Repository: numaproj/numaflow
Pull request #15 (2022-05-26 21:53:26)

feat: expose min/max replicas
Only honors the min replicas, auto-scaling is not there yet.


Patch:
diff --git a/README.md b/README.md
index 7a0a325a..54534b9c 100644
--- a/README.md
+++ b/README.md
@@ -18,14 +18,7 @@ NumaFlow targets to achieve `Exactly-Once` semantics, which means from the data
 - Install and up and running in < 1 min (minimal setup)
 - Cheaper than Flink, Samza, etc. when TPS is < 10K TPS
 
-## Quick Start
-
-Check [QUICK START](docs/QUICK_START.md) to try it out.
-
-## Development
-
-Refer to [DEVELOPMENT](docs/DEVELOPMENT.md) to set up development environment.
-
-## Contributing
-
-Refer to [CONTRIBUTING](CONTRIBUTING.md) document.
+## Resources
+- Check out [QUICK START](docs/QUICK_START.md) to try it out.
+- Take a look at [DEVELOPMENT](docs/DEVELOPMENT.md) to set up development environment.
+- Refer to [CONTRIBUTING](CONTRIBUTING.md) to contribute to the project.
diff --git a/config/base/crds/numaflow.numaproj.io_pipelines.yaml b/config/base/crds/numaflow.numaproj.io_pipelines.yaml
index 795ca955..c14aeadd 100644
--- a/config/base/crds/numaflow.numaproj.io_pipelines.yaml
+++ b/config/base/crds/numaflow.numaproj.io_pipelines.yaml
@@ -1437,6 +1437,19 @@ spec:
                         If not specified, the pod priority will be default or zero
                         if there is no default. More info: https://kubernetes.io/docs/concepts/configuration/pod-priority-preemption/'
                       type: string
+                    scale:
+                      properties:
+                        max:
+                          default: 1
+                          description: Maximum replicas
+                          format: int32
+                          type: integer
+                        min:
+                          default: 1
+                          description: Minimal replicas
+                          format: int32
+                          type: integer
+                      type: object
                     securityContext:
                       description: 'SecurityContext holds pod-level security attributes
                         and common container settings. Optional: Defaults to empty.  See
diff --git a/config/base/crds/numaflow.numaproj.io_vertices.yaml b/config/base/crds/numaflow.numaproj.io_vertices.yaml
index e7c78239..7da3d67d 100644
--- a/config/base/crds/numaflow.numaproj.io_vertices.yaml
+++ b/config/base/crds/numaflow.numaproj.io_vertices.yaml
@@ -1290,6 +1290,19 @@ spec:
                 default: 1
                 format: int32
                 type: integer
+              scale:
+                properties:
+                  max:
+                    default: 1
+                    description: Maximum replicas
+                    format: int32
+                    type: integer
+                  min:
+                    default: 1
+                    description: Minimal replicas
+                    format: int32
+                    type: integer
+                type: object
               securityContext:
                 description: 'SecurityContext holds pod-level security attributes
                   and common container settings. Optional: Defaults to empty.  See
diff --git a/config/install.yaml b/config/install.yaml
index fcadf0db..192c2a4a 100644
--- a/config/install.yaml
+++ b/config/install.yaml
@@ -6159,6 +6159,19 @@ spec:
                         If not specified, the pod priority will be default or zero
                         if there is no default. More info: https://kubernetes.io/docs/concepts/configuration/pod-priority-preemption/'
                       type: string
+                    scale:
+                      properties:
+                        max:
+                          default: 1
+                          description: Maximum replicas
+                          format: int32
+                          type: integer
+                        min:
+                          default: 1
+                          description: Minimal replicas
+                          format: int32
+                          type: integer
+                      type: object
                     securityContext:
                       description: 'SecurityContext holds pod-level security attributes
                         and common container settings. Optional: Defaults to empty.  See
@@ -10015,6 +10028,19 @@ spec:
                 default: 1
                 format: int32
                 type: integer
+              scale:
+                properties:
+                  max:
+                    default: 1
+                    description: Maximum replicas
+                    format: int32
+                    type: integer
+                  min:
+                    default: 1
+                    description: Minimal replicas
+                    format: int32
+                    type: integer
+                type: object
               securityContext:
                 description: 'SecurityContext holds pod-level security attributes
                   and common container settings. Optional: Defaults to empty.  See
diff --git a/controllers/pipeline/controller.go b/controllers/pipeline/controller.go
index eae68016..ffc816a0 100644
--- a/controllers/pipeline/controller.go
+++ b/controllers/pipeline/controller.go
@@ -395,10 +395,6 @@ func needsUpdate(old, new *dfv1.Pipeline) bool {
 }
 
