integer
                                     memory:
                                       anyOf:
@@ -121,6 +122,11 @@ spec:
                                         Model is a free-form model name that corresponds to the supported models
                                         property included on images, and must be an exact match e.g. H100.
                                       type: string
+                                    physicalCount:
+                                      description: |-
+                                        PhysicalCount is the number of physical cards in the flavor.
+                                        This is primarily for end users, so it's not confusing.
+                                      type: integer
                                     vendor:
                                       description: |-
                                         Vendor is the GPU vendor, used for coarse grained flavor and image
@@ -130,9 +136,10 @@ spec:
                                       - AMD
                                       type: string
                                   required:
-                                  - count
+                                  - logicalCount
                                   - memory
                                   - model
+                                  - physicalCount
                                   - vendor
                                   type: object
                                 id:
diff --git a/charts/region/values.schema.json b/charts/region/values.schema.json
index 7d6cab1..e7b8246 100644
--- a/charts/region/values.schema.json
+++ b/charts/region/values.schema.json
@@ -258,13 +258,17 @@
                             "gpu": {
                               "type": "object",
                               "required": [
-                                "count",
+                                "physicalCount",
+				"logicalCount",
                                 "memory",
                                 "model",
                                 "vendor"
                               ],
                               "properties": {
-                                "count": {
+                                "physicalCount": {
+                                  "type": "integer"
+                                },
+                                "logicalCount": {
                                   "type": "integer"
                                 },
                                 "memory": {
diff --git a/charts/region/values.yaml b/charts/region/values.yaml
index f31a74c..918afcc 100644
--- a/charts/region/values.yaml
+++ b/charts/region/values.yaml
@@ -62,7 +62,8 @@ organization: unikorn-cloud
 #             vendor: NVIDIA
 #             model: H100
 #             memory: 192Gi
-#             count: 2
+#             physicalCount: 2
+#             logicalCount: 2
 #     # Image service configuration.
 #     image:
 #       # Image selection, the result is a boolean intersection of chosen options.
diff --git a/go.mod b/go.mod
index c210490..2f0cc20 100644
--- a/go.mod
+++ b/go.mod
@@ -1,20 +1,20 @@
 module github.com/unikorn-cloud/region
 
