From 611897b302d8e50e937a28602310f8d154612808 Mon Sep 17 00:00:00 2001
From: Quentin Faidide <quentin.faidide@gmail.com>
Date: Mon, 8 Apr 2024 22:28:27 +0300
Subject: [PATCH 1/3] feat: add RetryInterval to Pipeline and Vertex limits

Signed-off-by: Quentin Faidide <quentin.faidide@gmail.com>
---
 api/json-schema/schema.json                   |   8 +
 api/openapi-spec/swagger.json                 |   8 +
 .../full/numaflow.numaproj.io_pipelines.yaml  |   5 +
 .../full/numaflow.numaproj.io_vertices.yaml   |  10 +
 config/install.yaml                           |  15 +
 config/namespace-install.yaml                 |  15 +
 docs/APIs.md                                  |  32 +
 go.mod                                        |   1 +
 go.sum                                        |   2 +
 pkg/apis/numaflow/v1alpha1/const.go           |   3 +
 pkg/apis/numaflow/v1alpha1/generated.pb.go    | 961 ++++++++++--------
 pkg/apis/numaflow/v1alpha1/generated.proto    |  12 +
 .../numaflow/v1alpha1/openapi_generated.go    |  12 +
 pkg/apis/numaflow/v1alpha1/pipeline_types.go  |  11 +
 .../numaflow/v1alpha1/pipeline_types_test.go  |   3 +
 pkg/apis/numaflow/v1alpha1/vertex_types.go    |   4 +
 .../v1alpha1/zz_generated.deepcopy.go         |  10 +
 pkg/reconciler/pipeline/controller.go         |   6 +
 pkg/reconciler/pipeline/controller_test.go    |  73 ++
 pkg/sinks/blackhole/blackhole.go              |   3 +
 pkg/sinks/forward/options.go                  |   3 +-
 pkg/sinks/kafka/kafka.go                      |   3 +
 pkg/sinks/logger/log.go                       |   3 +
 pkg/sinks/udsink/sink.go                      |   3 +
 pkg/sources/forward/options.go                |   2 +-
 pkg/sources/generator/tickgen.go              |   3 +
 pkg/sources/http/http.go                      |   3 +
 pkg/sources/kafka/reader.go                   |   3 +
 pkg/sources/nats/nats.go                      |   3 +
 pkg/sources/udsource/user_defined_source.go   |   3 +
 pkg/udf/forward/options.go                    |   2 +-
 .../common/SpecEditor/index.test.tsx          |   1 +
 .../components/pages/Namespace/index.test.tsx |   1 +
 .../NamespaceListingWrapper/PipelinesTypes.ts |   1 +
 .../partials/PipelineCard/index.test.tsx      |   2 +
 .../PipelineSummaryStatus/index.test.tsx      |   1 +
 36 files changed, 801 insertions(+), 430 deletions(-)