 func buildVertices(pl *dfv1.Pipeline) map[string]dfv1.Vertex {
-	defaultReplicas := int32(1)
-	if pl.Status.Phase == dfv1.PipelinePhasePaused {
-		defaultReplicas = int32(0)
-	}
 	result := make(map[string]dfv1.Vertex)
 	for _, v := range pl.Spec.Vertices {
 		vertexFullName := pl.Name + "-" + v.Name
@@ -419,13 +415,25 @@ func buildVertices(pl *dfv1.Pipeline) map[string]dfv1.Vertex {
 		}
 		vCopy := v.DeepCopy()
 		copyLimits(pl, vCopy)
+		replicas := int32(1)
+		if pl.Status.Phase == dfv1.PipelinePhasePaused {
+			replicas = int32(0)
+		} else {
+			x := vCopy.Scale
+			if x.Min != nil && *x.Min > 1 && replicas < *x.Min {
+				replicas = *x.Min
+			}
+			if x.Max != nil && *x.Max > 1 && replicas > *x.Max {
+				replicas = *x.Max
+			}
+		}
 		spec := dfv1.VertexSpec{
 			AbstractVertex:             *vCopy,
 			PipelineName:               pl.Name,
 			InterStepBufferServiceName: pl.Spec.InterStepBufferServiceName,
-			Replicas:                   &defaultReplicas,
 			FromVertices:               fromVertexNames,
 			ToVertices:                 toVertices,
+			Replicas:                   &replicas,
 		}
 		hash := sharedutil.MustHash(spec.WithOutReplicas())
 		obj := dfv1.Vertex{
diff --git a/controllers/pipeline/validate.go b/controllers/pipeline/validate.go
index bfc534e5..d325531f 100644
--- a/controllers/pipeline/validate.go
+++ b/controllers/pipeline/validate.go
@@ -109,5 +109,28 @@ func ValidatePipeline(pl *dfv1.Pipeline) error {
 		}
 		toInEdges[e.To] = true
 	}
+
+	for _, v := range pl.Spec.Vertices {
+		if err := validateVertex(v); err != nil {
+			return err
+		}
+	}
+	return nil
+}
+
+func validateVertex(v dfv1.AbstractVertex) error {
+	min, max := int32(1), int32(1)
+	if v.Scale.Min != nil {
+		min = *v.Scale.Min
+	}
+	if v.Scale.Max != nil {
+		max = *v.Scale.Max
+	}
+	if min < 1 {
+		return fmt.Errorf("vertex %q: min number of replicas should be greater than 0", v.Name) // Do not support scale to 0 now.
+	}
+	if min > max {
+		return fmt.Errorf("vertex %q: max number of replicas should be greater than or equal to min", v.Name)
+	}
 	return nil
 }
diff --git a/docs/APIs.md b/docs/APIs.md
index b29c8e60..4a494c86 100644
--- a/docs/APIs.md
+++ b/docs/APIs.md
@@ -232,6 +232,15 @@ vertices of a pipleine, will override pipeline level settings
 </p>
 </td>
 </tr>
+<tr>
+<td>
+<code>scale</code></br> <em>
+<a href="#numaflow.numaproj.io/v1alpha1.Scale"> Scale </a> </em>
+</td>
+<td>
+<em>(Optional)</em>
+</td>
+</tr>
 </tbody>
 </table>
 <h3 id="numaflow.numaproj.io/v1alpha1.Authorization">
@@ -2829,6 +2838,51 @@ config
 </tr>
 </tbody>
 </table>
+<h3 id="numaflow.numaproj.io/v1alpha1.Scale">
+Scale
+</h3>
+<p>
+(<em>Appears on:</em>
+<a href="#numaflow.numaproj.io/v1alpha1.AbstractVertex">AbstractVertex</a>)
+</p>
+<p>
+</p>
+<table>
+<thead>
+<tr>
+<th>
+Field
+</th>
+<th>
+Description
+</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>
+<code>min</code></br> <em> int32 </em>
+</td>
+<td>
+<em>(Optional)</em>
+<p>
+Minimal replicas
+</p>
+</td>
+</tr>
+<tr>
+<td>
+<code>max</code></br> <em> int32 </em>
+</td>
+<td>
+<em>(Optional)</em>
+<p>
+Maximum replicas
+</p>
+</td>
+</tr>
+</tbody>
+</table>
 <h3 id="numaflow.numaproj.io/v1alpha1.Sink">
 Sink
 </h3>
diff --git a/docs/AUTO_SCALING.md b/docs/AUTO_SCALING.md
new file mode 100644
index 00000000..a9405604
--- /dev/null
+++ b/docs/AUTO_SCALING.md
@@ -0,0 +1,15 @@
+# Auto Scaling
+
+Vertex auto scaling can be done by using `scale` as following example:
+
+```yaml
+spec:
+  vertices:
+    - name: my-vertex
+      scale:
+        min: 2 # Minimal replicas
+        max: 8 # Maximum replicas
+      udf:
+        container:
+          image: my-python-udf-example:latest
+```
diff --git a/docs/sinks/KAFKA.md b/docs/sinks/KAFKA.md
new file mode 100644
index 00000000..69951d2d
--- /dev/null
+++ b/docs/sinks/KAFKA.md
@@ -0,0 +1,1 @@
+# Kafka Sink
diff --git a/docs/sinks/LOG.md b/docs/sinks/LOG.md
new file mode 100644
index 00000000..e330c71d
--- /dev/null
+++ b/docs/sinks/LOG.md
@@ -0,0 +1,1 @@
+# Log Sink
diff --git a/examples/5-auto-scaling.yaml b/examples/5-auto-scaling.yaml
new file mode 100644
index 00000000..8158976d
--- /dev/null
+++ b/examples/5-auto-scaling.yaml
@@ -0,0 +1,31 @@
+apiVersion: numaflow.numaproj.io/v1alpha1
+kind: Pipeline
+metadata:
+  name: auto-scaling-pipeline
+spec:
+  vertices:
+    - name: input
+      source:
+        # A self data generating source
+        generator:
+          rpu: 50
+          duration: 1s
+    - name: cat
+      scale:
+        min: 2 # Minimal replicas
+        max: 4 # Maximum replicas
+      udf:
+        builtin:
+          name: cat # A builtin UDF which simply cats the message
+    - name: output
+      scale:
+        min: 3 # Minimal replicas
+        max: 5 # Maximum replicas
+      sink:
+        # A simple log printing sink
+        log: {}
+  edges:
+    - from: input
+      to: cat
+    - from: cat
+      to: output
diff --git a/pkg/apis/numaflow/v1alpha1/generated.pb.go b/pkg/apis/numaflow/v1alpha1/generated.pb.go
index 288d4f5d..294d2f09 100644
--- a/pkg/apis/numaflow/v1alpha1/generated.pb.go
+++ b/pkg/apis/numaflow/v1alpha1/generated.pb.go
@@ -1112,10 +1112,38 @@ func (m *RedisSettings) XXX_DiscardUnknown() {
 