-go 1.22.5
+go 1.23.2
 
 require (
-	github.com/getkin/kin-openapi v0.127.0
+	github.com/getkin/kin-openapi v0.128.0
 	github.com/go-chi/chi/v5 v5.1.0
-	github.com/gophercloud/gophercloud/v2 v2.1.0
+	github.com/gophercloud/gophercloud/v2 v2.1.1
 	github.com/gophercloud/utils v0.0.0-20231010081019-80377eca5d56
 	github.com/oapi-codegen/runtime v1.1.1
 	github.com/spf13/pflag v1.0.5
-	github.com/unikorn-cloud/core v0.1.72
-	github.com/unikorn-cloud/identity v0.2.40
-	go.opentelemetry.io/otel v1.29.0
-	go.opentelemetry.io/otel/sdk v1.29.0
-	go.opentelemetry.io/otel/trace v1.29.0
-	golang.org/x/crypto v0.26.0
+	github.com/unikorn-cloud/core v0.1.76
+	github.com/unikorn-cloud/identity v0.2.42
+	go.opentelemetry.io/otel v1.31.0
+	go.opentelemetry.io/otel/sdk v1.31.0
+	go.opentelemetry.io/otel/trace v1.31.0
+	golang.org/x/crypto v0.28.0
 	k8s.io/api v0.31.1
 	k8s.io/apimachinery v0.31.1
 	sigs.k8s.io/controller-runtime v0.19.0
@@ -46,7 +46,7 @@ require (
 	github.com/google/go-cmp v0.6.0 // indirect
 	github.com/google/gofuzz v1.2.0 // indirect
 	github.com/google/uuid v1.6.0 // indirect
-	github.com/gophercloud/gophercloud v1.14.0 // indirect
+	github.com/gophercloud/gophercloud v1.14.1 // indirect
 	github.com/gorilla/mux v1.8.1 // indirect
 	github.com/grpc-ecosystem/grpc-gateway/v2 v2.22.0 // indirect
 	github.com/hashicorp/go-uuid v1.0.3 // indirect
@@ -54,8 +54,9 @@ require (
 	github.com/invopop/yaml v0.3.1 // indirect
 	github.com/josharian/intern v1.0.0 // indirect
 	github.com/json-iterator/go v1.1.12 // indirect
-	github.com/klauspost/compress v1.17.9 // indirect
+	github.com/klauspost/compress v1.17.11 // indirect
 	github.com/mailru/easyjson v0.7.7 // indirect
+	github.com/masterminds/semver v1.5.0 // indirect
 	github.com/mitchellh/go-homedir v1.1.0 // indirect
 	github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd // indirect
 	github.com/modern-go/reflect2 v1.0.2 // indirect
@@ -63,36 +64,36 @@ require (
 	github.com/munnerz/goautoneg v0.0.0-20191010083416-a7dc8b61c822 // indirect
 	github.com/perimeterx/marshmallow v1.1.5 // indirect
 	github.com/pkg/errors v0.9.1 // indirect
-	github.com/prometheus/client_golang v1.20.2 // indirect
+	github.com/prometheus/client_golang v1.20.5 // indirect
 	github.com/prometheus/client_model v0.6.1 // indirect
-	github.com/prometheus/common v0.55.0 // indirect
+	github.com/prometheus/common v0.60.0 // indirect
 	github.com/prometheus/procfs v0.15.1 // indirect
 	github.com/x448/float16 v0.8.4 // indirect
-	go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.29.0 // indirect
-	go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp v1.29.0 // indirect
-	go.opentelemetry.io/otel/metric v1.29.0 // indirect
+	go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.31.0 // indirect
+	go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp v1.31.0 // indirect
+	go.opentelemetry.io/otel/metric v1.31.0 // indirect
 	go.opentelemetry.io/proto/otlp v1.3.1 // indirect
 	go.uber.org/multierr v1.11.0 // indirect
 	go.uber.org/zap v1.27.0 // indirect
-	golang.org/x/exp v0.0.0-20240823005443-9b4947da3948 // indirect
-	golang.org/x/net v0.28.0 // indirect
-	golang.org/x/oauth2 v0.22.0 // indirect
-	golang.org/x/sys v0.24.0 // indirect
-	golang.org/x/term v0.23.0 // indirect
-	golang.org/x/text v0.17.0 // indirect
-	golang.org/x/time v0.6.0 // indirect
+	golang.org/x/exp v0.0.0-20241009180824-f66d83c29e7c // indirect
+	golang.org/x/net v0.30.0 // indirect
+	golang.org/x/oauth2 v0.23.0 // indirect
+	golang.org/x/sys v0.26.0 // indirect
+	golang.org/x/term v0.25.0 // indirect
+	golang.org/x/text v0.19.0 // indirect
+	golang.org/x/time v0.7.0 // indirect
 	gomodules.xyz/jsonpatch/v2 v2.4.0 // indirect
-	google.golang.org/genproto/googleapis/api v0.0.0-20240826202546-f6391c0de4c7 // indirect
-	google.golang.org/genproto/googleapis/rpc v0.0.0-20240826202546-f6391c0de4c7 // indirect
-	google.golang.org/grpc v1.65.0 // indirect
-	google.golang.org/protobuf v1.34.2 // indirect
+	google.golang.org/genproto/googleapis/api v0.0.0-20241015192408-796eee8c2d53 // indirect
+	google.golang.org/genproto/googleapis/rpc v0.0.0-20241015192408-796eee8c2d53 // indirect
+	google.golang.org/grpc v1.67.1 // indirect
+	google.golang.org/protobuf v1.35.1 // indirect
 	gopkg.in/inf.v0 v0.9.1 // indirect
 	gopkg.in/yaml.v2 v2.4.0 // indirect
 	gopkg.in/yaml.v3 v3.0.1 // indirect
 	k8s.io/client-go v0.31.1 // indirect
 	k8s.io/klog/v2 v2.130.1 // indirect
-	k8s.io/kube-openapi v0.0.0-20240826222958-65a50c78dec5 // indirect
-	k8s.io/utils v0.0.0-20240821151609-f90d01438635 // indirect
-	sigs.k8s.io/json v0.0.0-20221116044647-bc3834ca7abd // indirect
+	k8s.io/kube-openapi v0.0.0-20241009091222-67ed5848f094 // indirect
+	k8s.io/utils v0.0.0-20240921022957-49e7df575cb6 // indirect