diff --git a/api/json-schema/schema.json b/api/json-schema/schema.json
index 9575e20969..67aa8b2141 100644
--- a/api/json-schema/schema.json
+++ b/api/json-schema/schema.json
@@ -19144,6 +19144,10 @@
         "readTimeout": {
           "$ref": "#/definitions/io.k8s.apimachinery.pkg.apis.meta.v1.Duration",
           "description": "Read timeout for all the vertices in the pipeline, can be overridden by the vertex's limit settings"
+        },
+        "retryInterval": {
+          "$ref": "#/definitions/io.k8s.apimachinery.pkg.apis.meta.v1.Duration",
+          "description": "RetryInterval is the wait time before retrying a batch after getting an error from a user defined processor or ISBSVC. A small value similar to the default of 0.001s will use more CPU if a processor or buffer enters a prolonged failed state, while a larger value might introduce unecessary delays on short-lived errors."
         }
       },
       "type": "object"
@@ -19832,6 +19836,10 @@
         "readTimeout": {
           "$ref": "#/definitions/io.k8s.apimachinery.pkg.apis.meta.v1.Duration",
           "description": "Read timeout duration from the source or buffer It overrides the settings from pipeline limits."
+        },
+        "retryInterval": {
+          "$ref": "#/definitions/io.k8s.apimachinery.pkg.apis.meta.v1.Duration",
+          "description": "RetryInterval is the duration waited for before retrying after a UDF processing or buffer writing. It overrides the settings from the pipeline limits."
         }
       },
       "type": "object"
diff --git a/api/openapi-spec/swagger.json b/api/openapi-spec/swagger.json
index bb0db10138..c222052c0a 100644
--- a/api/openapi-spec/swagger.json
+++ b/api/openapi-spec/swagger.json
@@ -19131,6 +19131,10 @@
         "readTimeout": {
           "description": "Read timeout for all the vertices in the pipeline, can be overridden by the vertex's limit settings",
           "$ref": "#/definitions/io.k8s.apimachinery.pkg.apis.meta.v1.Duration"
+        },
+        "retryInterval": {
+          "description": "RetryInterval is the wait time before retrying a batch after getting an error from a user defined processor or ISBSVC. A small value similar to the default of 0.001s will use more CPU if a processor or buffer enters a prolonged failed state, while a larger value might introduce unecessary delays on short-lived errors.",
+          "$ref": "#/definitions/io.k8s.apimachinery.pkg.apis.meta.v1.Duration"
         }
       }
     },
@@ -19810,6 +19814,10 @@
         "readTimeout": {
           "description": "Read timeout duration from the source or buffer It overrides the settings from pipeline limits.",
           "$ref": "#/definitions/io.k8s.apimachinery.pkg.apis.meta.v1.Duration"
+        },
+        "retryInterval": {
+          "description": "RetryInterval is the duration waited for before retrying after a UDF processing or buffer writing. It overrides the settings from the pipeline limits.",
+          "$ref": "#/definitions/io.k8s.apimachinery.pkg.apis.meta.v1.Duration"
         }
       }
     },
diff --git a/config/base/crds/full/numaflow.numaproj.io_pipelines.yaml b/config/base/crds/full/numaflow.numaproj.io_pipelines.yaml
index 18f6f70ff0..ef41d89e51 100644
--- a/config/base/crds/full/numaflow.numaproj.io_pipelines.yaml
+++ b/config/base/crds/full/numaflow.numaproj.io_pipelines.yaml
@@ -140,6 +140,9 @@ spec:
                   readTimeout:
                     default: 1s
                     type: string
+                  retryInterval:
+                    default: 0.001s
+                    type: string
                 type: object
               sideInputs:
                 items:
@@ -5902,6 +5905,8 @@ spec:
                           type: integer
                         readTimeout:
                           type: string
+                        retryInterval:
+                          type: string
                       type: object
                     metadata:
                       properties:
diff --git a/config/base/crds/full/numaflow.numaproj.io_vertices.yaml b/config/base/crds/full/numaflow.numaproj.io_vertices.yaml
index 7845f90ce9..b6affba521 100644
--- a/config/base/crds/full/numaflow.numaproj.io_vertices.yaml
+++ b/config/base/crds/full/numaflow.numaproj.io_vertices.yaml
@@ -679,6 +679,8 @@ spec:
                           type: integer
                         readTimeout:
                           type: string
+                        retryInterval:
+                          type: string
                       type: object
                     fromVertexPartitionCount:
                       format: int32
@@ -705,6 +707,8 @@ spec:
                           type: integer
                         readTimeout:
                           type: string
+                        retryInterval:
+                          type: string
                       type: object
                     toVertexPartitionCount:
                       format: int32
@@ -1548,6 +1552,8 @@ spec:
                     type: integer
                   readTimeout:
                     type: string
+                  retryInterval:
+                    type: string
                 type: object
               metadata:
                 properties:
@@ -3756,6 +3762,8 @@ spec:
                           type: integer
                         readTimeout:
                           type: string
+                        retryInterval:
+                          type: string
                       type: object
                     fromVertexPartitionCount:
                       format: int32
@@ -3782,6 +3790,8 @@ spec:
                           type: integer
                         readTimeout:
                           type: string
+                        retryInterval:
+                          type: string
                       type: object
                     toVertexPartitionCount:
                       format: int32
diff --git a/config/install.yaml b/config/install.yaml
index 3ce65c0c17..995bc79eb8 100644
--- a/config/install.yaml
+++ b/config/install.yaml
@@ -2749,6 +2749,9 @@ spec:
                   readTimeout:
                     default: 1s
                     type: string
+                  retryInterval:
+                    default: 0.001s
+                    type: string
                 type: object
               sideInputs:
                 items:
@@ -8511,6 +8514,8 @@ spec:
                           type: integer
                         readTimeout:
                           type: string
+                        retryInterval:
+                          type: string
                       type: object
                     metadata:
                       properties:
@@ -12488,6 +12493,8 @@ spec:
                           type: integer
                         readTimeout:
                           type: string
+                        retryInterval:
+                          type: string
                       type: object
                     fromVertexPartitionCount:
                       format: int32
@@ -12514,6 +12521,8 @@ spec:
                           type: integer
                         readTimeout:
                           type: string
+                        retryInterval:
+                          type: string
                       type: object
                     toVertexPartitionCount:
                       format: int32
@@ -13357,6 +13366,8 @@ spec:
                     type: integer
                   readTimeout:
                     type: string
+                  retryInterval:
+                    type: string
                 type: object
               metadata:
                 properties:
@@ -15565,6 +15576,8 @@ spec:
                           type: integer
                         readTimeout:
                           type: string
+                        retryInterval:
+                          type: string
                       type: object
                     fromVertexPartitionCount:
                       format: int32
@@ -15591,6 +15604,8 @@ spec:
                           type: integer
                         readTimeout:
                           type: string
+                        retryInterval:
+                          type: string
                       type: object
                     toVertexPartitionCount:
                       format: int32
diff --git a/config/namespace-install.yaml b/config/namespace-install.yaml
index b937cffc03..e405f205fc 100644
--- a/config/namespace-install.yaml
+++ b/config/namespace-install.yaml
@@ -2749,6 +2749,9 @@ spec:
                   readTimeout:
                     default: 1s
                     type: string
+                  retryInterval:
+                    default: 0.001s
+                    type: string
                 type: object
               sideInputs:
                 items:
@@ -8511,6 +8514,8 @@ spec:
                           type: integer
                         readTimeout:
                           type: string
+                        retryInterval:
+                          type: string
                       type: object
                     metadata:
                       properties:
@@ -12488,6 +12493,8 @@ spec:
                           type: integer
                         readTimeout:
                           type: string
+                        retryInterval:
+                          type: string
                       type: object
                     fromVertexPartitionCount:
                       format: int32
@@ -12514,6 +12521,8 @@ spec:
                           type: integer
                         readTimeout:
                           type: string
+                        retryInterval:
+                          type: string
                       type: object
                     toVertexPartitionCount:
                       format: int32
@@ -13357,6 +13366,8 @@ spec:
                     type: integer
                   readTimeout:
                     type: string
+                  retryInterval:
+                    type: string
                 type: object
               metadata:
                 properties:
@@ -15565,6 +15576,8 @@ spec:
                           type: integer
                         readTimeout:
                           type: string
+                        retryInterval:
+                          type: string
                       type: object
                     fromVertexPartitionCount:
                       format: int32
@@ -15591,6 +15604,8 @@ spec:
                           type: integer
                         readTimeout:
                           type: string
+                        retryInterval:
+                          type: string
                       type: object
                     toVertexPartitionCount:
                       format: int32
diff --git a/docs/APIs.md b/docs/APIs.md
index ea7eeaee37..7498e6825e 100644
--- a/docs/APIs.md
+++ b/docs/APIs.md
@@ -3528,6 +3528,23 @@ the vertex’s limit settings
 </p>
 </td>
 </tr>
+<tr>
+<td>
+<code>retryInterval</code></br> <em>
+<a href="https://pkg.go.dev/k8s.io/apimachinery/pkg/apis/meta/v1#Duration">
+Kubernetes meta/v1.Duration </a> </em>
+</td>
+<td>
+<em>(Optional)</em>
+<p>
+RetryInterval is the wait time before retrying a batch after getting an
+error from a user defined processor or ISBSVC. A small value similar to
+the default of 0.001s will use more CPU if a processor or buffer enters
+a prolonged failed state, while a larger value might introduce
+unecessary delays on short-lived errors.
+</p>
+</td>
+</tr>
 </tbody>
 </table>
 <h3 id="numaflow.numaproj.io/v1alpha1.PipelinePhase">
@@ -5353,6 +5370,21 @@ overrides the settings from pipeline limits.
 </p>
 </td>
 </tr>
+<tr>
+<td>
+<code>retryInterval</code></br> <em>
+<a href="https://pkg.go.dev/k8s.io/apimachinery/pkg/apis/meta/v1#Duration">
+Kubernetes meta/v1.Duration </a> </em>
+</td>
+<td>
+<em>(Optional)</em>
+<p>
+RetryInterval is the duration waited for before retrying after a UDF
+processing or buffer writing. It overrides the settings from the
+pipeline limits.
+</p>
+</td>
+</tr>
 </tbody>
 </table>
 <h3 id="numaflow.numaproj.io/v1alpha1.VertexPhase">
diff --git a/go.mod b/go.mod
index 9f0da9e14a..64d07712ae 100644
--- a/go.mod
+++ b/go.mod
@@ -27,6 +27,7 @@ require (
 	github.com/grpc-ecosystem/grpc-gateway v1.16.0
 	github.com/hashicorp/golang-lru/v2 v2.0.7
 	github.com/imdario/mergo v0.3.13
+	github.com/kylelemons/godebug v1.1.0
 	github.com/montanaflynn/stats v0.0.0-20171201202039-1bf9dbcd8cbe
 	github.com/nats-io/nats-server/v2 v2.10.4
 	github.com/nats-io/nats.go v1.33.1
diff --git a/go.sum b/go.sum
index 8d6cf26138..c533e6ef37 100644
--- a/go.sum
+++ b/go.sum
@@ -585,6 +585,8 @@ github.com/kr/pty v1.1.5/go.mod h1:9r2w37qlBe7rQ6e1fg1S/9xpWHSnaqNdHD3WcMdbPDA=
 github.com/kr/text v0.1.0/go.mod h1:4Jbv+DJW3UT/LiOwJeYQe1efqtUx/iVham/4vfdArNI=
 github.com/kr/text v0.2.0 h1:5Nx0Ya0ZqY2ygV366QzturHI13Jq95ApcVaJBhpS+AY=
 github.com/kr/text v0.2.0/go.mod h1:eLer722TekiGuMkidMxC/pM04lWEeraHUUmBw8l2grE=
+github.com/kylelemons/godebug v1.1.0 h1:RPNrshWIDI6G2gRW9EHilWtl7Z6Sb1BR0xunSBf0SNc=
+github.com/kylelemons/godebug v1.1.0/go.mod h1:9/0rRGxNHcop5bhtWyNeEfOS8JIWk580+fNqagV/RAw=
 github.com/leodido/go-urn v1.2.1/go.mod h1:zt4jvISO2HfUBqxjfIshjdMTYS56ZS/qv49ictyFfxY=
 github.com/leodido/go-urn v1.2.4 h1:XlAE/cm/ms7TE/VMVoduSpNBoyc2dOxHs5MZSwAN63Q=
 github.com/leodido/go-urn v1.2.4/go.mod h1:7ZrI8mTSeBSHl/UaRyKQW1qZeMgak41ANeCNaVckg+4=
diff --git a/pkg/apis/numaflow/v1alpha1/const.go b/pkg/apis/numaflow/v1alpha1/const.go
index 90768a5dcc..7560dad52c 100644
--- a/pkg/apis/numaflow/v1alpha1/const.go
+++ b/pkg/apis/numaflow/v1alpha1/const.go
@@ -136,6 +136,9 @@ const (
 	DefaultBufferUsageLimit = 0.8
 	DefaultReadBatchSize    = 500
 