 var xxx_messageInfo_RedisSettings proto.InternalMessageInfo
 
+func (m *Scale) Reset()      { *m = Scale{} }
+func (*Scale) ProtoMessage() {}
+func (*Scale) Descriptor() ([]byte, []int) {
+	return fileDescriptor_9d0d1b17d3865563, []int{38}
+}
+func (m *Scale) XXX_Unmarshal(b []byte) error {
+	return m.Unmarshal(b)
+}
+func (m *Scale) XXX_Marshal(b []byte, deterministic bool) ([]byte, error) {
+	b = b[:cap(b)]
+	n, err := m.MarshalToSizedBuffer(b)
+	if err != nil {
+		return nil, err
+	}
+	return b[:n], nil
+}
+func (m *Scale) XXX_Merge(src proto.Message) {
+	xxx_messageInfo_Scale.Merge(m, src)
+}
+func (m *Scale) XXX_Size() int {
+	return m.Size()
+}
+func (m *Scale) XXX_DiscardUnknown() {
+	xxx_messageInfo_Scale.DiscardUnknown(m)
+}
+
+var xxx_messageInfo_Scale proto.InternalMessageInfo
+
 func (m *Sink) Reset()      { *m = Sink{} }
 func (*Sink) ProtoMessage() {}
 func (*Sink) Descriptor() ([]byte, []int) {
-	return fileDescriptor_9d0d1b17d3865563, []int{38}
+	return fileDescriptor_9d0d1b17d3865563, []int{39}
 }
 func (m *Sink) XXX_Unmarshal(b []byte) error {
 	return m.Unmarshal(b)
@@ -1143,7 +1171,7 @@ var xxx_messageInfo_Sink proto.InternalMessageInfo
 func (m *Source) Reset()      { *m = Source{} }
 func (*Source) ProtoMessage() {}
 func (*Source) Descriptor() ([]byte, []int) {
-	return fileDescriptor_9d0d1b17d3865563, []int{39}
+	return fileDescriptor_9d0d1b17d3865563, []int{40}
 }
 func (m *Source) XXX_Unmarshal(b []byte) error {
 	return m.Unmarshal(b)
@@ -1171,7 +1199,7 @@ var xxx_messageInfo_Source proto.InternalMessageInfo
 func (m *Status) Reset()      { *m = Status{} }
 func (*Status) ProtoMessage() {}
 func (*Status) Descriptor() ([]byte, []int) {
-	return fileDescriptor_9d0d1b17d3865563, []int{40}
+	return fileDescriptor_9d0d1b17d3865563, []int{41}
 }
 func (m *Status) XXX_Unmarshal(b []byte) error {
 	return m.Unmarshal(b)
@@ -1199,7 +1227,7 @@ var xxx_messageInfo_Status proto.InternalMessageInfo
 func (m *TLS) Reset()      { *m = TLS{} }
 func (*TLS) ProtoMessage() {}
 func (*TLS) Descriptor() ([]byte, []int) {
-	return fileDescriptor_9d0d1b17d3865563, []int{41}
+	return fileDescriptor_9d0d1b17d3865563, []int{42}
 }
 func (m *TLS) XXX_Unmarshal(b []byte) error {
 	return m.Unmarshal(b)
@@ -1227,7 +1255,7 @@ var xxx_messageInfo_TLS proto.InternalMessageInfo
 func (m *ToVertex) Reset()      { *m = ToVertex{} }
 func (*ToVertex) ProtoMessage() {}
 func (*ToVertex) Descriptor() ([]byte, []int) {
-	return fileDescriptor_9d0d1b17d3865563, []int{42}
+	return fileDescriptor_9d0d1b17d3865563, []int{43}
 }
 func (m *ToVertex) XXX_Unmarshal(b []byte) error {
 	return m.Unmarshal(b)
@@ -1255,7 +1283,7 @@ var xxx_messageInfo_ToVertex proto.InternalMessageInfo
 func (m *UDF) Reset()      { *m = UDF{} }
 func (*UDF) ProtoMessage() {}
 func (*UDF) Descriptor() ([]byte, []int) {
-	return fileDescriptor_9d0d1b17d3865563, []int{43}
+	return fileDescriptor_9d0d1b17d3865563, []int{44}
 }
 func (m *UDF) XXX_Unmarshal(b []byte) error {
 	return m.Unmarshal(b)
@@ -1283,7 +1311,7 @@ var xxx_messageInfo_UDF proto.InternalMessageInfo
 func (m *UDSink) Reset()      { *m = UDSink{} }
 func (*UDSink) ProtoMessage() {}
 func (*UDSink) Descriptor() ([]byte, []int) {
-	return fileDescriptor_9d0d1b17d3865563, []int{44}
+	return fileDescriptor_9d0d1b17d3865563, []int{45}
 }