+	sigs.k8s.io/json v0.0.0-20241014173422-cfa47c3a1cc8 // indirect
 	sigs.k8s.io/structured-merge-diff/v4 v4.4.1 // indirect
 )
diff --git a/go.sum b/go.sum
index c6d011a..6f4932d 100644
--- a/go.sum
+++ b/go.sum
@@ -26,6 +26,8 @@ github.com/fxamacker/cbor/v2 v2.7.0 h1:iM5WgngdRBanHcxugY4JySA0nk1wZorNOpTgCMedv
 github.com/fxamacker/cbor/v2 v2.7.0/go.mod h1:pxXPTn3joSm21Gbwsv0w9OSA2y1HFR9qXEeXQVeNoDQ=
 github.com/getkin/kin-openapi v0.127.0 h1:Mghqi3Dhryf3F8vR370nN67pAERW+3a95vomb3MAREY=
 github.com/getkin/kin-openapi v0.127.0/go.mod h1:OZrfXzUfGrNbsKj+xmFBx6E5c6yH3At/tAKSc2UszXM=
+github.com/getkin/kin-openapi v0.128.0 h1:jqq3D9vC9pPq1dGcOCv7yOp1DaEe7c/T1vzcLbITSp4=
+github.com/getkin/kin-openapi v0.128.0/go.mod h1:OZrfXzUfGrNbsKj+xmFBx6E5c6yH3At/tAKSc2UszXM=
 github.com/go-chi/chi/v5 v5.1.0 h1:acVI1TYaD+hhedDJ3r54HyA6sExp3HfXq7QWEEY/xMw=
 github.com/go-chi/chi/v5 v5.1.0/go.mod h1:DslCQbL2OYiznFReuXYUmQ2hGd1aDpCnlMNITLSKoi8=
 github.com/go-jose/go-jose/v4 v4.0.4 h1:VsjPI33J0SB9vQM6PLmNjoHqMQNGPiZ0rHL7Ni7Q6/E=
@@ -68,8 +70,12 @@ github.com/google/uuid v1.6.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+
 github.com/gophercloud/gophercloud v1.3.0/go.mod h1:aAVqcocTSXh2vYFZ1JTvx4EQmfgzxRcNupUfxZbBNDM=
 github.com/gophercloud/gophercloud v1.14.0 h1:Bt9zQDhPrbd4qX7EILGmy+i7GP35cc+AAL2+wIJpUE8=
 github.com/gophercloud/gophercloud v1.14.0/go.mod h1:aAVqcocTSXh2vYFZ1JTvx4EQmfgzxRcNupUfxZbBNDM=
+github.com/gophercloud/gophercloud v1.14.1 h1:DTCNaTVGl8/cFu58O1JwWgis9gtISAFONqpMKNg/Vpw=
+github.com/gophercloud/gophercloud v1.14.1/go.mod h1:aAVqcocTSXh2vYFZ1JTvx4EQmfgzxRcNupUfxZbBNDM=
 github.com/gophercloud/gophercloud/v2 v2.1.0 h1:91p6c+uMckXyx39nSIYjDirDBnPVFQq0q1njLNPX+NY=
 github.com/gophercloud/gophercloud/v2 v2.1.0/go.mod h1:f2hMRC7Kakbv5vM7wSGHrIPZh6JZR60GVHryJlF/K44=
+github.com/gophercloud/gophercloud/v2 v2.1.1 h1:KUeVTUoq6um/CijR+hl1JRZ35SXRY62LiYUbgp4qqKw=
+github.com/gophercloud/gophercloud/v2 v2.1.1/go.mod h1:f2hMRC7Kakbv5vM7wSGHrIPZh6JZR60GVHryJlF/K44=
 github.com/gophercloud/utils v0.0.0-20231010081019-80377eca5d56 h1:sH7xkTfYzxIEgzq1tDHIMKRh1vThOEOGNsettdEeLbE=
 github.com/gophercloud/utils v0.0.0-20231010081019-80377eca5d56/go.mod h1:VSalo4adEk+3sNkmVJLnhHoOyOYYS8sTWLG4mv5BKto=
 github.com/gorilla/mux v1.8.1 h1:TuBL49tXwgrFYWhqrNgrUNEY92u81SPhu7sTdzQEiWY=
@@ -91,6 +97,8 @@ github.com/kisielk/errcheck v1.5.0/go.mod h1:pFxgyoBC7bSaBwPgfKdkLd5X25qrDl4LWUI
 github.com/kisielk/gotool v1.0.0/go.mod h1:XhKaO+MFFWcvkIS/tQcRk01m1F5IRFswLeQ+oQHNcck=
 github.com/klauspost/compress v1.17.9 h1:6KIumPrER1LHsvBVuDa0r5xaG0Es51mhhB9BQB2qeMA=
 github.com/klauspost/compress v1.17.9/go.mod h1:Di0epgTjJY877eYKx5yC51cX2A2Vl2ibi7bDH9ttBbw=
+github.com/klauspost/compress v1.17.11 h1:In6xLpyWOi1+C7tXUUWv2ot1QvBjxevKAaI6IXrJmUc=
+github.com/klauspost/compress v1.17.11/go.mod h1:pMDklpSncoRMuLFrf1W9Ss9KT+0rH90U12bZKk7uwG0=
 github.com/kr/pretty v0.3.1 h1:flRD4NNwYAUpkphVc1HcthR4KEIFJ65n8Mw5qdRn3LE=
 github.com/kr/pretty v0.3.1/go.mod h1:hoEshYVHaxMs3cyo3Yncou5ZscifuDolrwPKZanG3xk=
 github.com/kr/text v0.2.0 h1:5Nx0Ya0ZqY2ygV366QzturHI13Jq95ApcVaJBhpS+AY=
@@ -99,6 +107,8 @@ github.com/kylelemons/godebug v1.1.0 h1:RPNrshWIDI6G2gRW9EHilWtl7Z6Sb1BR0xunSBf0
 github.com/kylelemons/godebug v1.1.0/go.mod h1:9/0rRGxNHcop5bhtWyNeEfOS8JIWk580+fNqagV/RAw=
 github.com/mailru/easyjson v0.7.7 h1:UGYAvKxe3sBsEDzO8ZeWOSlIQfWFlxbzLZe7hwFURr0=
 github.com/mailru/easyjson v0.7.7/go.mod h1:xzfreul335JAWq5oZzymOObrkdz5UnU4kGfJJLY9Nlc=
+github.com/masterminds/semver v1.5.0 h1:hTxJTTY7tjvnWMrl08O6u3G6BLlKVwxSz01lVac9P8U=
+github.com/masterminds/semver v1.5.0/go.mod h1:s7KNT9fnd7edGzwwP7RBX4H0v/CYd5qdOLfkL1V75yg=
 github.com/mitchellh/go-homedir v1.1.0 h1:lukF9ziXFxDFPkA1vsr5zpc1XuPDn/wFntq5mG+4E0Y=
 github.com/mitchellh/go-homedir v1.1.0/go.mod h1:SfyaCUpYCn1Vlf4IUYiD9fPX4A5wJrkLzIz1N1q0pr0=
 github.com/modern-go/concurrent v0.0.0-20180228061459-e0a39a4cb421/go.mod h1:6dJC0mAP4ikYIbvyc7fijjWJddQyLn8Ig3JB5CqoB9Q=
@@ -125,10 +135,14 @@ github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2 h1:Jamvg5psRI
 github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
 github.com/prometheus/client_golang v1.20.2 h1:5ctymQzZlyOON1666svgwn3s6IKWgfbjsejTMiXIyjg=
 github.com/prometheus/client_golang v1.20.2/go.mod h1:PIEt8X02hGcP8JWbeHyeZ53Y/jReSnHgO035n//V5WE=
+github.com/prometheus/client_golang v1.20.5 h1:cxppBPuYhUnsO6yo/aoRol4L7q7UFfdm+bR9r+8l63Y=
+github.com/prometheus/client_golang v1.20.5/go.mod h1:PIEt8X02hGcP8JWbeHyeZ53Y/jReSnHgO035n//V5WE=
 github.com/prometheus/client_model v0.6.1 h1:ZKSh/rekM+n3CeS952MLRAdFwIKqeY8b62p8ais2e9E=
 github.com/prometheus/client_model v0.6.1/go.mod h1:OrxVMOVHjw3lKMa8+x6HeMGkHMQyHDk9E3jmP2AmGiY=
 github.com/prometheus/common v0.55.0 h1:KEi6DK7lXW/m7Ig5i47x0vRzuBsHuvJdi5ee6Y3G1dc=