+	// Time to wait before a retry for datum batches on user defined processors or isbsvc errors.
+	DefaultRetryInterval = time.Millisecond
+
 	// Auto scaling
 	DefaultLookbackSeconds          = 120 // Default lookback seconds for calculating avg rate and pending
 	DefaultCooldownSeconds          = 90  // Default cooldown seconds after a scaling operation
diff --git a/pkg/apis/numaflow/v1alpha1/generated.pb.go b/pkg/apis/numaflow/v1alpha1/generated.pb.go
index ce24f3c6f6..cd45e0cc1a 100644
--- a/pkg/apis/numaflow/v1alpha1/generated.pb.go
+++ b/pkg/apis/numaflow/v1alpha1/generated.pb.go
@@ -2385,436 +2385,437 @@ func init() {
 }
 
 var fileDescriptor_9d0d1b17d3865563 = []byte{
-	// 6854 bytes of a gzipped FileDescriptorProto
+	// 6877 bytes of a gzipped FileDescriptorProto
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+	0xd3, 0xf2, 0x56, 0xd4, 0xf8, 0x34, 0x44, 0x32, 0xf2, 0xa1, 0x7f, 0x4e, 0xe3, 0x5f, 0x0b, 0x90,
+	0x56, 0x0b, 0x1e, 0xfe, 0x8e, 0x6a, 0x67, 0x77, 0xd4, 0xe2, 0x71, 0x1c, 0xc0, 0xfc, 0x4d, 0x65,
+	0xfc, 0x71, 0x11, 0xc6, 0xd4, 0xdf, 0x73, 0x9d, 0x7c, 0xda, 0x0f, 0x4d, 0xa5, 0xfd, 0x2c, 0x8c,
+	0xc8, 0x1c, 0x07, 0x26, 0xfd, 0x74, 0x32, 0x49, 0x3f, 0xa3, 0xfe, 0x81, 0xc4, 0x03, 0x52, 0x7e,
+	0xfe, 0xaa, 0x00, 0x8a, 0x35, 0xaf, 0x78, 0x21, 0x33, 0x3d, 0x4b, 0x98, 0x6d, 0x4a, 0x0e, 0x8c,
+	0x1a, 0xf2, 0x55, 0x69, 0x11, 0x52, 0xf4, 0x8b, 0xdf, 0x9a, 0xef, 0x93, 0xf7, 0x43, 0x75, 0xc7,
+	0x0f, 0x99, 0xe0, 0xf5, 0xc5, 0xb4, 0x5f, 0xe6, 0x55, 0xd5, 0x8e, 0x11, 0x44, 0x36, 0xaa, 0x53,
+	0x19, 0x1c, 0xd5, 0x31, 0x7e, 0xa5, 0x04, 0x13, 0xa9, 0xbf, 0x0d, 0x19, 0x3a, 0x83, 0x29, 0x93,
+	0x40, 0x54, 0x3c, 0x81, 0x04, 0xa2, 0x9c, 0x24, 0xa9, 0xd2, 0x88, 0x49, 0x52, 0xe5, 0x23, 0x25,
+	0x49, 0x3d, 0xb4, 0x0c, 0xa6, 0xaf, 0x17, 0x00, 0xf4, 0x67, 0x39, 0xf1, 0xfc, 0x25, 0x3b, 0x9d,
+	0xbf, 0x34, 0xf2, 0x06, 0xce, 0xcf, 0x5e, 0xfa, 0xc3, 0x8a, 0x7e, 0x25, 0x91, 0xbb, 0xf4, 0x4e,
+	0x01, 0x4e, 0x99, 0xa9, 0x7c, 0xa0, 0x91, 0xf5, 0xd8, 0x4c, 0x7a, 0x51, 0xf4, 0x4f, 0x61, 0xe9,
+	0x76, 0xcc, 0x90, 0x25, 0x2f, 0xc1, 0x44, 0x57, 0x25, 0x4b, 0xdc, 0x88, 0xcf, 0x57, 0x74, 0xd3,
+	0x73, 0x3d, 0xd1, 0x87, 0x29, 0xc8, 0x07, 0xe4, 0x5f, 0x95, 0x8e, 0x25, 0xff, 0x2a, 0x79, 0x85,
+	0xa5, 0x7c, 0xdf, 0x2b, 0x2c, 0xbb, 0x50, 0xdb, 0x0e, 0xfc, 0x8e, 0x48, 0x71, 0x52, 0xff, 0x71,
+	0x71, 0x6d, 0x04, 0xe1, 0x15, 0xff, 0xbb, 0x53, 0x2c, 0xc3, 0x97, 0x34, 0x7e, 0x8c, 0x49, 0x09,
+	0xcf, 0xb5, 0x2f, 0xa9, 0x8e, 0x1d, 0x27, 0xd5, 0x88, 0x69, 0x6d, 0x48, 0xec, 0xa8, 0xc9, 0xa4,
+	0xd3, 0x9a, 0xc6, 0x1f, 0x4e, 0x5a, 0x93, 0xf1, 0x8d, 0xa2, 0xe6, 0x94, 0xcd, 0x4c, 0x31, 0x88,
+	0xc2, 0x80, 0x62, 0x10, 0xaa, 0x72, 0x56, 0x32, 0x01, 0xe7, 0x59, 0x18, 0x0b, 0xa8, 0x19, 0xfa,
+	0x9e, 0x2a, 0x3c, 0x18, 0xc9, 0x19, 0x14, 0xad, 0xa8, 0x7a, 0x93, 0x89, 0x3a, 0xc5, 0x07, 0x24,
+	0xea, 0xbc, 0x3f, 0xb1, 0x41, 0x64, 0xca, 0x67, 0x74, 0xd6, 0x73, 0x36, 0x89, 0x88, 0xe2, 0xab,
+	0xbf, 0xff, 0xad, 0x64, 0xa3, 0xf8, 0xea, 0xaf, 0x79, 0x23, 0x08, 0x62, 0xc3, 0x84, 0x6b, 0x86,
+	0x4c, 0x84, 0x87, 0xec, 0x79, 0x36, 0x44, 0x16, 0x50, 0x74, 0x8c, 0x56, 0x13, 0x78, 0x30, 0x85,
+	0xd5, 0xd8, 0x2f, 0x41, 0xc6, 0xde, 0xf9, 0x51, 0x44, 0xe0, 0xbf, 0x55, 0x44, 0xe0, 0xdd, 0x22,
+	0xc4, 0x67, 0xea, 0x88, 0xd1, 0xf1, 0x37, 0xa0, 0xda, 0x31, 0xef, 0x2e, 0x52, 0xd7, 0xdc, 0x1b,
+	0xa5, 0xc6, 0xff, 0x9a, 0xc2, 0x81, 0x11, 0x36, 0x12, 0x02, 0x38, 0x51, 0xed, 0xab, 0x91, 0xfd,
+	0xa7, 0x71, 0x19, 0x2d, 0xe9, 0x87, 0x8a, 0x9f, 0x31, 0x41, 0xc6, 0xf8, 0xcb, 0x22, 0xa8, 0x22,
+	0x69, 0x84, 0x42, 0x65, 0xdb, 0xb9, 0x4b, 0xed, 0x91, 0x33, 0xc5, 0x12, 0xff, 0xbc, 0x22, 0x1d,
+	0xc4, 0xa2, 0x01, 0x25, 0x76, 0xd2, 0x81, 0xf1, 0x50, 0x3a, 0xfc, 0xd5, 0xfa, 0x0d, 0xef, 0x56,
+	0x4d, 0x05, 0x0e, 0x54, 0xc9, 0x33, 0xd9, 0x84, 0x9a, 0x86, 0x20, 0x27, 0xe3, 0xc2, 0x6a, 0x49,
+	0x47, 0x20, 0x97, 0x8c, 0x2f, 0x2b, 0x72, 0xb2, 0x09, 0x35, 0x8d, 0xc6, 0x27, 0xbe, 0xfa, 0xad,
+	0x4b, 0x8f, 0x7d, 0xfd, 0x5b, 0x97, 0x1e, 0xfb, 0xe6, 0xb7, 0x2e, 0x3d, 0xf6, 0xd9, 0x83, 0x4b,
+	0x85, 0xaf, 0x1e, 0x5c, 0x2a, 0x7c, 0xfd, 0xe0, 0x52, 0xe1, 0x9b, 0x07, 0x97, 0x0a, 0x7f, 0x7f,
+	0x70, 0xa9, 0xf0, 0x4b, 0xff, 0x70, 0xe9, 0xb1, 0x8f, 0xbf, 0x38, 0xe4, 0x1f, 0xe5, 0xff, 0x57,
+	0x00, 0x00, 0x00, 0xff, 0xff, 0xaf, 0x1f, 0xc0, 0xc4, 0x62, 0x7f, 0x00, 0x00,
 }
 