 func (m *UDSink) XXX_Unmarshal(b []byte) error {
 	return m.Unmarshal(b)
@@ -1311,7 +1339,7 @@ var xxx_messageInfo_UDSink proto.InternalMessageInfo
 func (m *Vertex) Reset()      { *m = Vertex{} }
 func (*Vertex) ProtoMessage() {}
 func (*Vertex) Descriptor() ([]byte, []int) {
-	return fileDescriptor_9d0d1b17d3865563, []int{45}
+	return fileDescriptor_9d0d1b17d3865563, []int{46}
 }
 func (m *Vertex) XXX_Unmarshal(b []byte) error {
 	return m.Unmarshal(b)
@@ -1339,7 +1367,7 @@ var xxx_messageInfo_Vertex proto.InternalMessageInfo
 func (m *VertexLimits) Reset()      { *m = VertexLimits{} }
 func (*VertexLimits) ProtoMessage() {}
 func (*VertexLimits) Descriptor() ([]byte, []int) {
-	return fileDescriptor_9d0d1b17d3865563, []int{46}
+	return fileDescriptor_9d0d1b17d3865563, []int{47}
 }
 func (m *VertexLimits) XXX_Unmarshal(b []byte) error {
 	return m.Unmarshal(b)
@@ -1367,7 +1395,7 @@ var xxx_messageInfo_VertexLimits proto.InternalMessageInfo
 func (m *VertexList) Reset()      { *m = VertexList{} }
 func (*VertexList) ProtoMessage() {}
 func (*VertexList) Descriptor() ([]byte, []int) {
-	return fileDescriptor_9d0d1b17d3865563, []int{47}
+	return fileDescriptor_9d0d1b17d3865563, []int{48}
 }
 func (m *VertexList) XXX_Unmarshal(b []byte) error {
 	return m.Unmarshal(b)
@@ -1395,7 +1423,7 @@ var xxx_messageInfo_VertexList proto.InternalMessageInfo
 func (m *VertexSpec) Reset()      { *m = VertexSpec{} }
 func (*VertexSpec) ProtoMessage() {}
 func (*VertexSpec) Descriptor() ([]byte, []int) {
-	return fileDescriptor_9d0d1b17d3865563, []int{48}
+	return fileDescriptor_9d0d1b17d3865563, []int{49}
 }
 func (m *VertexSpec) XXX_Unmarshal(b []byte) error {
 	return m.Unmarshal(b)
@@ -1423,7 +1451,7 @@ var xxx_messageInfo_VertexSpec proto.InternalMessageInfo
 func (m *VertexStatus) Reset()      { *m = VertexStatus{} }
 func (*VertexStatus) ProtoMessage() {}
 func (*VertexStatus) Descriptor() ([]byte, []int) {
-	return fileDescriptor_9d0d1b17d3865563, []int{49}
+	return fileDescriptor_9d0d1b17d3865563, []int{50}
 }
 func (m *VertexStatus) XXX_Unmarshal(b []byte) error {
 	return m.Unmarshal(b)
@@ -1451,7 +1479,7 @@ var xxx_messageInfo_VertexStatus proto.InternalMessageInfo
 func (m *Watermark) Reset()      { *m = Watermark{} }
 func (*Watermark) ProtoMessage() {}
 func (*Watermark) Descriptor() ([]byte, []int) {
-	return fileDescriptor_9d0d1b17d3865563, []int{50}
+	return fileDescriptor_9d0d1b17d3865563, []int{51}
 }
 func (m *Watermark) XXX_Unmarshal(b []byte) error {
 	return m.Unmarshal(b)
@@ -1525,6 +1553,7 @@ func init() {
 	proto.RegisterType((*RedisBuferService)(nil), "github.com.numaproj.numaflow.pkg.apis.numaflow.v1alpha1.RedisBuferService")
 	proto.RegisterType((*RedisConfig)(nil), "github.com.numaproj.numaflow.pkg.apis.numaflow.v1alpha1.RedisConfig")
 	proto.RegisterType((*RedisSettings)(nil), "github.com.numaproj.numaflow.pkg.apis.numaflow.v1alpha1.RedisSettings")
+	proto.RegisterType((*Scale)(nil), "github.com.numaproj.numaflow.pkg.apis.numaflow.v1alpha1.Scale")
 	proto.RegisterType((*Sink)(nil), "github.com.numaproj.numaflow.pkg.apis.numaflow.v1alpha1.Sink")
 	proto.RegisterType((*Source)(nil), "github.com.numaproj.numaflow.pkg.apis.numaflow.v1alpha1.Source")
 	proto.RegisterType((*Status)(nil), "github.com.numaproj.numaflow.pkg.apis.numaflow.v1alpha1.Status")
@@ -1545,281 +1574,285 @@ func init() {
 }
 