 github.com/prometheus/common v0.55.0/go.mod h1:2SECS4xJG1kd8XF9IcM1gMX6510RAEL65zxzNImwdc8=
+github.com/prometheus/common v0.60.0 h1:+V9PAREWNvJMAuJ1x1BaWl9dewMW4YrHZQbx0sJNllA=
+github.com/prometheus/common v0.60.0/go.mod h1:h0LYf1R1deLSKtD4Vdg8gy4RuOvENW2J/h19V5NADQw=
 github.com/prometheus/procfs v0.15.1 h1:YagwOFzUgYfKKHX6Dr+sHT7km/hxC76UB0learggepc=
 github.com/prometheus/procfs v0.15.1/go.mod h1:fB45yRUv8NstnjriLhBQLuOUt+WW4BsoGhij/e3PBqk=
 github.com/rogpeppe/go-internal v1.12.0 h1:exVL4IDcn6na9z1rAb56Vxr+CgyK3nn3O+epU5NdKM8=
@@ -144,8 +158,12 @@ github.com/ugorji/go/codec v1.2.12 h1:9LC83zGrHhuUA9l16C9AHXAqEV/2wBQ4nkvumAE65E
 github.com/ugorji/go/codec v1.2.12/go.mod h1:UNopzCgEMSXjBc6AOMqYvWC1ktqTAfzJZUZgYf6w6lg=
 github.com/unikorn-cloud/core v0.1.72 h1:MvxIZOXeacolvVvS06stO+S4zxplxSz+LUL+8sz5dYc=
 github.com/unikorn-cloud/core v0.1.72/go.mod h1:7ilhT3GIRtBHl7/D+9wh4RB5gjC/5/ts/MT4WdpIT9M=
+github.com/unikorn-cloud/core v0.1.76 h1:h9TsNTYimmu7N23RB3J7PLKp+ekJF7vM9AF1yMuVgIo=
+github.com/unikorn-cloud/core v0.1.76/go.mod h1:S9AF4PwTQljImb9w0P2jKjzRe8fLM+rx+ZbxrAHw/yE=
 github.com/unikorn-cloud/identity v0.2.40 h1:Y2H2cCUumDOiaCsJP5VjgVezgpB+EchZogK5Qg3G408=
 github.com/unikorn-cloud/identity v0.2.40/go.mod h1:DbS+R9Om75HBQPMG02Iu3j2tjeE552KwAEcdAl5kPJE=
+github.com/unikorn-cloud/identity v0.2.42 h1:9amEcydDq23RZYO4rTtxOhVgw/BH1mdXQgq0fWT+RM0=
+github.com/unikorn-cloud/identity v0.2.42/go.mod h1:JMbS6iTYzt0OVt5AkqZys3WVnpLabGvUl8kGWcxzFZI=
 github.com/x448/float16 v0.8.4 h1:qLwI1I70+NjRFUR3zs1JPUCgaCXSh3SW62uAKT1mSBM=
 github.com/x448/float16 v0.8.4/go.mod h1:14CWIYCyZA/cWjXOioeEpHeN/83MdbZDRQHoFcYsOfg=
 github.com/yuin/goldmark v1.1.27/go.mod h1:3hX8gzYuyVAZsxl0MRgGTJEmQBFcNTphYh9decYSb74=
@@ -153,16 +171,28 @@ github.com/yuin/goldmark v1.2.1/go.mod h1:3hX8gzYuyVAZsxl0MRgGTJEmQBFcNTphYh9dec
 github.com/yuin/goldmark v1.4.13/go.mod h1:6yULJ656Px+3vBD8DxQVa3kxgyrAnzto9xy5taEt/CY=
 go.opentelemetry.io/otel v1.29.0 h1:PdomN/Al4q/lN6iBJEN3AwPvUiHPMlt93c8bqTG5Llw=
 go.opentelemetry.io/otel v1.29.0/go.mod h1:N/WtXPs1CNCUEx+Agz5uouwCba+i+bJGFicT8SR4NP8=
+go.opentelemetry.io/otel v1.31.0 h1:NsJcKPIW0D0H3NgzPDHmo0WW6SptzPdqg/L1zsIm2hY=
+go.opentelemetry.io/otel v1.31.0/go.mod h1:O0C14Yl9FgkjqcCZAsE053C13OaddMYr/hz6clDkEJE=
 go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.29.0 h1:dIIDULZJpgdiHz5tXrTgKIMLkus6jEFa7x5SOKcyR7E=
 go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.29.0/go.mod h1:jlRVBe7+Z1wyxFSUs48L6OBQZ5JwH2Hg/Vbl+t9rAgI=
+go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.31.0 h1:K0XaT3DwHAcV4nKLzcQvwAgSyisUghWoY20I7huthMk=
+go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.31.0/go.mod h1:B5Ki776z/MBnVha1Nzwp5arlzBbE3+1jk+pGmaP5HME=
 go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp v1.29.0 h1:JAv0Jwtl01UFiyWZEMiJZBiTlv5A50zNs8lsthXqIio=
 go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp v1.29.0/go.mod h1:QNKLmUEAq2QUbPQUfvw4fmv0bgbK7UlOSFCnXyfvSNc=
+go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp v1.31.0 h1:lUsI2TYsQw2r1IASwoROaCnjdj2cvC2+Jbxvk6nHnWU=
+go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp v1.31.0/go.mod h1:2HpZxxQurfGxJlJDblybejHB6RX6pmExPNe517hREw4=
 go.opentelemetry.io/otel/metric v1.29.0 h1:vPf/HFWTNkPu1aYeIsc98l4ktOQaL6LeSoeV2g+8YLc=
 go.opentelemetry.io/otel/metric v1.29.0/go.mod h1:auu/QWieFVWx+DmQOUMgj0F8LHWdgalxXqvp7BII/W8=
+go.opentelemetry.io/otel/metric v1.31.0 h1:FSErL0ATQAmYHUIzSezZibnyVlft1ybhy4ozRPcF2fE=
+go.opentelemetry.io/otel/metric v1.31.0/go.mod h1:C3dEloVbLuYoX41KpmAhOqNriGbA+qqH6PQ5E5mUfnY=
 go.opentelemetry.io/otel/sdk v1.29.0 h1:vkqKjk7gwhS8VaWb0POZKmIEDimRCMsopNYnriHyryo=
 go.opentelemetry.io/otel/sdk v1.29.0/go.mod h1:pM8Dx5WKnvxLCb+8lG1PRNIDxu9g9b9g59Qr7hfAAok=
+go.opentelemetry.io/otel/sdk v1.31.0 h1:xLY3abVHYZ5HSfOg3l2E5LUj2Cwva5Y7yGxnSW9H5Gk=
+go.opentelemetry.io/otel/sdk v1.31.0/go.mod h1:TfRbMdhvxIIr/B2N2LQW2S5v9m3gOQ/08KsbbO5BPT0=
 go.opentelemetry.io/otel/trace v1.29.0 h1:J/8ZNK4XgR7a21DZUAsbF8pZ5Jcw1VhACmnYt39JTi4=
 go.opentelemetry.io/otel/trace v1.29.0/go.mod h1:eHl3w0sp3paPkYstJOmAimxhiFXPg+MMTlEh3nsQgWQ=
+go.opentelemetry.io/otel/trace v1.31.0 h1:ffjsj1aRouKewfr85U2aGagJ46+MvodynlQ1HYdmJys=
+go.opentelemetry.io/otel/trace v1.31.0/go.mod h1:TXZkRk7SM2ZQLtR6eoAWQFIHPvzQ06FJAsO1tJg480A=
 go.opentelemetry.io/proto/otlp v1.3.1 h1:TrMUixzpM0yuc/znrFTP9MMRh8trP93mkCiDVeXrui0=
 go.opentelemetry.io/proto/otlp v1.3.1/go.mod h1:0X1WI4de4ZsLrrJNLAQbFeLCm3T7yBkR0XqQ7niQU+8=
 go.uber.org/goleak v1.3.0 h1:2K3zAYmnTNqV73imy9J1T3WC+gmCePx2hEGkimedGto=
@@ -180,8 +210,12 @@ golang.org/x/crypto v0.0.0-20210921155107-089bfa567519/go.mod h1:GvvjBRRGRdwPK5y
 golang.org/x/crypto v0.0.0-20220829220503-c86fa9a7ed90/go.mod h1:IxCIyHEi3zRg3s0A5j5BB6A9Jmi73HwBIUl50j+osU4=