 func (m *AbstractPodTemplate) Marshal() (dAtA []byte, err error) {
@@ -5859,6 +5860,18 @@ func (m *PipelineLimits) MarshalToSizedBuffer(dAtA []byte) (int, error) {
 	_ = i
 	var l int
 	_ = l
+	if m.RetryInterval != nil {
+		{
+			size, err := m.RetryInterval.MarshalToSizedBuffer(dAtA[:i])
+			if err != nil {
+				return 0, err
+			}
+			i -= size
+			i = encodeVarintGenerated(dAtA, i, uint64(size))
+		}
+		i--
+		dAtA[i] = 0x2a
+	}
 	if m.ReadTimeout != nil {
 		{
 			size, err := m.ReadTimeout.MarshalToSizedBuffer(dAtA[:i])
@@ -7473,6 +7486,18 @@ func (m *VertexLimits) MarshalToSizedBuffer(dAtA []byte) (int, error) {
 	_ = i
 	var l int
 	_ = l
+	if m.RetryInterval != nil {
+		{
+			size, err := m.RetryInterval.MarshalToSizedBuffer(dAtA[:i])
+			if err != nil {
+				return 0, err
+			}
+			i -= size
+			i = encodeVarintGenerated(dAtA, i, uint64(size))
+		}
+		i--
+		dAtA[i] = 0x2a
+	}
 	if m.BufferUsageLimit != nil {
 		i = encodeVarintGenerated(dAtA, i, uint64(*m.BufferUsageLimit))
 		i--
@@ -9008,6 +9033,10 @@ func (m *PipelineLimits) Size() (n int) {
 		l = m.ReadTimeout.Size()
 		n += 1 + l + sovGenerated(uint64(l))
 	}
+	if m.RetryInterval != nil {
+		l = m.RetryInterval.Size()
+		n += 1 + l + sovGenerated(uint64(l))
+	}
 	return n
 }
 
@@ -9610,6 +9639,10 @@ func (m *VertexLimits) Size() (n int) {
 	if m.BufferUsageLimit != nil {
 		n += 1 + sovGenerated(uint64(*m.BufferUsageLimit))
 	}
+	if m.RetryInterval != nil {
+		l = m.RetryInterval.Size()
+		n += 1 + l + sovGenerated(uint64(l))
+	}
 	return n
 }
 
@@ -10529,6 +10562,7 @@ func (this *PipelineLimits) String() string {
 		`BufferMaxLength:` + valueToStringGenerated(this.BufferMaxLength) + `,`,
 		`BufferUsageLimit:` + valueToStringGenerated(this.BufferUsageLimit) + `,`,
 		`ReadTimeout:` + strings.Replace(fmt.Sprintf("%v", this.ReadTimeout), "Duration", "v11.Duration", 1) + `,`,
+		`RetryInterval:` + strings.Replace(fmt.Sprintf("%v", this.RetryInterval), "Duration", "v11.Duration", 1) + `,`,
 		`}`,
 	}, "")
 	return s
@@ -10924,6 +10958,7 @@ func (this *VertexLimits) String() string {
 		`ReadTimeout:` + strings.Replace(fmt.Sprintf("%v", this.ReadTimeout), "Duration", "v11.Duration", 1) + `,`,
 		`BufferMaxLength:` + valueToStringGenerated(this.BufferMaxLength) + `,`,
 		`BufferUsageLimit:` + valueToStringGenerated(this.BufferUsageLimit) + `,`,
+		`RetryInterval:` + strings.Replace(fmt.Sprintf("%v", this.RetryInterval), "Duration", "v11.Duration", 1) + `,`,
 		`}`,
 	}, "")
 	return s
@@ -21044,6 +21079,42 @@ func (m *PipelineLimits) Unmarshal(dAtA []byte) error {
 				return err
 			}
 			iNdEx = postIndex
+		case 5:
+			if wireType != 2 {
+				return fmt.Errorf("proto: wrong wireType = %d for field RetryInterval", 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 m.RetryInterval == nil {
+				m.RetryInterval = &v11.Duration{}
+			}
+			if err := m.RetryInterval.Unmarshal(dAtA[iNdEx:postIndex]); err != nil {
+				return err
+			}
+			iNdEx = postIndex
 		default:
 			iNdEx = preIndex
 			skippy, err := skipGenerated(dAtA[iNdEx:])
@@ -25771,6 +25842,42 @@ func (m *VertexLimits) Unmarshal(dAtA []byte) error {
 				}
 			}
 			m.BufferUsageLimit = &v
+		case 5:
+			if wireType != 2 {
+				return fmt.Errorf("proto: wrong wireType = %d for field RetryInterval", 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 m.RetryInterval == nil {
+				m.RetryInterval = &v11.Duration{}
+			}
+			if err := m.RetryInterval.Unmarshal(dAtA[iNdEx:postIndex]); err != nil {
+				return err
+			}
+			iNdEx = postIndex
 		default:
 			iNdEx = preIndex
 			skippy, err := skipGenerated(dAtA[iNdEx:])
diff --git a/pkg/apis/numaflow/v1alpha1/generated.proto b/pkg/apis/numaflow/v1alpha1/generated.proto
index ea5b760b5c..31361ffdf0 100644
--- a/pkg/apis/numaflow/v1alpha1/generated.proto
+++ b/pkg/apis/numaflow/v1alpha1/generated.proto
@@ -916,6 +916,13 @@ message PipelineLimits {
   // +kubebuilder:default= "1s"
   // +optional
   optional k8s.io.apimachinery.pkg.apis.meta.v1.Duration readTimeout = 4;
+
+  // RetryInterval is the wait time before retrying a batch after getting an error from a user defined processor or ISBSVC.
+  // A small value similar to the default of 0.001s will use more CPU if a processor or buffer enters a prolonged failed state, while a larger value might
+  // introduce unecessary delays on short-lived errors.
+  // +kubebuilder:default= "0.001s"
+  // +optional
+  optional k8s.io.apimachinery.pkg.apis.meta.v1.Duration retryInterval = 5;
 }
 
 // +kubebuilder:object:root=true
@@ -1348,6 +1355,11 @@ message VertexLimits {
   // It overrides the settings from pipeline limits.
   // +optional
   optional uint32 bufferUsageLimit = 4;
+
+  // RetryInterval is the duration waited for before retrying after a UDF processing or buffer writing.
+  // It overrides the settings from the pipeline limits.
+  // +optional
+  optional k8s.io.apimachinery.pkg.apis.meta.v1.Duration retryInterval = 5;
 }
 
 // +kubebuilder:object:root=true
diff --git a/pkg/apis/numaflow/v1alpha1/openapi_generated.go b/pkg/apis/numaflow/v1alpha1/openapi_generated.go
index 5c5e058aa0..348906058f 100644
--- a/pkg/apis/numaflow/v1alpha1/openapi_generated.go
+++ b/pkg/apis/numaflow/v1alpha1/openapi_generated.go
@@ -3054,6 +3054,12 @@ func schema_pkg_apis_numaflow_v1alpha1_PipelineLimits(ref common.ReferenceCallba
 							Ref:         ref("k8s.io/apimachinery/pkg/apis/meta/v1.Duration"),
 						},
 					},
+					"retryInterval": {
+						SchemaProps: spec.SchemaProps{
+							Description: "RetryInterval is the wait time before retrying a batch after getting an error from a user defined processor or ISBSVC. A small value similar to the default of 0.001s will use more CPU if a processor or buffer enters a prolonged failed state, while a larger value might introduce unecessary delays on short-lived errors.",
+							Ref:         ref("k8s.io/apimachinery/pkg/apis/meta/v1.Duration"),
+						},
+					},
 				},
 			},
 		},
@@ -4323,6 +4329,12 @@ func schema_pkg_apis_numaflow_v1alpha1_VertexLimits(ref common.ReferenceCallback
 							Format:      "int64",
 						},
 					},
+					"retryInterval": {
+						SchemaProps: spec.SchemaProps{
+							Description: "RetryInterval is the duration waited for before retrying after a UDF processing or buffer writing. It overrides the settings from the pipeline limits.",
+							Ref:         ref("k8s.io/apimachinery/pkg/apis/meta/v1.Duration"),
+						},
+					},
 				},
 			},
 		},
diff --git a/pkg/apis/numaflow/v1alpha1/pipeline_types.go b/pkg/apis/numaflow/v1alpha1/pipeline_types.go
index 39d3670a6b..9ba79868bb 100644
--- a/pkg/apis/numaflow/v1alpha1/pipeline_types.go
+++ b/pkg/apis/numaflow/v1alpha1/pipeline_types.go
@@ -377,11 +377,13 @@ func (p Pipeline) GetPipelineLimits() PipelineLimits {
 	defaultBufferMaxLength := uint64(DefaultBufferLength)
 	defaultBufferUsageLimit := uint32(100 * DefaultBufferUsageLimit)
 	defaultReadTimeout := time.Second
+	defaultRetryInterval := time.Millisecond
 	limits := PipelineLimits{
 		ReadBatchSize:    &defaultReadBatchSize,
 		BufferMaxLength:  &defaultBufferMaxLength,
 		BufferUsageLimit: &defaultBufferUsageLimit,
 		ReadTimeout:      &metav1.Duration{Duration: defaultReadTimeout},
+		RetryInterval:    &metav1.Duration{Duration: defaultRetryInterval},
 	}
 	if x := p.Spec.Limits; x != nil {
 		if x.ReadBatchSize != nil {
@@ -396,6 +398,9 @@ func (p Pipeline) GetPipelineLimits() PipelineLimits {
 		if x.ReadTimeout != nil {
 			limits.ReadTimeout = x.ReadTimeout
 		}
+		if x.RetryInterval != nil {
+			limits.RetryInterval = x.RetryInterval
+		}
 	}
 	return limits
 }
@@ -590,6 +595,12 @@ type PipelineLimits struct {
 	// +kubebuilder:default= "1s"
 	// +optional
 	ReadTimeout *metav1.Duration `json:"readTimeout,omitempty" protobuf:"bytes,4,opt,name=readTimeout"`
+	// RetryInterval is the wait time before retrying a batch after getting an error from a user defined processor or ISBSVC.
+	// A small value similar to the default of 0.001s will use more CPU if a processor or buffer enters a prolonged failed state, while a larger value might
+	// introduce unecessary delays on short-lived errors.
+	// +kubebuilder:default= "0.001s"
+	// +optional
+	RetryInterval *metav1.Duration `json:"retryInterval,omitempty" protobuf:"bytes,5,opt,name=retryInterval"`
 }
 