 var fileDescriptor_9d0d1b17d3865563 = []byte{
-	// 4382 bytes of a gzipped FileDescriptorProto
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+	0x7b, 0x77, 0xc1, 0xb6, 0xb5, 0xed, 0x13, 0x70, 0xc8, 0x53, 0xab, 0x7e, 0xf2, 0xd9, 0xc2, 0xa5,
+	0x4f, 0x3f, 0x5b, 0xb8, 0xf4, 0x83, 0xcf, 0x16, 0x2e, 0xfd, 0xde, 0xf1, 0x82, 0xf1, 0xc9, 0xf1,
+	0x82, 0xf1, 0xe9, 0xf1, 0x82, 0xf1, 0x83, 0xe3, 0x05, 0xe3, 0x47, 0xc7, 0x0b, 0xc6, 0xb7, 0xff,
+	0x6d, 0xe1, 0xd2, 0x6f, 0x16, 0xfc, 0x01, 0xff, 0xbf, 0x00, 0x00, 0x00, 0xff, 0xff, 0x48, 0xdb,
+	0x7a, 0x94, 0x9d, 0x4f, 0x00, 0x00,
 }
 
 func (m *AbstractVertex) Marshal() (dAtA []byte, err error) {
@@ -1842,6 +1875,18 @@ func (m *AbstractVertex) MarshalToSizedBuffer(dAtA []byte) (int, error) {
 	_ = i
 	var l int
 	_ = l
+	{
+		size, err := m.Scale.MarshalToSizedBuffer(dAtA[:i])
+		if err != nil {
+			return 0, err
+		}
+		i -= size
+		i = encodeVarintGenerated(dAtA, i, uint64(size))
+	}
+	i--
+	dAtA[i] = 0x1
+	i--
+	dAtA[i] = 0x92
 	if m.Limits != nil {
 		{
 			size, err := m.Limits.MarshalToSizedBuffer(dAtA[:i])
@@ -4385,6 +4430,39 @@ func (m *RedisSettings) MarshalToSizedBuffer(dAtA []byte) (int, error) {
 	return len(dAtA) - i, nil
 }
 