 golang.org/x/crypto v0.26.0 h1:RrRspgV4mU+YwB4FYnuBoKsUapNIL5cohGAmSH3azsw=
 golang.org/x/crypto v0.26.0/go.mod h1:GY7jblb9wI+FOo5y8/S2oY4zWP07AkOJ4+jxCqdqn54=
+golang.org/x/crypto v0.28.0 h1:GBDwsMXVQi34v5CCYUm2jkJvu4cbtru2U4TN2PSyQnw=
+golang.org/x/crypto v0.28.0/go.mod h1:rmgy+3RHxRZMyY0jjAJShp2zgEdOqj2AO7U0pYmeQ7U=
 golang.org/x/exp v0.0.0-20240823005443-9b4947da3948 h1:kx6Ds3MlpiUHKj7syVnbp57++8WpuKPcR5yjLBjvLEA=
 golang.org/x/exp v0.0.0-20240823005443-9b4947da3948/go.mod h1:akd2r19cwCdwSwWeIdzYQGa/EZZyqcOdwWiwj5L5eKQ=
+golang.org/x/exp v0.0.0-20241009180824-f66d83c29e7c h1:7dEasQXItcW1xKJ2+gg5VOiBnqWrJc+rq0DPKyvvdbY=
+golang.org/x/exp v0.0.0-20241009180824-f66d83c29e7c/go.mod h1:NQtJDoLvd6faHhE7m4T/1IY708gDefGGjR/iUW8yQQ8=
 golang.org/x/mod v0.2.0/go.mod h1:s0Qsj1ACt9ePp/hMypM3fl4fZqREWJwdYDEqhRiZZUA=
 golang.org/x/mod v0.3.0/go.mod h1:s0Qsj1ACt9ePp/hMypM3fl4fZqREWJwdYDEqhRiZZUA=
 golang.org/x/mod v0.6.0-dev.0.20220419223038-86c51ed26bb4/go.mod h1:jJ57K6gSWd91VN4djpZkiMVwK6gcyfeH4XE8wZrZaV4=
@@ -194,8 +228,12 @@ golang.org/x/net v0.0.0-20211112202133-69e39bad7dc2/go.mod h1:9nx3DQGgdP8bBQD5qx
 golang.org/x/net v0.0.0-20220722155237-a158d28d115b/go.mod h1:XRhObCWvk6IyKnWLug+ECip1KBveYUHfp+8e9klMJ9c=
 golang.org/x/net v0.28.0 h1:a9JDOJc5GMUJ0+UDqmLT86WiEy7iWyIhz8gz8E4e5hE=
 golang.org/x/net v0.28.0/go.mod h1:yqtgsTWOOnlGLG9GFRrK3++bGOUEkNBoHZc8MEDWPNg=
+golang.org/x/net v0.30.0 h1:AcW1SDZMkb8IpzCdQUaIq2sP4sZ4zw+55h6ynffypl4=
+golang.org/x/net v0.30.0/go.mod h1:2wGyMJ5iFasEhkwi13ChkO/t1ECNC4X4eBKkVFyYFlU=
 golang.org/x/oauth2 v0.22.0 h1:BzDx2FehcG7jJwgWLELCdmLuxk2i+x9UDpSiss2u0ZA=
 golang.org/x/oauth2 v0.22.0/go.mod h1:XYTD2NtWslqkgxebSiOHnXEap4TF09sJSc7H1sXbhtI=
+golang.org/x/oauth2 v0.23.0 h1:PbgcYx2W7i4LvjJWEbf0ngHV6qJYr86PkAV3bXdLEbs=
+golang.org/x/oauth2 v0.23.0/go.mod h1:XYTD2NtWslqkgxebSiOHnXEap4TF09sJSc7H1sXbhtI=
 golang.org/x/sync v0.0.0-20190423024810-112230192c58/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
 golang.org/x/sync v0.0.0-20190911185100-cd5d95a43a6e/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
 golang.org/x/sync v0.0.0-20201020160332-67f06af15bc9/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
@@ -211,10 +249,14 @@ golang.org/x/sys v0.0.0-20220722155257-8c9f86f7a55f/go.mod h1:oPkhp1MJrh7nUepCBc
 golang.org/x/sys v0.2.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.24.0 h1:Twjiwq9dn6R1fQcyiK+wQyHWfaz/BJB+YIpzU/Cv3Xg=
 golang.org/x/sys v0.24.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
+golang.org/x/sys v0.26.0 h1:KHjCJyddX0LoSTb3J+vWpupP9p0oznkqVk/IfjymZbo=
+golang.org/x/sys v0.26.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
 golang.org/x/term v0.0.0-20201126162022-7de9c90e9dd1/go.mod h1:bj7SfCRtBDWHUb9snDiAeCFNEtKQo2Wmx5Cou7ajbmo=
 golang.org/x/term v0.0.0-20210927222741-03fcf44c2211/go.mod h1:jbD1KX2456YbFQfuXm/mYQcufACuNUgVhRMnK/tPxf8=
 golang.org/x/term v0.23.0 h1:F6D4vR+EHoL9/sWAWgAR1H2DcHr4PareCbAaCo1RpuU=
 golang.org/x/term v0.23.0/go.mod h1:DgV24QBUrK6jhZXl+20l6UWznPlwAHm1Q1mGHtydmSk=
+golang.org/x/term v0.25.0 h1:WtHI/ltw4NvSUig5KARz9h521QvRC8RmF/cuYqifU24=
+golang.org/x/term v0.25.0/go.mod h1:RPyXicDX+6vLxogjjRxjgD2TKtmAO6NZBsBRfrOLu7M=
 golang.org/x/text v0.3.0/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
 golang.org/x/text v0.3.3/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
 golang.org/x/text v0.3.6/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ=
@@ -222,8 +264,12 @@ golang.org/x/text v0.3.7/go.mod h1:u+2+/6zg+i71rQMx5EYifcz6MCKuco9NR6JIITiCfzQ=
 golang.org/x/text v0.4.0/go.mod h1:mrYo+phRRbMaCq/xk9113O4dZlRixOauAjOtrjsXDZ8=
 golang.org/x/text v0.17.0 h1:XtiM5bkSOt+ewxlOE/aE/AKEHibwj/6gvWMl9Rsh0Qc=
 golang.org/x/text v0.17.0/go.mod h1:BuEKDfySbSR4drPmRPG/7iBdf8hvFMuRexcpahXilzY=
+golang.org/x/text v0.19.0 h1:kTxAhCbGbxhK0IwgSKiMO5awPoDQ0RpfiVYBfK860YM=
+golang.org/x/text v0.19.0/go.mod h1:BuEKDfySbSR4drPmRPG/7iBdf8hvFMuRexcpahXilzY=
 golang.org/x/time v0.6.0 h1:eTDhh4ZXt5Qf0augr54TN6suAUudPcawVZeIAPU7D4U=
 golang.org/x/time v0.6.0/go.mod h1:3BpzKBy/shNhVucY/MWOyx10tF3SFh9QdLuxbVysPQM=
+golang.org/x/time v0.7.0 h1:ntUhktv3OPE6TgYxXWv9vKvUSJyIFJlyohwbkEwPrKQ=
+golang.org/x/time v0.7.0/go.mod h1:3BpzKBy/shNhVucY/MWOyx10tF3SFh9QdLuxbVysPQM=
 golang.org/x/tools v0.0.0-20180917221912-90fa682c2a6e/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ=
 golang.org/x/tools v0.0.0-20191119224855-298f0cb1881e/go.mod h1:b+2E5dAYhXwXZwtnZ6UAqBI28+e2cm9otk0dWdXHAEo=
 golang.org/x/tools v0.0.0-20200619180055-7c47624df98f/go.mod h1:EkVYQZoAsY45+roYkvgYkIh4xh/qjgUK9TdY2XT94GE=
@@ -239,12 +285,20 @@ gomodules.xyz/jsonpatch/v2 v2.4.0 h1:Ci3iUJyx9UeRx7CeFN8ARgGbkESwJK+KB9lLcWxY/Zw
 gomodules.xyz/jsonpatch/v2 v2.4.0/go.mod h1:AH3dM2RI6uoBZxn3LVrfvJ3E0/9dG4cSrbuBJT4moAY=