 type PipelineStatus struct {
diff --git a/pkg/apis/numaflow/v1alpha1/pipeline_types_test.go b/pkg/apis/numaflow/v1alpha1/pipeline_types_test.go
index 38f339e8e4..82782a39dc 100644
--- a/pkg/apis/numaflow/v1alpha1/pipeline_types_test.go
+++ b/pkg/apis/numaflow/v1alpha1/pipeline_types_test.go
@@ -359,6 +359,7 @@ func Test_GetPipelineLimits(t *testing.T) {
 	assert.Equal(t, float64(DefaultBufferUsageLimit), float64(*l.BufferUsageLimit)/100)
 	assert.Equal(t, int64(DefaultReadBatchSize), int64(*l.ReadBatchSize))
 	assert.Equal(t, "1s", l.ReadTimeout.Duration.String())
+	//assert.Equal(t, "1ms", l.RetryInterval.Duration.String())
 
 	length := uint64(2000)
 	usuageLimit := uint32(40)
@@ -368,12 +369,14 @@ func Test_GetPipelineLimits(t *testing.T) {
 		BufferUsageLimit: &usuageLimit,
 		ReadBatchSize:    &readBatch,
 		ReadTimeout:      &metav1.Duration{Duration: time.Duration(5 * time.Second)},
+		RetryInterval:    &metav1.Duration{Duration: time.Duration(500 * time.Millisecond)},
 	}
 	l = pl.GetPipelineLimits()
 	assert.Equal(t, length, *l.BufferMaxLength)
 	assert.Equal(t, float64(40)/100, float64(*l.BufferUsageLimit)/100)
 	assert.Equal(t, readBatch, *l.ReadBatchSize)
 	assert.Equal(t, "5s", l.ReadTimeout.Duration.String())
+	assert.Equal(t, "500ms", l.RetryInterval.Duration.String())
 }
 
 func Test_GetAllBuckets(t *testing.T) {
diff --git a/pkg/apis/numaflow/v1alpha1/vertex_types.go b/pkg/apis/numaflow/v1alpha1/vertex_types.go
index d90c192b01..90ea01af87 100644
--- a/pkg/apis/numaflow/v1alpha1/vertex_types.go
+++ b/pkg/apis/numaflow/v1alpha1/vertex_types.go
@@ -677,6 +677,10 @@ type VertexLimits struct {
 	// It overrides the settings from pipeline limits.
 	// +optional
 	BufferUsageLimit *uint32 `json:"bufferUsageLimit,omitempty" protobuf:"varint,4,opt,name=bufferUsageLimit"`
+	// RetryInterval is the duration waited for before retrying after a UDF processing or buffer writing.
+	// It overrides the settings from the pipeline limits.
+	// +optional
+	RetryInterval *metav1.Duration `json:"retryInterval,omitempty" protobuf:"bytes,5,opt,name=retryInterval"`
 }
 
 func (v VertexSpec) getType() containerSupplier {
diff --git a/pkg/apis/numaflow/v1alpha1/zz_generated.deepcopy.go b/pkg/apis/numaflow/v1alpha1/zz_generated.deepcopy.go
index 1ce24ed8b8..c112f0fb11 100644
--- a/pkg/apis/numaflow/v1alpha1/zz_generated.deepcopy.go
+++ b/pkg/apis/numaflow/v1alpha1/zz_generated.deepcopy.go
@@ -1448,6 +1448,11 @@ func (in *PipelineLimits) DeepCopyInto(out *PipelineLimits) {
 		*out = new(metav1.Duration)
 		**out = **in
 	}
+	if in.RetryInterval != nil {
+		in, out := &in.RetryInterval, &out.RetryInterval
+		*out = new(metav1.Duration)
+		**out = **in
+	}
 	return
 }
 
@@ -2303,6 +2308,11 @@ func (in *VertexLimits) DeepCopyInto(out *VertexLimits) {
 		*out = new(uint32)
 		**out = **in
 	}
+	if in.RetryInterval != nil {
+		in, out := &in.RetryInterval, &out.RetryInterval
+		*out = new(metav1.Duration)
+		**out = **in
+	}
 	return
 }
 
diff --git a/pkg/reconciler/pipeline/controller.go b/pkg/reconciler/pipeline/controller.go
index 9686f05c9f..7a37a400e1 100644
--- a/pkg/reconciler/pipeline/controller.go
+++ b/pkg/reconciler/pipeline/controller.go
@@ -628,6 +628,8 @@ func copyVertexLimits(pl *dfv1.Pipeline, v *dfv1.AbstractVertex) {
 	v.Limits = &mergedLimits
 }
 
+// mergeLimits returns a new dfv1.VertexLimits struct copied from vLimits
+// and where all the unset entries are replaced with the values from plLimits.
 func mergeLimits(plLimits dfv1.PipelineLimits, vLimits *dfv1.VertexLimits) dfv1.VertexLimits {
 	result := dfv1.VertexLimits{}
 	if vLimits != nil {
@@ -635,6 +637,7 @@ func mergeLimits(plLimits dfv1.PipelineLimits, vLimits *dfv1.VertexLimits) dfv1.
 		result.BufferUsageLimit = vLimits.BufferUsageLimit
 		result.ReadBatchSize = vLimits.ReadBatchSize
 		result.ReadTimeout = vLimits.ReadTimeout
+		result.RetryInterval = vLimits.RetryInterval
 	}
 	if result.ReadBatchSize == nil {
 		result.ReadBatchSize = plLimits.ReadBatchSize
@@ -648,6 +651,9 @@ func mergeLimits(plLimits dfv1.PipelineLimits, vLimits *dfv1.VertexLimits) dfv1.
 	if result.BufferUsageLimit == nil {
 		result.BufferUsageLimit = plLimits.BufferUsageLimit
 	}
+	if result.RetryInterval == nil {
+		result.RetryInterval = plLimits.RetryInterval
+	}
 	return result
 }
 
diff --git a/pkg/reconciler/pipeline/controller_test.go b/pkg/reconciler/pipeline/controller_test.go
index 99f10d795d..8c10388c36 100644
--- a/pkg/reconciler/pipeline/controller_test.go
+++ b/pkg/reconciler/pipeline/controller_test.go
@@ -18,9 +18,12 @@ package pipeline
 
 import (
 	"context"
+	"reflect"
 	"testing"
+	"time"
 
 	"github.com/goccy/go-json"
+	"github.com/kylelemons/godebug/pretty"
 	"github.com/stretchr/testify/assert"
 	"go.uber.org/zap/zaptest"
 	appv1 "k8s.io/api/apps/v1"
@@ -550,6 +553,76 @@ func TestCreateOrUpdateDaemon(t *testing.T) {
 	})
 }
 