+func (m *Scale) Marshal() (dAtA []byte, err error) {
+	size := m.Size()
+	dAtA = make([]byte, size)
+	n, err := m.MarshalToSizedBuffer(dAtA[:size])
+	if err != nil {
+		return nil, err
+	}
+	return dAtA[:n], nil
+}
+
+func (m *Scale) MarshalTo(dAtA []byte) (int, error) {
+	size := m.Size()
+	return m.MarshalToSizedBuffer(dAtA[:size])
+}
+
+func (m *Scale) MarshalToSizedBuffer(dAtA []byte) (int, error) {
+	i := len(dAtA)
+	_ = i
+	var l int
+	_ = l
+	if m.Max != nil {
+		i = encodeVarintGenerated(dAtA, i, uint64(*m.Max))
+		i--
+		dAtA[i] = 0x10
+	}
+	if m.Min != nil {
+		i = encodeVarintGenerated(dAtA, i, uint64(*m.Min))
+		i--
+		dAtA[i] = 0x8
+	}
+	return len(dAtA) - i, nil
+}
+
 func (m *Sink) Marshal() (dAtA []byte, err error) {
 	size := m.Size()
 	dAtA = make([]byte, size)
@@ -5112,6 +5190,8 @@ func (m *AbstractVertex) Size() (n int) {
 		l = m.Limits.Size()
 		n += 2 + l + sovGenerated(uint64(l))
 	}
+	l = m.Scale.Size()
+	n += 2 + l + sovGenerated(uint64(l))
 	return n
 }
 