 google.golang.org/genproto/googleapis/api v0.0.0-20240826202546-f6391c0de4c7 h1:YcyjlL1PRr2Q17/I0dPk2JmYS5CDXfcdb2Z3YRioEbw=
 google.golang.org/genproto/googleapis/api v0.0.0-20240826202546-f6391c0de4c7/go.mod h1:OCdP9MfskevB/rbYvHTsXTtKC+3bHWajPdoKgjcYkfo=
+google.golang.org/genproto/googleapis/api v0.0.0-20241015192408-796eee8c2d53 h1:fVoAXEKA4+yufmbdVYv+SE73+cPZbbbe8paLsHfkK+U=
+google.golang.org/genproto/googleapis/api v0.0.0-20241015192408-796eee8c2d53/go.mod h1:riSXTwQ4+nqmPGtobMFyW5FqVAmIs0St6VPp4Ug7CE4=
 google.golang.org/genproto/googleapis/rpc v0.0.0-20240826202546-f6391c0de4c7 h1:2035KHhUv+EpyB+hWgJnaWKJOdX1E95w2S8Rr4uWKTs=
 google.golang.org/genproto/googleapis/rpc v0.0.0-20240826202546-f6391c0de4c7/go.mod h1:UqMtugtsSgubUsoxbuAoiCXvqvErP7Gf0so0mK9tHxU=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20241015192408-796eee8c2d53 h1:X58yt85/IXCx0Y3ZwN6sEIKZzQtDEYaBWrDvErdXrRE=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20241015192408-796eee8c2d53/go.mod h1:GX3210XPVPUjJbTUbvwI8f2IpZDMZuPJWDzDuebbviI=
 google.golang.org/grpc v1.65.0 h1:bs/cUb4lp1G5iImFFd3u5ixQzweKizoZJAwBNLR42lc=
 google.golang.org/grpc v1.65.0/go.mod h1:WgYC2ypjlB0EiQi6wdKixMqukr6lBc0Vo+oOgjrM5ZQ=
+google.golang.org/grpc v1.67.1 h1:zWnc1Vrcno+lHZCOofnIMvycFcc0QRGIzm9dhnDX68E=
+google.golang.org/grpc v1.67.1/go.mod h1:1gLDyUQU7CTLJI90u3nXZ9ekeghjeM7pTDZlqFNg2AA=
 google.golang.org/protobuf v1.34.2 h1:6xV6lTsCfpGD21XK49h7MhtcApnLqkfYgPcdHftf6hg=
 google.golang.org/protobuf v1.34.2/go.mod h1:qYOHts0dSfpeUzUFpOMr/WGzszTmLH+DiWniOlNbLDw=
+google.golang.org/protobuf v1.35.1 h1:m3LfL6/Ca+fqnjnlqQXNpFPABW1UD7mjh8KO2mKFytA=
+google.golang.org/protobuf v1.35.1/go.mod h1:9fA7Ob0pmnwhb644+1+CVWFRbNajQ6iRojtC/QF5bRE=
 gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
 gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c h1:Hei/4ADfdWqJk1ZMxUNpqntNwaWcugrBjAiHlqqRiVk=
 gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c/go.mod h1:JHkPIbrfpd72SG/EVd6muEfDQjcINNoR0C8j2r3qZ4Q=
@@ -269,12 +323,18 @@ k8s.io/klog/v2 v2.130.1 h1:n9Xl7H1Xvksem4KFG4PYbdQCQxqc/tTUyrgXaOhHSzk=
 k8s.io/klog/v2 v2.130.1/go.mod h1:3Jpz1GvMt720eyJH1ckRHK1EDfpxISzJ7I9OYgaDtPE=
 k8s.io/kube-openapi v0.0.0-20240826222958-65a50c78dec5 h1:6OWzFh8WiQWeeE7apc3kRV3z0CzprqBxVjntsPA0ed4=
 k8s.io/kube-openapi v0.0.0-20240826222958-65a50c78dec5/go.mod h1:i67DWA0Mm5+JPl+R2ku1eehbRGBDthd8+S2jS9nKLQk=
+k8s.io/kube-openapi v0.0.0-20241009091222-67ed5848f094 h1:MErs8YA0abvOqJ8gIupA1Tz6PKXYUw34XsGlA7uSL1k=
+k8s.io/kube-openapi v0.0.0-20241009091222-67ed5848f094/go.mod h1:7ioBJr1A6igWjsR2fxq2EZ0mlMwYLejazSIc2bzMp2U=
 k8s.io/utils v0.0.0-20240821151609-f90d01438635 h1:2wThSvJoW/Ncn9TmQEYXRnevZXi2duqHWf5OX9S3zjI=
 k8s.io/utils v0.0.0-20240821151609-f90d01438635/go.mod h1:OLgZIPagt7ERELqWJFomSt595RzquPNLL48iOWgYOg0=
+k8s.io/utils v0.0.0-20240921022957-49e7df575cb6 h1:MDF6h2H/h4tbzmtIKTuctcwZmY0tY9mD9fNT47QO6HI=
+k8s.io/utils v0.0.0-20240921022957-49e7df575cb6/go.mod h1:OLgZIPagt7ERELqWJFomSt595RzquPNLL48iOWgYOg0=
 sigs.k8s.io/controller-runtime v0.19.0 h1:nWVM7aq+Il2ABxwiCizrVDSlmDcshi9llbaFbC0ji/Q=
 sigs.k8s.io/controller-runtime v0.19.0/go.mod h1:iRmWllt8IlaLjvTTDLhRBXIEtkCK6hwVBJJsYS9Ajf4=
 sigs.k8s.io/json v0.0.0-20221116044647-bc3834ca7abd h1:EDPBXCAspyGV4jQlpZSudPeMmr1bNJefnuqLsRAsHZo=
 sigs.k8s.io/json v0.0.0-20221116044647-bc3834ca7abd/go.mod h1:B8JuhiUyNFVKdsE8h686QcCxMaH6HrOAZj4vswFpcB0=
+sigs.k8s.io/json v0.0.0-20241014173422-cfa47c3a1cc8 h1:gBQPwqORJ8d8/YNZWEjoZs7npUVDpVXUUOFfW6CgAqE=
+sigs.k8s.io/json v0.0.0-20241014173422-cfa47c3a1cc8/go.mod h1:mdzfpAEoE6DHQEN0uh9ZbOCuHbLK5wOm7dK4ctXE9Tg=
 sigs.k8s.io/structured-merge-diff/v4 v4.4.1 h1:150L+0vs/8DA78h1u02ooW1/fFq/Lwr+sGiqlzvrtq4=
 sigs.k8s.io/structured-merge-diff/v4 v4.4.1/go.mod h1:N8hJocpFajUSSeSJ9bOZ77VzejKZaXsTtZo4/u7Io08=
 sigs.k8s.io/yaml v1.4.0 h1:Mk1wCc2gy/F0THH0TAp1QYyJNzRm2KCLy3o5ASXVI5E=
diff --git a/pkg/apis/unikorn/v1alpha1/types.go b/pkg/apis/unikorn/v1alpha1/types.go
index 15bd35f..d68d40a 100644
--- a/pkg/apis/unikorn/v1alpha1/types.go
+++ b/pkg/apis/unikorn/v1alpha1/types.go
@@ -174,10 +174,14 @@ type GPUSpec struct {
 	// Model is a free-form model name that corresponds to the supported models
 	// property included on images, and must be an exact match e.g. H100.
 	Model string `json:"model"`
+	// PhysicalCount is the number of physical cards in the flavor.
+	// This is primarily for end users, so it's not confusing.
+	PhysicalCount int `json:"physicalCount"`
+	// LogicalCount is the number of logical GPUs e.g. an AMD MI250 is 2 MI200s.
+	// This is primarily for scheduling e.g. autoscaling.
+	LogicalCount int `json:"logicalCount"`
 	// Memory is the amount of memory each logical GPU has access to.
 	Memory *resource.Quantity `json:"memory"`
-	// Count is the number of logical GPUs in the flavor.
-	Count int `json:"count"`
 }
 