+// abortIfStructHasZeroValueFields will ensure that this instance of limits has no
+// field which are set to nil or to a zero value. This is used to ensure a change
+// of vertex limits will be tested and reflected in controller's mergeLimits.
+func abortIfStructHasZeroValueFields(t *testing.T, limits dfv1.PipelineLimits) {
+	v := reflect.ValueOf(limits)
+	for i := 0; i < v.NumField(); i++ {
+		if v.Field(i).IsZero() {
+			t.Fatal("Field " + v.Type().Field(i).Name + " of PipelineLimits object has a non zero value which is not allowed in this test")
+		}
+	}
+}
+
+// Test_mergeLimits verifies that the mergeLimits function work as expect.
+// This test asserts that all defaultLimits test struct have a non zero value with reflect.
+// A person updating the VertexLimits or PipelineLimits would have to change this test as well.
+func Test_mergeLimits(t *testing.T) {
+
+	// defining test inputs
+	v1 := uint64(20)
+	v2 := uint32(30)
+	v3 := uint64(24)
+	v4 := uint64(120)
+	v6 := uint64(124)
+	// by convention, for this test, this one should have no nil values
+	defaultLimits := dfv1.PipelineLimits{
+		ReadBatchSize:    &v1,
+		ReadTimeout:      &metav1.Duration{Duration: time.Minute * time.Duration(3)},
+		BufferMaxLength:  &v3,
+		BufferUsageLimit: &v2,
+		RetryInterval:    &metav1.Duration{Duration: time.Minute * time.Duration(5)},
+	}
+	customLimits1 := dfv1.VertexLimits{}
+	customLimits2 := dfv1.VertexLimits{
+		ReadBatchSize:    &v4,
+		ReadTimeout:      &metav1.Duration{Duration: time.Minute * time.Duration(13)},
+		BufferMaxLength:  &v6,
+		BufferUsageLimit: nil,
+		RetryInterval:    &metav1.Duration{Duration: time.Minute * time.Duration(15)},
+	}
+
+	// this ensures that users won't forget about updating mergeLimits and its tests after
+	// modifying PipelineLimits or VertexLimits
+	abortIfStructHasZeroValueFields(t, defaultLimits)
+
+	// defining expected output
+	expectedOutput1 := defaultLimits
+	expectedOutput2 := dfv1.VertexLimits{
+		ReadBatchSize:    &v4,
+		ReadTimeout:      &metav1.Duration{Duration: time.Minute * time.Duration(13)},
+		BufferMaxLength:  &v6,
+		BufferUsageLimit: &v2,
+		RetryInterval:    &metav1.Duration{Duration: time.Minute * time.Duration(15)},
+	}
+
+	// running tests
+	testResult1 := mergeLimits(defaultLimits, &customLimits1)
+	testResult2 := mergeLimits(defaultLimits, &customLimits2)
+
+	// comparings results and providing the struct pretty diff on failure
+	if !reflect.DeepEqual(testResult1, expectedOutput1) {
+		t.Logf("Expected: %+v\n", expectedOutput1)
+		t.Logf("Actual: %+v\n", testResult1)
+		t.Fatal("Divergint expected and returned result for mergeLimits test 1")
+	}
+	if !reflect.DeepEqual(testResult2, expectedOutput2) {
+		t.Log("Divergeance: \n" + pretty.Compare(testResult2, expectedOutput2))
+		t.Fatal("Divergint expected and returned result for mergeLimits test 2")
+	}
+}
+
 func Test_createOrUpdateSIMDeployments(t *testing.T) {
 	cl := fake.NewClientBuilder().Build()
 	ctx := context.TODO()
diff --git a/pkg/sinks/blackhole/blackhole.go b/pkg/sinks/blackhole/blackhole.go
index e72c9e055b..c011b94c90 100644
--- a/pkg/sinks/blackhole/blackhole.go
+++ b/pkg/sinks/blackhole/blackhole.go
@@ -75,6 +75,9 @@ func NewBlackhole(vertexInstance *dfv1.VertexInstance,
 		if x.ReadBatchSize != nil {
 			forwardOpts = append(forwardOpts, sinkforward.WithReadBatchSize(int64(*x.ReadBatchSize)))
 		}
+		if x.RetryInterval != nil {
+			forwardOpts = append(forwardOpts, sinkforward.WithRetryInterval(x.RetryInterval.Duration))
+		}
 	}
 
 	isdf, err := sinkforward.NewDataForward(vertexInstance, fromBuffer, bh, fetchWatermark, publishWatermark, idleManager, forwardOpts...)
diff --git a/pkg/sinks/forward/options.go b/pkg/sinks/forward/options.go
index dcfba6b5be..986150e730 100644
--- a/pkg/sinks/forward/options.go
+++ b/pkg/sinks/forward/options.go
@@ -39,11 +39,12 @@ type options struct {
 
 type Option func(*options) error
 
+// DefaultOptions return the default options.
 func DefaultOptions() *options {
 	return &options{
 		readBatchSize:   dfv1.DefaultReadBatchSize,
 		sinkConcurrency: dfv1.DefaultReadBatchSize,
-		retryInterval:   time.Millisecond,
+		retryInterval:   dfv1.DefaultRetryInterval,
 		logger:          logging.NewLogger(),
 	}
 }
diff --git a/pkg/sinks/kafka/kafka.go b/pkg/sinks/kafka/kafka.go
index ac3bb06ad4..3b25bb0b1e 100644
--- a/pkg/sinks/kafka/kafka.go
+++ b/pkg/sinks/kafka/kafka.go
@@ -88,6 +88,9 @@ func NewToKafka(vertexInstance *dfv1.VertexInstance,
 		if x.ReadBatchSize != nil {
 			forwardOpts = append(forwardOpts, sinkforward.WithReadBatchSize(int64(*x.ReadBatchSize)))
 		}
+		if x.RetryInterval != nil {
+			forwardOpts = append(forwardOpts, sinkforward.WithRetryInterval(x.RetryInterval.Duration))
+		}
 	}
 
 	f, err := sinkforward.NewDataForward(vertexInstance, fromBuffer, toKafka, fetchWatermark, publishWatermark, idleManager, forwardOpts...)
diff --git a/pkg/sinks/logger/log.go b/pkg/sinks/logger/log.go
index ce6d787bbb..ddc2edc273 100644
--- a/pkg/sinks/logger/log.go
+++ b/pkg/sinks/logger/log.go
@@ -78,6 +78,9 @@ func NewToLog(vertexInstance *dfv1.VertexInstance,
 		if x.ReadBatchSize != nil {
 			forwardOpts = append(forwardOpts, sinkforward.WithReadBatchSize(int64(*x.ReadBatchSize)))
 		}
+		if x.RetryInterval != nil {
+			forwardOpts = append(forwardOpts, sinkforward.WithRetryInterval(x.RetryInterval.Duration))
+		}
 	}
 
 	isdf, err := sinkforward.NewDataForward(vertexInstance, fromBuffer, toLog, fetchWatermark, publishWatermark, idleManager, forwardOpts...)
diff --git a/pkg/sinks/udsink/sink.go b/pkg/sinks/udsink/sink.go
index de991edcbd..6768113c05 100644
--- a/pkg/sinks/udsink/sink.go
+++ b/pkg/sinks/udsink/sink.go
@@ -77,6 +77,9 @@ func NewUserDefinedSink(vertexInstance *dfv1.VertexInstance,
 		if x.ReadBatchSize != nil {
 			forwardOpts = append(forwardOpts, sinkforward.WithReadBatchSize(int64(*x.ReadBatchSize)))
 		}
+		if x.RetryInterval != nil {
+			forwardOpts = append(forwardOpts, sinkforward.WithRetryInterval(x.RetryInterval.Duration))
+		}
 	}
 	s.udsink = udsink
 	isdf, err := sinkforward.NewDataForward(vertexInstance, fromBuffer, s, fetchWatermark, publishWatermark, idleManager, forwardOpts...)
diff --git a/pkg/sources/forward/options.go b/pkg/sources/forward/options.go
index bfdddf5e07..ac79bc977d 100644
--- a/pkg/sources/forward/options.go
+++ b/pkg/sources/forward/options.go
@@ -43,7 +43,7 @@ func DefaultOptions() *options {
 	return &options{
 		readBatchSize:          dfv1.DefaultReadBatchSize,
 		transformerConcurrency: dfv1.DefaultReadBatchSize,
-		retryInterval:          time.Millisecond,
+		retryInterval:          dfv1.DefaultRetryInterval,
 		logger:                 logging.NewLogger(),
 	}
 }
diff --git a/pkg/sources/generator/tickgen.go b/pkg/sources/generator/tickgen.go
index 2b12832769..63030f01d8 100644
--- a/pkg/sources/generator/tickgen.go
+++ b/pkg/sources/generator/tickgen.go
@@ -203,6 +203,9 @@ func NewMemGen(
 		if x.ReadBatchSize != nil {
 			forwardOpts = append(forwardOpts, sourceforward.WithReadBatchSize(int64(*x.ReadBatchSize)))
 		}
+		if x.RetryInterval != nil {
+			forwardOpts = append(forwardOpts, sourceforward.WithRetryInterval(x.RetryInterval.Duration))
+		}
 	}
 