@@ -5992,6 +6072,21 @@ func (m *RedisSettings) Size() (n int) {
 	return n
 }
 
+func (m *Scale) Size() (n int) {
+	if m == nil {
+		return 0
+	}
+	var l int
+	_ = l
+	if m.Min != nil {
+		n += 1 + sovGenerated(uint64(*m.Min))
+	}
+	if m.Max != nil {
+		n += 1 + sovGenerated(uint64(*m.Max))
+	}
+	return n
+}
+
 func (m *Sink) Size() (n int) {
 	if m == nil {
 		return 0
@@ -6279,6 +6374,7 @@ func (this *AbstractVertex) String() string {
 		`ServiceAccountName:` + fmt.Sprintf("%v", this.ServiceAccountName) + `,`,
 		`Volumes:` + repeatedStringForVolumes + `,`,
 		`Limits:` + strings.Replace(this.Limits.String(), "VertexLimits", "VertexLimits", 1) + `,`,
+		`Scale:` + strings.Replace(strings.Replace(this.Scale.String(), "Scale", "Scale", 1), `&`, ``, 1) + `,`,
 		`}`,
 	}, "")
 	return s
@@ -6942,6 +7038,17 @@ func (this *RedisSettings) String() string {
 	}, "")
 	return s
 }
+func (this *Scale) String() string {
+	if this == nil {
+		return "nil"
+	}
+	s := strings.Join([]string{`&Scale{`,
+		`Min:` + valueToStringGenerated(this.Min) + `,`,
+		`Max:` + valueToStringGenerated(this.Max) + `,`,
+		`}`,
+	}, "")
+	return s
+}
 func (this *Sink) String() string {
 	if this == nil {
 		return "nil"
@@ -7782,6 +7889,39 @@ func (m *AbstractVertex) Unmarshal(dAtA []byte) error {
 				return err
 			}
 			iNdEx = postIndex
+		case 18:
+			if wireType != 2 {
+				return fmt.Errorf("proto: wrong wireType = %d for field Scale", wireType)
+			}
+			var msglen int
+			for shift := uint(0); ; shift += 7 {
+				if shift >= 64 {
+					return ErrIntOverflowGenerated
+				}
+				if iNdEx >= l {
+					return io.ErrUnexpectedEOF
+				}
+				b := dAtA[iNdEx]
+				iNdEx++
+				msglen |= int(b&0x7F) << shift
+				if b < 0x80 {
+					break
+				}
+			}
+			if msglen < 0 {
+				return ErrInvalidLengthGenerated
+			}
+			postIndex := iNdEx + msglen
+			if postIndex < 0 {
+				return ErrInvalidLengthGenerated
+			}
+			if postIndex > l {
+				return io.ErrUnexpectedEOF
+			}
+			if err := m.Scale.Unmarshal(dAtA[iNdEx:postIndex]); err != nil {
+				return err
+			}
+			iNdEx = postIndex
 		default:
 			iNdEx = preIndex
 			skippy, err := skipGenerated(dAtA[iNdEx:])
@@ -15791,6 +15931,96 @@ func (m *RedisSettings) Unmarshal(dAtA []byte) error {
 	}
 	return nil
 }
+func (m *Scale) Unmarshal(dAtA []byte) error {
+	l := len(dAtA)
+	iNdEx := 0
+	for iNdEx < l {
+		preIndex := iNdEx
+		var wire uint64
+		for shift := uint(0); ; shift += 7 {
+			if shift >= 64 {
+				return ErrIntOverflowGenerated
+			}
+			if iNdEx >= l {
+				return io.ErrUnexpectedEOF
+			}
+			b := dAtA[iNdEx]
+			iNdEx++
+			wire |= uint64(b&0x7F) << shift
+			if b < 0x80 {
+				break
+			}
+		}
+		fieldNum := int32(wire >> 3)
+		wireType := int(wire & 0x7)
+		if wireType == 4 {
+			return fmt.Errorf("proto: Scale: wiretype end group for non-group")
+		}
+		if fieldNum <= 0 {
+			return fmt.Errorf("proto: Scale: illegal tag %d (wire type %d)", fieldNum, wire)
+		}
+		switch fieldNum {
+		case 1:
+			if wireType != 0 {
+				return fmt.Errorf("proto: wrong wireType = %d for field Min", wireType)
+			}
+			var v int32
+			for shift := uint(0); ; shift += 7 {
+				if shift >= 64 {
+					return ErrIntOverflowGenerated
+				}
+				if iNdEx >= l {
+					return io.ErrUnexpectedEOF
+				}
+				b := dAtA[iNdEx]
+				iNdEx++
+				v |= int32(b&0x7F) << shift
+				if b < 0x80 {
+					break
+				}
+			}
+			m.Min = &v
+		case 2:
+			if wireType != 0 {
+				return fmt.Errorf("proto: wrong wireType = %d for field Max", wireType)
+			}
+			var v int32
+			for shift := uint(0); ; shift += 7 {
+				if shift >= 64 {
+					return ErrIntOverflowGenerated
+				}
+				if iNdEx >= l {
+					return io.ErrUnexpectedEOF
+				}
+				b := dAtA[iNdEx]
+				iNdEx++
+				v |= int32(b&0x7F) << shift
+				if b < 0x80 {
+					break
+				}
+			}
+			m.Max = &v
+		default:
+			iNdEx = preIndex
+			skippy, err := skipGenerated(dAtA[iNdEx:])
+			if err != nil {
+				return err
+			}
+			if (skippy < 0) || (iNdEx+skippy) < 0 {
+				return ErrInvalidLengthGenerated
+			}
+			if (iNdEx + skippy) > l {
+				return io.ErrUnexpectedEOF
+			}
+			iNdEx += skippy
+		}
+	}
+
+	if iNdEx > l {
+		return io.ErrUnexpectedEOF
+	}
+	return nil
+}
 func (m *Sink) Unmarshal(dAtA []byte) error {
 	l := len(dAtA)
 	iNdEx := 0
diff --git a/pkg/apis/numaflow/v1alpha1/generated.proto b/pkg/apis/numaflow/v1alpha1/generated.proto
index 61df2a63..b231557d 100644
--- a/pkg/apis/numaflow/v1alpha1/generated.proto
+++ b/pkg/apis/numaflow/v1alpha1/generated.proto
@@ -107,6 +107,9 @@ message AbstractVertex {
   // Limits define the limitations such as buffer read batch size for all the vertices of a pipleine, will override pipeline level settings
   // +optional
   optional VertexLimits limits = 17;
+
+  // +optional
+  optional Scale scale = 18;
 }
 
 message Authorization {
@@ -776,6 +779,18 @@ message RedisSettings {
   optional string sentinel = 4;
 }
 