 type RegionOpenstackImageSpec struct {
diff --git a/pkg/handler/handler.go b/pkg/handler/handler.go
index 9a19c71..7ef42b9 100644
--- a/pkg/handler/handler.go
+++ b/pkg/handler/handler.go
@@ -34,7 +34,6 @@ import (
 	"github.com/unikorn-cloud/core/pkg/server/conversion"
 	"github.com/unikorn-cloud/core/pkg/server/errors"
 	"github.com/unikorn-cloud/core/pkg/server/util"
-	coreutil "github.com/unikorn-cloud/core/pkg/util"
 	identityclient "github.com/unikorn-cloud/identity/pkg/client"
 	"github.com/unikorn-cloud/identity/pkg/middleware/authorization"
 	identityapi "github.com/unikorn-cloud/identity/pkg/openapi"
@@ -47,6 +46,7 @@ import (
 
 	kerrors "k8s.io/apimachinery/pkg/api/errors"
 	"k8s.io/apimachinery/pkg/labels"
+	"k8s.io/utils/ptr"
 
 	"sigs.k8s.io/controller-runtime/pkg/client"
 	"sigs.k8s.io/controller-runtime/pkg/controller/controllerutil"
@@ -156,15 +156,16 @@ func convertFlavor(in providers.Flavor) openapi.Flavor {
 	}
 
 	if in.Baremetal {
-		out.Spec.Baremetal = coreutil.ToPointer(true)
+		out.Spec.Baremetal = ptr.To(true)
 	}
 
 	if in.GPU != nil {
 		out.Spec.Gpu = &openapi.GpuSpec{
-			Vendor: convertGpuVendor(in.GPU.Vendor),
-			Model:  in.GPU.Model,
-			Memory: int(in.GPU.Memory.Value()) >> 30,
-			Count:  in.GPU.Count,
+			Vendor:        convertGpuVendor(in.GPU.Vendor),
+			Model:         in.GPU.Model,
+			Memory:        int(in.GPU.Memory.Value()) >> 30,
+			PhysicalCount: in.GPU.PhysicalCount,
+			LogicalCount:  in.GPU.LogicalCount,
 		}
 	}
 
@@ -240,7 +241,7 @@ func convertImage(in providers.Image) openapi.Image {
 	}
 
 	if in.KubernetesVersion != "" {
-		out.Spec.SoftwareVersions.Kubernetes = coreutil.ToPointer(in.KubernetesVersion)
+		out.Spec.SoftwareVersions.Kubernetes = ptr.To(in.KubernetesVersion)
 	}
 
 	if in.GPU != nil {
diff --git a/pkg/openapi/schema.go b/pkg/openapi/schema.go
index 7525377..587ca40 100644
--- a/pkg/openapi/schema.go
+++ b/pkg/openapi/schema.go
@@ -19,110 +19,111 @@ import (
 // Base64 encoded, gzipped, json marshaled Swagger object
 var swaggerSpec = []string{
 
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-	"wZcISrLibNLW0+7EIvE6B+ccnBcO77yApRmjQKXwFndehjlOQQLXv0gIVBK5vfrhuniuHocgAk4ySRj1",
-	"Ft7bGFDR0P4REeB9r+cR9T7DMvZ6HsUpeIvakF7P4/DPnHAIvYXkOfQ8EcSQYjXFnzhE3sL7X2fV8s7M",
-	"W3F2k6+AU5AgXuIUqpXd3/c8xteYkn9htba9q76kqN4WXf3QseDmiHsXLbeZ6iEkJ3Stl5PFW0ECnLwE",
-	"ecv4zUE8Fu0RNR0O47M1wxdBa8bZ7xDIw+s37ZBaXNeCi6G+yEI5rA/tvFqnaXYYu8VwX2Ct92ZIEPJ7",
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-	"qFEs9KG38ILz6ewCRqEfzfHKn0zHoT/HY+xPh+PzaXR+MRnNVl7Pk3gtvMVvd8XQQZILCdwnodfzNjjJ",
-	"1cP5eDacDEaBH83nF/5kHgQ+Xo2G/ny1ms9xFEQhXHj3HxSGjkNyAcDfOZFgULuLAItqFDGOMC3lVb+1",
-	"sW2m/WM3o5jctxKgtSkh1aQkgG+0lP7Nu+jr/3kfFJ9CRD55C284H/WHs4v+oD84G02+2s7soPLYDWrJ",
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+	"TjrUdmvjfy5z/sdnDliEnd0VH7++L0spd7uDL5OE3Yqq7DtaeK3KzQtPk3ZBMtZ8toasYtW0t6B/17X7",
+	"nl1ev9JkXFbpaxWCVrwESewjIlHIcSYQyyUKFhRr/RnlIscJChCJTda+LqzOqC3/ktPIR7cchzcl51EF",
+	"kTbSdcApF+gWkJAkSXQtOAWU0TWLzxIZpsIJEpTdxgm+OWQ9F1mrzprWpzLFa7tLP+7u0SnM0vmB2qdo",
+	"6DejCbY/cf+Z3N1ZgviZPctsFeoyoLtP1mt7rTwF7dDV3dlaLjRYy0qdi6XceARG+MmCcwr9736u+Csq",
+	"gU/keyT5dpXiKqjXFP06gXjrFbyOod3HkOJXBpiTgv7ND04+ke4fQ7r39/8TAAD///f7c51EhwAA",
 }
 