 	// create a source watermark publisher
diff --git a/pkg/sources/http/http.go b/pkg/sources/http/http.go
index 8dcc9ddd52..a4903d38b1 100644
--- a/pkg/sources/http/http.go
+++ b/pkg/sources/http/http.go
@@ -210,6 +210,9 @@ func New(
 		if x.ReadBatchSize != nil {
 			forwardOpts = append(forwardOpts, sourceforward.WithReadBatchSize(int64(*x.ReadBatchSize)))
 		}
+		if x.RetryInterval != nil {
+			forwardOpts = append(forwardOpts, sourceforward.WithRetryInterval(x.RetryInterval.Duration))
+		}
 	}
 	ctx, cancel := context.WithCancel(context.Background())
 	h.cancelFunc = cancel
diff --git a/pkg/sources/kafka/reader.go b/pkg/sources/kafka/reader.go
index 1fe27be8ab..0f8f2a3694 100644
--- a/pkg/sources/kafka/reader.go
+++ b/pkg/sources/kafka/reader.go
@@ -351,6 +351,9 @@ func NewKafkaSource(
 		if x.ReadBatchSize != nil {
 			forwardOpts = append(forwardOpts, sourceforward.WithReadBatchSize(int64(*x.ReadBatchSize)))
 		}
+		if x.RetryInterval != nil {
+			forwardOpts = append(forwardOpts, sourceforward.WithRetryInterval(x.RetryInterval.Duration))
+		}
 	}
 	// create a source watermark publisher
 	sourceWmPublisher := publish.NewSourcePublish(ctx, ks.pipelineName, ks.vertexName, publishWMStores, publish.WithDelay(vertexInstance.Vertex.Spec.Watermark.GetMaxDelay()))
diff --git a/pkg/sources/nats/nats.go b/pkg/sources/nats/nats.go
index 1ab71536eb..9a38853fdd 100644
--- a/pkg/sources/nats/nats.go
+++ b/pkg/sources/nats/nats.go
@@ -87,6 +87,9 @@ func New(
 		if x.ReadBatchSize != nil {
 			forwardOpts = append(forwardOpts, sourceforward.WithReadBatchSize(int64(*x.ReadBatchSize)))
 		}
+		if x.RetryInterval != nil {
+			forwardOpts = append(forwardOpts, sourceforward.WithRetryInterval(x.RetryInterval.Duration))
+		}
 	}
 
 	ctx, cancel := context.WithCancel(context.Background())
diff --git a/pkg/sources/udsource/user_defined_source.go b/pkg/sources/udsource/user_defined_source.go
index ea2be3cad8..198dc1d2d5 100644
--- a/pkg/sources/udsource/user_defined_source.go
+++ b/pkg/sources/udsource/user_defined_source.go
@@ -97,6 +97,9 @@ func New(
 		if x.ReadBatchSize != nil {
 			forwardOpts = append(forwardOpts, sourceforward.WithReadBatchSize(int64(*x.ReadBatchSize)))
 		}
+		if x.RetryInterval != nil {
+			forwardOpts = append(forwardOpts, sourceforward.WithRetryInterval(x.RetryInterval.Duration))
+		}
 	}
 
 	ctx, cancel := context.WithCancel(context.Background())
diff --git a/pkg/udf/forward/options.go b/pkg/udf/forward/options.go
index 42d80848b9..6790fbcee1 100644
--- a/pkg/udf/forward/options.go
+++ b/pkg/udf/forward/options.go
@@ -45,7 +45,7 @@ func DefaultOptions() *options {
 	return &options{
 		readBatchSize:      dfv1.DefaultReadBatchSize,
 		udfConcurrency:     dfv1.DefaultReadBatchSize,
-		retryInterval:      time.Millisecond,
+		retryInterval:      dfv1.DefaultRetryInterval,
 		logger:             logging.NewLogger(),
 		enableMapUdfStream: false,
 	}
diff --git a/ui/src/components/common/SpecEditor/index.test.tsx b/ui/src/components/common/SpecEditor/index.test.tsx
index 63afa41310..a256cc79c1 100644
--- a/ui/src/components/common/SpecEditor/index.test.tsx
+++ b/ui/src/components/common/SpecEditor/index.test.tsx
@@ -156,6 +156,7 @@ const mockYaml = {
       bufferMaxLength: 30000,
       bufferUsageLimit: 80,
       readTimeout: "1s",
+      retryInterval: "0.001s",
     },
     watermark: {
       maxDelay: "0s",
diff --git a/ui/src/components/pages/Namespace/index.test.tsx b/ui/src/components/pages/Namespace/index.test.tsx
index 34d7176594..07bdb33b81 100644
--- a/ui/src/components/pages/Namespace/index.test.tsx
+++ b/ui/src/components/pages/Namespace/index.test.tsx
@@ -356,6 +356,7 @@ const mockPipelineRawData = {
           bufferMaxLength: 30000,
           bufferUsageLimit: 80,
           readTimeout: "1s",
+          retryInterval: "0.001s",
         },
         watermark: {
           maxDelay: "0s",
diff --git a/ui/src/components/pages/Namespace/partials/NamespaceListingWrapper/PipelinesTypes.ts b/ui/src/components/pages/Namespace/partials/NamespaceListingWrapper/PipelinesTypes.ts
index e793005b9d..fddf88f8d5 100644
--- a/ui/src/components/pages/Namespace/partials/NamespaceListingWrapper/PipelinesTypes.ts
+++ b/ui/src/components/pages/Namespace/partials/NamespaceListingWrapper/PipelinesTypes.ts
@@ -51,6 +51,7 @@ interface Limits {
   bufferMaxLength: number;
   bufferUsageLimit: number;
   readTimeout: string;
+  retryInterval: string;
 }
 
 interface Lifecycle {
diff --git a/ui/src/components/pages/Namespace/partials/PipelineCard/index.test.tsx b/ui/src/components/pages/Namespace/partials/PipelineCard/index.test.tsx
index 0a76789ca6..ab7c4a08dd 100644
--- a/ui/src/components/pages/Namespace/partials/PipelineCard/index.test.tsx
+++ b/ui/src/components/pages/Namespace/partials/PipelineCard/index.test.tsx
@@ -158,6 +158,7 @@ const mockData = {
         bufferMaxLength: 30000,
         bufferUsageLimit: 80,
         readTimeout: "1s",
+        retryInterval: "0.001s",
       },
       watermark: {
         maxDelay: "0s",
@@ -339,6 +340,7 @@ const mockStatusData = {
         bufferMaxLength: 30000,
         bufferUsageLimit: 80,
         readTimeout: "1s",
+        retryInterval: "0.001s",
       },
       watermark: {
         maxDelay: "0s",
diff --git a/ui/src/components/pages/Pipeline/partials/PipelineSummaryStatus/index.test.tsx b/ui/src/components/pages/Pipeline/partials/PipelineSummaryStatus/index.test.tsx
index 8426e7ba50..8ee7a16522 100644
--- a/ui/src/components/pages/Pipeline/partials/PipelineSummaryStatus/index.test.tsx
+++ b/ui/src/components/pages/Pipeline/partials/PipelineSummaryStatus/index.test.tsx
@@ -162,6 +162,7 @@ const mockPipeline = {
       bufferMaxLength: 30000,
       bufferUsageLimit: 80,
       readTimeout: "1s",
+      retryInterval: "0.001s",
     },
     watermark: {
       maxDelay: "0s",