+message Scale {
+  // Minimal replicas
+  // +kubebuilder:default=1
+  // +optional
+  optional int32 min = 1;
+
+  // Maximum replicas
+  // +kubebuilder:default=1
+  // +optional
+  optional int32 max = 2;
+}
+
 message Sink {
   optional Log log = 1;
 
diff --git a/pkg/apis/numaflow/v1alpha1/status_types.go b/pkg/apis/numaflow/v1alpha1/status_types.go
index 48988779..2582318e 100644
--- a/pkg/apis/numaflow/v1alpha1/status_types.go
+++ b/pkg/apis/numaflow/v1alpha1/status_types.go
@@ -47,6 +47,7 @@ func (s *Status) InitializeConditions(conditionTypes ...ConditionType) {
 		c := metav1.Condition{
 			Type:   string(t),
 			Status: metav1.ConditionUnknown,
+			Reason: "Unknown",
 		}
 		s.setCondition(c)
 	}
diff --git a/pkg/apis/numaflow/v1alpha1/vertex_types.go b/pkg/apis/numaflow/v1alpha1/vertex_types.go
index c2247192..0c51f0c6 100644
--- a/pkg/apis/numaflow/v1alpha1/vertex_types.go
+++ b/pkg/apis/numaflow/v1alpha1/vertex_types.go
@@ -351,6 +351,19 @@ type AbstractVertex struct {
 	// Limits define the limitations such as buffer read batch size for all the vertices of a pipleine, will override pipeline level settings
 	// +optional
 	Limits *VertexLimits `json:"limits,omitempty" protobuf:"bytes,17,opt,name=limits"`
+	// +optional
+	Scale Scale `json:"scale,omitempty" protobuf:"bytes,18,opt,name=scale"`
+}
+
+type Scale struct {
+	// Minimal replicas
+	// +kubebuilder:default=1
+	// +optional
+	Min *int32 `json:"min,omitempty" protobuf:"varint,1,opt,name=min"`
+	// Maximum replicas
+	// +kubebuilder:default=1
+	// +optional
+	Max *int32 `json:"max,omitempty" protobuf:"varint,2,opt,name=max"`
 }
 
 type VertexLimits struct {
diff --git a/pkg/apis/numaflow/v1alpha1/zz_generated.deepcopy.go b/pkg/apis/numaflow/v1alpha1/zz_generated.deepcopy.go
index 8e5b0635..15272520 100644
--- a/pkg/apis/numaflow/v1alpha1/zz_generated.deepcopy.go
+++ b/pkg/apis/numaflow/v1alpha1/zz_generated.deepcopy.go
@@ -101,6 +101,7 @@ func (in *AbstractVertex) DeepCopyInto(out *AbstractVertex) {
 		*out = new(VertexLimits)
 		(*in).DeepCopyInto(*out)
 	}
+	in.Scale.DeepCopyInto(&out.Scale)
 	return
 }
 
@@ -1188,6 +1189,32 @@ func (in *RedisSettings) DeepCopy() *RedisSettings {
 	return out
 }
 
+// DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
+func (in *Scale) DeepCopyInto(out *Scale) {
+	*out = *in
+	if in.Min != nil {
+		in, out := &in.Min, &out.Min
+		*out = new(int32)
+		**out = **in
+	}
+	if in.Max != nil {
+		in, out := &in.Max, &out.Max
+		*out = new(int32)
+		**out = **in
+	}
+	return
+}
+
+// DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new Scale.
+func (in *Scale) DeepCopy() *Scale {
+	if in == nil {
+		return nil
+	}
+	out := new(Scale)
+	in.DeepCopyInto(out)
+	return out
+}
+
 // DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
 func (in *Sink) DeepCopyInto(out *Sink) {
 	*out = *in


Test patch:
diff --git a/controllers/pipeline/validate_test.go b/controllers/pipeline/validate_test.go
index 93cd1de3..469fd3ca 100644
--- a/controllers/pipeline/validate_test.go
+++ b/controllers/pipeline/validate_test.go
@@ -6,6 +6,7 @@ import (
 	dfv1 "github.com/numaproj/numaflow/pkg/apis/numaflow/v1alpha1"
 	"github.com/stretchr/testify/assert"
 	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
+	"k8s.io/utils/pointer"
 )
 
 var (
@@ -179,3 +180,29 @@ func TestValidatePipeline(t *testing.T) {
 		assert.Contains(t, err.Error(), "invalid edge")
 	})
 }
+
+func TestValidateVertex(t *testing.T) {
+	t.Run("bad min", func(t *testing.T) {
+		v := dfv1.AbstractVertex{
+			Scale: dfv1.Scale{
+				Min: pointer.Int32(0),
+				Max: pointer.Int32(1),
+			},
+		}
+		err := validateVertex(v)
+		assert.Error(t, err)
+		assert.Contains(t, err.Error(), "greater than 0")
+	})
+
+	t.Run("min > max", func(t *testing.T) {
+		v := dfv1.AbstractVertex{
+			Scale: dfv1.Scale{
+				Min: pointer.Int32(2),
+				Max: pointer.Int32(1),
+			},
+		}
+		err := validateVertex(v)
+		assert.Error(t, err)
+		assert.Contains(t, err.Error(), "or equal to")
+	})
+}