 // GetSwagger returns the content of the embedded swagger specification file
diff --git a/pkg/openapi/server.spec.yaml b/pkg/openapi/server.spec.yaml
index b7e4357..8a52fa4 100644
--- a/pkg/openapi/server.spec.yaml
+++ b/pkg/openapi/server.spec.yaml
@@ -482,7 +482,8 @@ components:
       - vendor
       - model
       - memory
-      - count
+      - physicalCount
+      - logicalCount
       properties:
         vendor:
           $ref: '#/components/schemas/gpuVendor'
@@ -492,8 +493,11 @@ components:
         memory:
           description: GPU memory in GiB.
           type: integer
-        count:
-          description: The number of GPUs available.
+        physicalCount:
+          description: The physical number of GPUs (cards) available.
+          type: integer
+        logicalCount:
+          description: The logical number of GPUs available as seen in the OS.
           type: integer
     flavorSpec:
       description: A flavor.
@@ -861,10 +865,11 @@ components:
               disk: 20
               memory: 32
               gpu:
-                vendor: NVIDIA
-                model: H100
-                memory: 192
-                count: 1
+                vendor: AMD
+                model: Instinct MI250
+                memory: 64
+                physicalCount: 1
+                logicalCount: 2
     identityResponse:
       description: An identity response.
       content:
diff --git a/pkg/openapi/types.go b/pkg/openapi/types.go
index 3581c31..6f7cbc7 100644
--- a/pkg/openapi/types.go
+++ b/pkg/openapi/types.go
@@ -96,8 +96,8 @@ type GpuModelList = []GpuModel
 
 // GpuSpec GPU specification.
 type GpuSpec struct {
-	// Count The number of GPUs available.
-	Count int `json:"count"`
+	// LogicalCount The logical number of GPUs available as seen in the OS.
+	LogicalCount int `json:"logicalCount"`
 
 	// Memory GPU memory in GiB.
 	Memory int `json:"memory"`
@@ -105,6 +105,9 @@ type GpuSpec struct {
 	// Model A GPU model.
 	Model string `json:"model"`
 
+	// PhysicalCount The physical number of GPUs (cards) available.
+	PhysicalCount int `json:"physicalCount"`
+
 	// Vendor The GPU vendor.
 	Vendor GpuVendor `json:"vendor"`
 }
diff --git a/pkg/providers/helpers.go b/pkg/providers/helpers.go
index cec1354..7c12cec 100644
--- a/pkg/providers/helpers.go
+++ b/pkg/providers/helpers.go
@@ -26,7 +26,7 @@ import (
 
 func (f Flavor) GPUCount() int {
 	if f.GPU != nil {
-		return f.GPU.Count
+		return f.GPU.LogicalCount
 	}
 
 	return 0
diff --git a/pkg/providers/openstack/blockstorage.go b/pkg/providers/openstack/blockstorage.go
index a10342b..63c2735 100644
--- a/pkg/providers/openstack/blockstorage.go
+++ b/pkg/providers/openstack/blockstorage.go
@@ -27,8 +27,9 @@ import (
 	"go.opentelemetry.io/otel"
 	"go.opentelemetry.io/otel/trace"
 
-	"github.com/unikorn-cloud/core/pkg/util"
 	"github.com/unikorn-cloud/region/pkg/constants"
+
+	"k8s.io/utils/ptr"
 )
 
 // BlockStorageClient wraps the generic client because gophercloud is unsafe.
@@ -94,8 +95,8 @@ func (c *BlockStorageClient) UpdateQuotas(ctx context.Context, projectID string)
 	defer span.End()
 
 	opts := &quotasets.UpdateOpts{
-		Volumes:   util.ToPointer(-1),
-		Gigabytes: util.ToPointer(-1),
+		Volumes:   ptr.To(-1),
+		Gigabytes: ptr.To(-1),
 	}
 
 	return quotasets.Update(ctx, c.client, projectID, opts).Err
diff --git a/pkg/providers/openstack/compute.go b/pkg/providers/openstack/compute.go
index 073aebb..59cebd6 100644
--- a/pkg/providers/openstack/compute.go
+++ b/pkg/providers/openstack/compute.go
@@ -33,10 +33,11 @@ import (
 	"go.opentelemetry.io/otel"
 	"go.opentelemetry.io/otel/trace"
 
-	"github.com/unikorn-cloud/core/pkg/util"
 	"github.com/unikorn-cloud/core/pkg/util/cache"
 	unikornv1 "github.com/unikorn-cloud/region/pkg/apis/unikorn/v1alpha1"
 	"github.com/unikorn-cloud/region/pkg/constants"
+
+	"k8s.io/utils/ptr"
 )
 
 // ComputeClient wraps the generic client because gophercloud is unsafe.
@@ -267,9 +268,9 @@ func (c *ComputeClient) UpdateQuotas(ctx context.Context, projectID string) erro
 
 	opts := &quotasets.UpdateOpts{
 		// TODO: instances, cores and ram need to be driven by client input.
-		Instances: util.ToPointer(-1),
-		Cores:     util.ToPointer(-1),
-		RAM:       util.ToPointer(-1),
+		Instances: ptr.To(-1),
+		Cores:     ptr.To(-1),
+		RAM:       ptr.To(-1),
 	}
 
 	return quotasets.Update(ctx, c.client, projectID, opts).Err
diff --git a/pkg/providers/openstack/provider.go b/pkg/providers/openstack/provider.go
index b3e8ed4..20aca23 100644
--- a/pkg/providers/openstack/provider.go
+++ b/pkg/providers/openstack/provider.go
@@ -320,10 +320,11 @@ func (p *Provider) Flavors(ctx context.Context) (providers.FlavorList, error) {
 					f.GPU = &providers.GPU{
 						// TODO: while these align, you should really put a
 						// proper conversion in here.
-						Vendor: providers.GPUVendor(metadata.GPU.Vendor),
-						Model:  metadata.GPU.Model,
-						Memory: metadata.GPU.Memory,
-						Count:  metadata.GPU.Count,
+						Vendor:        providers.GPUVendor(metadata.GPU.Vendor),
+						Model:         metadata.GPU.Model,
+						Memory:        metadata.GPU.Memory,
+						PhysicalCount: metadata.GPU.PhysicalCount,
+						LogicalCount:  metadata.GPU.LogicalCount,
 					}
 				}
 			}
diff --git a/pkg/providers/types.go b/pkg/providers/types.go
index fd8e31f..cb0b95a 100644
--- a/pkg/providers/types.go
+++ b/pkg/providers/types.go
@@ -59,8 +59,12 @@ type GPU struct {
 	Model string
 	// Memory is the amount of memory each GPU has.
 	Memory *resource.Quantity
-	// Count is the number of GPUs in the flavor.
-	Count int
+	// PhysicalCount is the number of physical cards in the flavor.
+	// This is primarily for end users, so it's not confusing.
+	PhysicalCount int
+	// LogicalCount is the number of logical GPUs e.g. an AMD MI250 is 2 MI200s.
+	// This is primarily for scheduling e.g. autoscaling.
+	LogicalCount int
 }
 
 // FlavorList allows us to attach sort functions and the like.