From e1a11d2e031ba8733b50eadbe9d7c0b745dc821e Mon Sep 17 00:00:00 2001
From: Quentin Faidide <quentin.faidide@gmail.com>
Date: Mon, 8 Apr 2024 23:17:01 +0300
Subject: [PATCH 2/3] doc: refrain from entering into too much details about
 retryInterval in the doc

Signed-off-by: Quentin Faidide <quentin.faidide@gmail.com>
---
 api/json-schema/schema.json                     | 2 +-
 api/openapi-spec/swagger.json                   | 2 +-
 docs/APIs.md                                    | 5 +----
 pkg/apis/numaflow/v1alpha1/generated.proto      | 2 --
 pkg/apis/numaflow/v1alpha1/openapi_generated.go | 2 +-
 pkg/apis/numaflow/v1alpha1/pipeline_types.go    | 2 --
 6 files changed, 4 insertions(+), 11 deletions(-)

diff --git a/api/json-schema/schema.json b/api/json-schema/schema.json
index 67aa8b2141..50f2305c90 100644
--- a/api/json-schema/schema.json
+++ b/api/json-schema/schema.json
@@ -19147,7 +19147,7 @@
         },
         "retryInterval": {
           "$ref": "#/definitions/io.k8s.apimachinery.pkg.apis.meta.v1.Duration",
-          "description": "RetryInterval is the wait time before retrying a batch after getting an error from a user defined processor or ISBSVC. A small value similar to the default of 0.001s will use more CPU if a processor or buffer enters a prolonged failed state, while a larger value might introduce unecessary delays on short-lived errors."
+          "description": "RetryInterval is the wait time before retrying a batch after getting an error from a user defined processor or ISBSVC."
         }
       },
       "type": "object"
diff --git a/api/openapi-spec/swagger.json b/api/openapi-spec/swagger.json
index c222052c0a..98059ecf90 100644
--- a/api/openapi-spec/swagger.json
+++ b/api/openapi-spec/swagger.json
@@ -19133,7 +19133,7 @@
           "$ref": "#/definitions/io.k8s.apimachinery.pkg.apis.meta.v1.Duration"
         },
         "retryInterval": {
-          "description": "RetryInterval is the wait time before retrying a batch after getting an error from a user defined processor or ISBSVC. A small value similar to the default of 0.001s will use more CPU if a processor or buffer enters a prolonged failed state, while a larger value might introduce unecessary delays on short-lived errors.",
+          "description": "RetryInterval is the wait time before retrying a batch after getting an error from a user defined processor or ISBSVC.",
           "$ref": "#/definitions/io.k8s.apimachinery.pkg.apis.meta.v1.Duration"
         }
       }
diff --git a/docs/APIs.md b/docs/APIs.md
index 7498e6825e..22f22a3e51 100644
--- a/docs/APIs.md
+++ b/docs/APIs.md
@@ -3538,10 +3538,7 @@ Kubernetes meta/v1.Duration </a> </em>
 <em>(Optional)</em>
 <p>
 RetryInterval is the wait time before retrying a batch after getting an
-error from a user defined processor or ISBSVC. A small value similar to
-the default of 0.001s will use more CPU if a processor or buffer enters
-a prolonged failed state, while a larger value might introduce
-unecessary delays on short-lived errors.
+error from a user defined processor or ISBSVC.
 </p>
 </td>
 </tr>
diff --git a/pkg/apis/numaflow/v1alpha1/generated.proto b/pkg/apis/numaflow/v1alpha1/generated.proto
index 31361ffdf0..399f49aed9 100644
--- a/pkg/apis/numaflow/v1alpha1/generated.proto
+++ b/pkg/apis/numaflow/v1alpha1/generated.proto
@@ -918,8 +918,6 @@ message PipelineLimits {
   optional k8s.io.apimachinery.pkg.apis.meta.v1.Duration readTimeout = 4;
 
   // RetryInterval is the wait time before retrying a batch after getting an error from a user defined processor or ISBSVC.
-  // A small value similar to the default of 0.001s will use more CPU if a processor or buffer enters a prolonged failed state, while a larger value might
-  // introduce unecessary delays on short-lived errors.
   // +kubebuilder:default= "0.001s"
   // +optional
   optional k8s.io.apimachinery.pkg.apis.meta.v1.Duration retryInterval = 5;
diff --git a/pkg/apis/numaflow/v1alpha1/openapi_generated.go b/pkg/apis/numaflow/v1alpha1/openapi_generated.go
index 348906058f..f58aa6944f 100644
--- a/pkg/apis/numaflow/v1alpha1/openapi_generated.go
+++ b/pkg/apis/numaflow/v1alpha1/openapi_generated.go
@@ -3056,7 +3056,7 @@ func schema_pkg_apis_numaflow_v1alpha1_PipelineLimits(ref common.ReferenceCallba
 					},
 					"retryInterval": {
 						SchemaProps: spec.SchemaProps{
-							Description: "RetryInterval is the wait time before retrying a batch after getting an error from a user defined processor or ISBSVC. A small value similar to the default of 0.001s will use more CPU if a processor or buffer enters a prolonged failed state, while a larger value might introduce unecessary delays on short-lived errors.",
+							Description: "RetryInterval is the wait time before retrying a batch after getting an error from a user defined processor or ISBSVC.",
 							Ref:         ref("k8s.io/apimachinery/pkg/apis/meta/v1.Duration"),
 						},
 					},
diff --git a/pkg/apis/numaflow/v1alpha1/pipeline_types.go b/pkg/apis/numaflow/v1alpha1/pipeline_types.go
index 9ba79868bb..b73a0cb35f 100644
--- a/pkg/apis/numaflow/v1alpha1/pipeline_types.go
+++ b/pkg/apis/numaflow/v1alpha1/pipeline_types.go
@@ -596,8 +596,6 @@ type PipelineLimits struct {
 	// +optional
 	ReadTimeout *metav1.Duration `json:"readTimeout,omitempty" protobuf:"bytes,4,opt,name=readTimeout"`
 	// RetryInterval is the wait time before retrying a batch after getting an error from a user defined processor or ISBSVC.
-	// A small value similar to the default of 0.001s will use more CPU if a processor or buffer enters a prolonged failed state, while a larger value might
-	// introduce unecessary delays on short-lived errors.
 	// +kubebuilder:default= "0.001s"
 	// +optional
 	RetryInterval *metav1.Duration `json:"retryInterval,omitempty" protobuf:"bytes,5,opt,name=retryInterval"`

From 29bb098e6dc4ee5f4850903fe797ccd1ec404fdd Mon Sep 17 00:00:00 2001
From: Quentin Faidide <quentin.faidide@gmail.com>
Date: Tue, 9 Apr 2024 00:11:30 +0300
Subject: [PATCH 3/3] doc: add example and explanation for retryInterval in
 pipeline tuning page

Signed-off-by: Quentin Faidide <quentin.faidide@gmail.com>
---
 docs/user-guide/reference/pipeline-tuning.md | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/docs/user-guide/reference/pipeline-tuning.md b/docs/user-guide/reference/pipeline-tuning.md
index 5a36830b70..c8be83c2d5 100644
--- a/docs/user-guide/reference/pipeline-tuning.md
+++ b/docs/user-guide/reference/pipeline-tuning.md
@@ -7,6 +7,7 @@ processing cycle.
 - `readBatchSize` - How many messages to read for each cycle, defaults to `500`.
 - `bufferMaxLength` - How many unprocessed messages can be existing in the Inter-Step Buffer, defaults to `30000`.
 - `bufferUsageLimit` - The percentage of the buffer usage limit, a valid number should be less than 100. Default value is `80`, which means `80%`.
+- `retryInterval` - The time to wait before retrying after a failure of the UDF or of the ISBSVC.
 
 These parameters can be customized under `spec.limits` as below, once defined, they apply to all the vertices and Inter-Step Buffers of the pipeline.
 
@@ -20,6 +21,7 @@ spec:
     readBatchSize: 100
     bufferMaxLength: 30000
     bufferUsageLimit: 85
+    retryInterval: 0.05s
 ```
 
 They also can be defined in a vertex level, which will override the pipeline level settings.
@@ -34,6 +36,7 @@ spec:
     readBatchSize: 100
     bufferMaxLength: 30000
     bufferUsageLimit: 85
+    retryInterval: 0.05s
   vertices:
     - name: in
       source: