From ac3a22a076529a308a714ee616280d977d19785f Mon Sep 17 00:00:00 2001 From: Nick Stogner Date: Mon, 21 Oct 2024 09:18:15 -0400 Subject: [PATCH 01/13] Add basic proposal --- proposals/auth.md | 30 ++++++++++++++++++++++++++++++ 1 file changed, 30 insertions(+) create mode 100644 proposals/auth.md diff --git a/proposals/auth.md b/proposals/auth.md new file mode 100644 index 00000000..b1684213 --- /dev/null +++ b/proposals/auth.md @@ -0,0 +1,30 @@ +# Auth + +The KubeAI system is configured to trust a configured header. + +```yaml +auth: + http: + trustedHeader: X-Auth-Groups + # Possibly in future: configure Model roles. + # modelRoles: + # user: ["list", "describe", "infer"] +``` + +The groups associated with a request are passed in a trusted header. + +```bash +curl http://localhost:8000/openai/v1/completions \ + -H "X-Auth-Groups: group-a, group-b" +``` + +The groups that are allowed to access a given model are configured as labels on the Model. + +```yaml +kind: Model +metadata: + name: llama-3.2 + labels: + auth.kubeai.org/group-a: user + auth.kubeai.org/group-b: user +``` \ No newline at end of file From d5f08d703b2b69736678eddf23e80491e62f4ae0 Mon Sep 17 00:00:00 2001 From: Nick Stogner Date: Mon, 21 Oct 2024 09:23:14 -0400 Subject: [PATCH 02/13] Change group names --- proposals/auth.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/proposals/auth.md b/proposals/auth.md index b1684213..1dfc5c24 100644 --- a/proposals/auth.md +++ b/proposals/auth.md @@ -15,7 +15,7 @@ The groups associated with a request are passed in a trusted header. ```bash curl http://localhost:8000/openai/v1/completions \ - -H "X-Auth-Groups: group-a, group-b" + -H "X-Auth-Groups: grp-a, grp-b" ``` The groups that are allowed to access a given model are configured as labels on the Model. @@ -25,6 +25,6 @@ kind: Model metadata: name: llama-3.2 labels: - auth.kubeai.org/group-a: user - auth.kubeai.org/group-b: user + auth.kubeai.org/grp-a: user + auth.kubeai.org/grp-c: user ``` \ No newline at end of file From e4222ae4792c9c5c563d40d9a9e10ce7718a2806 Mon Sep 17 00:00:00 2001 From: Nick Stogner Date: Mon, 21 Oct 2024 09:37:55 -0400 Subject: [PATCH 03/13] Add option 2 --- proposals/auth.md | 26 +++++++++++++++++++++++++- 1 file changed, 25 insertions(+), 1 deletion(-) diff --git a/proposals/auth.md b/proposals/auth.md index 1dfc5c24..aabf6cb5 100644 --- a/proposals/auth.md +++ b/proposals/auth.md @@ -1,5 +1,7 @@ # Auth +## Implementation Option 1: Auth Labels + The KubeAI system is configured to trust a configured header. ```yaml @@ -27,4 +29,26 @@ metadata: labels: auth.kubeai.org/grp-a: user auth.kubeai.org/grp-c: user -``` \ No newline at end of file +``` + +## Implementation Option 2: General Labels + +In this implementation, a label selector is passed in HTTP headers. + +```bash +curl http://localhost:8000/openai/v1/completions \ + -H "X-Selector: key1=value1" + +curl http://localhost:8000/openai/v1/models \ + -H "X-Selector: key1=value1" +``` + +Models just need to have the labels set. + +```yaml +kind: Model +metadata: + name: llama-3.2 + labels: + key1: value1 +``` From 816134e8a86a3521b0bb62f325835fd16af8257e Mon Sep 17 00:00:00 2001 From: Nick Stogner Date: Mon, 21 Oct 2024 09:54:30 -0400 Subject: [PATCH 04/13] Add diagram --- proposals/auth.md | 5 +++++ .../auth-with-label-selector.excalidraw.png | Bin 0 -> 110846 bytes 2 files changed, 5 insertions(+) create mode 100644 proposals/diagrams/auth-with-label-selector.excalidraw.png diff --git a/proposals/auth.md b/proposals/auth.md index aabf6cb5..40f36f94 100644 --- a/proposals/auth.md +++ b/proposals/auth.md @@ -1,5 +1,8 @@ # Auth +The goal of this proposal is to allow KubeAI to be used in a multitenancy environment where +some users only have access to some models. + ## Implementation Option 1: Auth Labels The KubeAI system is configured to trust a configured header. @@ -35,6 +38,8 @@ metadata: In this implementation, a label selector is passed in HTTP headers. +![Auth with Label Selector](../diagrams/auth-with-label-selector.excalidraw.png) + ```bash curl http://localhost:8000/openai/v1/completions \ -H "X-Selector: key1=value1" diff --git a/proposals/diagrams/auth-with-label-selector.excalidraw.png b/proposals/diagrams/auth-with-label-selector.excalidraw.png new file mode 100644 index 0000000000000000000000000000000000000000..85fcb755b8f1c299c6cb93ebb6b704ba91bfd265 GIT binary patch literal 110846 zcmaI81z1*5(*>%C3W#*KbVzrjw4|bRcZYO~N|%6igVNpIAq~>q-Q95a3+ng%|9|iG zc^^dNoU>#0%$hZ8j<2k==yNz6xCaj&JQo)ediUVLqmBm;9-hKH0YC8}!8ZecJ+yu& z`uag$FW<2Sg9Vg%{74n!{X}N4piXyZ+Xqrb-&WbIv+MULXZ)Rp zz!;1esdr$cvj5#(gixU(={3BLcbhz)jg^^kOUHA;YG`QG97wz5S_S5to$Q-<2XN0(TO{P&%f$TL`3O=mzYeQA6cjM)<+wxiMOT@(( zHW?D?8ZrAuui=(nFkbIYD1vbN?DAxX@%ngs67%}v*!s=vhS1+tZzzQoBdtEUF|@lM z>MNMNDJ!sgR=YF2x_u#!@VRXni8+}}TlTcD`0WDLFE;b*MJ`XaNp!G|ss38*+-oo( zHA7|=^gEmMP(bDQxa5QUYcx-d8S31d(EU}});J0Jq`{Xb+QXgb`T_hmXOEuau=ot^ 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zP!=SqW@GWB8MbWo06`%B;-yw#g|^CYCf^OIyaa9t5Z(R3w{~paMZ3YWdS~?)$|#vG z8tMWV9m=A@#@!G*xbW|0%P91s7k}$!KLOOfztiTsV9N4reFYc4`8IVSb~0!Z{yV3Cm-@mF?&-Gwj}S3uim7|c#&ul+Ap9xJ^|-6v$LU@ET|8{R-}8zo6j zDV~3I0RrKRW?&l#A2WigMTd6qJ8+f2yCA9thhyh7vs0=Imgc}wXc7nzCa;j2?iRDK zkgMy2oVkD?4k87+|>lGD;?Vl&M{4lILXjB{lh`dAo!y(G$_L%&i$$puQp zUEVJ#wuif8EdJA(j`;j2T@O^FHSoF7p}+F}dZLD(ThWE@BEL7;F& znR(4nejQc%Ho-VVP2)i_HYY-1-0_{06I2R9px`Y-meFoSqsd3&9AzkT^uYQV7~F*yA@(X4NOP-fYxWgBaX9~az~9HigN zo4dqM{aKIiJXNBtOh=hbm%uRlU zs-=&?I@lhC|A4@d6gAC|hZ!0ZIE)Yi!hCOk6OoVYVy&z-Zv+Ixgyi{n5-#A34cNq_ zCVyVaH=8Rf(JxCr`J=JH?OV*}#V{n%Cr&-Q#7p2O$S1~|&8_D0 Fe*j%_iWC3< literal 0 HcmV?d00001 From 6d0f771bd86122273f16f16eb98e89bed3444e1d Mon Sep 17 00:00:00 2001 From: Nick Stogner Date: Mon, 21 Oct 2024 09:58:14 -0400 Subject: [PATCH 05/13] Update --- proposals/auth.md | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/proposals/auth.md b/proposals/auth.md index 40f36f94..a756871a 100644 --- a/proposals/auth.md +++ b/proposals/auth.md @@ -5,6 +5,8 @@ some users only have access to some models. ## Implementation Option 1: Auth Labels +In this implementation, KubeAI has well-known labels that correspond to groups that are allowed to access models. + The KubeAI system is configured to trust a configured header. ```yaml @@ -36,7 +38,9 @@ metadata: ## Implementation Option 2: General Labels -In this implementation, a label selector is passed in HTTP headers. +**CURRENT PREFERENCE** (Unless there is a reason to introduce auth-specific configuration.) + +In this implementation, label selectors are used to filter models. The decision of which labels to use are up to the architects of the system that KubeAI is a part of. These label selectors could be enforced by a server that is an intermediary between KubeAI and the end users. ![Auth with Label Selector](../diagrams/auth-with-label-selector.excalidraw.png) From 4247a8a5dbeb900b6247ea388d796c3260955a34 Mon Sep 17 00:00:00 2001 From: Nick Stogner Date: Mon, 21 Oct 2024 09:59:12 -0400 Subject: [PATCH 06/13] Fix diagram link --- proposals/auth.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/proposals/auth.md b/proposals/auth.md index a756871a..ff9c9bdc 100644 --- a/proposals/auth.md +++ b/proposals/auth.md @@ -42,7 +42,7 @@ metadata: In this implementation, label selectors are used to filter models. The decision of which labels to use are up to the architects of the system that KubeAI is a part of. These label selectors could be enforced by a server that is an intermediary between KubeAI and the end users. -![Auth with Label Selector](../diagrams/auth-with-label-selector.excalidraw.png) +![Auth with Label Selector](./diagrams/auth-with-label-selector.excalidraw.png) ```bash curl http://localhost:8000/openai/v1/completions \ From ba7c13fe2a9df0d1af202b1a9f2e5626027b5570 Mon Sep 17 00:00:00 2001 From: Nick Stogner Date: Mon, 21 Oct 2024 10:00:39 -0400 Subject: [PATCH 07/13] Update --- proposals/auth.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/proposals/auth.md b/proposals/auth.md index ff9c9bdc..5fe5e939 100644 --- a/proposals/auth.md +++ b/proposals/auth.md @@ -36,7 +36,7 @@ metadata: auth.kubeai.org/grp-c: user ``` -## Implementation Option 2: General Labels +## Implementation Option 2: General Label Selector **CURRENT PREFERENCE** (Unless there is a reason to introduce auth-specific configuration.) From bd98f616db6f8c7413acb7698c006c318dbd4c18 Mon Sep 17 00:00:00 2001 From: Nick Stogner Date: Mon, 21 Oct 2024 10:12:04 -0400 Subject: [PATCH 08/13] Clarify --- proposals/auth.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/proposals/auth.md b/proposals/auth.md index 5fe5e939..7502605b 100644 --- a/proposals/auth.md +++ b/proposals/auth.md @@ -32,8 +32,8 @@ kind: Model metadata: name: llama-3.2 labels: - auth.kubeai.org/grp-a: user - auth.kubeai.org/grp-c: user + auth.kubeai.org/grp-a: + auth.kubeai.org/grp-c: ``` ## Implementation Option 2: General Label Selector From 4f454a8db1737c08569d7ffab8a136b71e03bfe3 Mon Sep 17 00:00:00 2001 From: Nick Stogner Date: Tue, 22 Oct 2024 20:03:21 -0400 Subject: [PATCH 09/13] Implement label selector specified in HTTP headers --- internal/messenger/messenger.go | 4 +- internal/modelproxy/handler.go | 6 +- internal/modelproxy/handler_test.go | 2 +- internal/modelproxy/request.go | 9 +- internal/modelscaler/scaler.go | 21 ++- internal/openaiserver/models.go | 18 ++- test/integration/proxy_test.go | 13 +- test/integration/selector_test.go | 200 ++++++++++++++++++++++++++++ test/integration/utils_test.go | 99 ++++++++++---- 9 files changed, 329 insertions(+), 43 deletions(-) create mode 100644 test/integration/selector_test.go diff --git a/internal/messenger/messenger.go b/internal/messenger/messenger.go index 9a4a625e..a8a1e26d 100644 --- a/internal/messenger/messenger.go +++ b/internal/messenger/messenger.go @@ -69,7 +69,7 @@ func NewMessenger( } type ModelScaler interface { - ModelExists(ctx context.Context, model string) (bool, error) + ModelFound(ctx context.Context, model string, selectors []string) (bool, error) ScaleAtLeastOneReplica(ctx context.Context, model string) error } @@ -204,7 +204,7 @@ func (m *Messenger) handleRequest(ctx context.Context, msg *pubsub.Message) { metrics.InferenceRequestsActive.Add(ctx, 1, metricAttrs) defer metrics.InferenceRequestsActive.Add(ctx, -1, metricAttrs) - modelExists, err := m.modelScaler.ModelExists(ctx, req.model) + modelExists, err := m.modelScaler.ModelFound(ctx, req.model, nil) if err != nil { m.sendResponse(req, m.jsonError("error checking if model exists: %v", err), http.StatusInternalServerError) return diff --git a/internal/modelproxy/handler.go b/internal/modelproxy/handler.go index 0e619701..cf6b2f19 100644 --- a/internal/modelproxy/handler.go +++ b/internal/modelproxy/handler.go @@ -14,7 +14,7 @@ import ( ) type ModelScaler interface { - ModelExists(ctx context.Context, model string) (bool, error) + ModelFound(ctx context.Context, model string, selectors []string) (bool, error) ScaleAtLeastOneReplica(ctx context.Context, model string) error } @@ -60,7 +60,7 @@ func (h *Handler) ServeHTTP(w http.ResponseWriter, r *http.Request) { pr := newProxyRequest(r) // TODO: Only parse model for paths that would have a model. - if err := pr.parseModel(); err != nil { + if err := pr.parse(); err != nil { pr.sendErrorResponse(w, http.StatusBadRequest, "unable to parse model: %v", err) return } @@ -74,7 +74,7 @@ func (h *Handler) ServeHTTP(w http.ResponseWriter, r *http.Request) { metrics.InferenceRequestsActive.Add(pr.r.Context(), 1, metricAttrs) defer metrics.InferenceRequestsActive.Add(pr.r.Context(), -1, metricAttrs) - modelExists, err := h.modelScaler.ModelExists(r.Context(), pr.model) + modelExists, err := h.modelScaler.ModelFound(r.Context(), pr.model, pr.selectors) if err != nil { pr.sendErrorResponse(w, http.StatusInternalServerError, "unable to resolve model: %v", err) return diff --git a/internal/modelproxy/handler_test.go b/internal/modelproxy/handler_test.go index 81d35b0a..5506186c 100644 --- a/internal/modelproxy/handler_test.go +++ b/internal/modelproxy/handler_test.go @@ -257,7 +257,7 @@ type testModelInterface struct { models map[string]string } -func (t *testModelInterface) ModelExists(ctx context.Context, model string) (bool, error) { +func (t *testModelInterface) ModelFound(ctx context.Context, model string, selector []string) (bool, error) { _, ok := t.models[model] return ok, nil } diff --git a/internal/modelproxy/request.go b/internal/modelproxy/request.go index f47152a7..d985946b 100644 --- a/internal/modelproxy/request.go +++ b/internal/modelproxy/request.go @@ -22,7 +22,7 @@ type proxyRequest struct { // in order to determine the model. body []byte - // metadata: + selectors []string id string status int @@ -38,14 +38,15 @@ func newProxyRequest(r *http.Request) *proxyRequest { } return pr - } -// parseModel attempts to determine the model from the request. +// parse attempts to determine the model from the request. // It first checks the "X-Model" header, and if that is not set, it // attempts to unmarshal the request body as JSON and extract the // .model field. -func (pr *proxyRequest) parseModel() error { +func (pr *proxyRequest) parse() error { + pr.selectors = pr.r.Header.Values("X-Selector") + // Try to get the model from the header first if headerModel := pr.r.Header.Get("X-Model"); headerModel != "" { pr.model = headerModel diff --git a/internal/modelscaler/scaler.go b/internal/modelscaler/scaler.go index 35bfd16c..35bb2b9a 100644 --- a/internal/modelscaler/scaler.go +++ b/internal/modelscaler/scaler.go @@ -9,6 +9,7 @@ import ( kubeaiv1 "github.com/substratusai/kubeai/api/v1" autoscalingv1 "k8s.io/api/autoscaling/v1" apierrors "k8s.io/apimachinery/pkg/api/errors" + "k8s.io/apimachinery/pkg/labels" "k8s.io/apimachinery/pkg/types" "sigs.k8s.io/controller-runtime/pkg/client" ) @@ -26,13 +27,29 @@ func NewModelScaler(client client.Client, namespace string) *ModelScaler { return &ModelScaler{client: client, namespace: namespace, consecutiveScaleDowns: map[string]int{}} } -func (s *ModelScaler) ModelExists(ctx context.Context, model string) (bool, error) { - if err := s.client.Get(ctx, types.NamespacedName{Name: model, Namespace: s.namespace}, &kubeaiv1.Model{}); err != nil { +func (s *ModelScaler) ModelFound(ctx context.Context, model string, labelSelectors []string) (bool, error) { + m := &kubeaiv1.Model{} + if err := s.client.Get(ctx, types.NamespacedName{Name: model, Namespace: s.namespace}, m); err != nil { if apierrors.IsNotFound(err) { return false, nil } return false, err } + + lbls := m.GetLabels() + if lbls == nil { + lbls = map[string]string{} + } + for _, sel := range labelSelectors { + parsedSel, err := labels.Parse(sel) + if err != nil { + return false, fmt.Errorf("parse label selector: %w", err) + } + if !parsedSel.Matches(labels.Set(lbls)) { + return false, nil + } + } + return true, nil } diff --git a/internal/openaiserver/models.go b/internal/openaiserver/models.go index 680d3601..22f44e0f 100644 --- a/internal/openaiserver/models.go +++ b/internal/openaiserver/models.go @@ -5,6 +5,7 @@ import ( "net/http" kubeaiv1 "github.com/substratusai/kubeai/api/v1" + "k8s.io/apimachinery/pkg/labels" "sigs.k8s.io/controller-runtime/pkg/client" ) @@ -22,14 +23,27 @@ func (h *Handler) getModels(w http.ResponseWriter, r *http.Request) { features = []string{kubeaiv1.ModelFeatureTextGeneration} } + var listOpts []client.ListOption + headerSelectors := r.Header.Values("X-Selector") + for _, sel := range headerSelectors { + parsedSel, err := labels.Parse(sel) + if err != nil { + sendErrorResponse(w, http.StatusBadRequest, "failed to parse label selector: %v", err) + return + } + listOpts = append(listOpts, client.MatchingLabelsSelector{Selector: parsedSel}) + } + var k8sModels []kubeaiv1.Model k8sModelNames := map[string]struct{}{} for _, feature := range features { - // NOTE(nstogner): Could not find a way to do an OR query with the client, + // NOTE: At time of writing an OR query is not supported with the + // Kubernetes API server // so we just do multiple queries and merge the results. labelSelector := client.MatchingLabels{kubeaiv1.ModelFeatureLabelDomain + "/" + feature: "true"} list := &kubeaiv1.ModelList{} - if err := h.K8sClient.List(r.Context(), list, labelSelector); err != nil { + opts := append([]client.ListOption{labelSelector}, listOpts...) + if err := h.K8sClient.List(r.Context(), list, opts...); err != nil { sendErrorResponse(w, http.StatusInternalServerError, "failed to list models: %v", err) return } diff --git a/test/integration/proxy_test.go b/test/integration/proxy_test.go index 573f2930..48a5fbdb 100644 --- a/test/integration/proxy_test.go +++ b/test/integration/proxy_test.go @@ -55,32 +55,33 @@ func TestProxy(t *testing.T) { // Wait for controller cache to sync. time.Sleep(3 * time.Second) - // Send request number 1 var wg sync.WaitGroup - sendRequests(t, &wg, m.Name, 1, http.StatusOK, "request 1") + + // Send request number 1 + sendRequests(t, &wg, m.Name, nil, 1, http.StatusOK, "", "request 1") requireModelReplicas(t, m, 1, "Replicas should be scaled up to 1 to process messaging request", 5*time.Second) requireModelPods(t, m, 1, "Pod should be created for the messaging request", 5*time.Second) markAllModelPodsReady(t, m) - completeRequests(backendComplete, 1) + closeChannels(backendComplete, 1) require.Equal(t, int32(1), totalBackendRequests.Load(), "ensure the request made its way to the backend") const autoscaleUpWait = 25 * time.Second // Ensure the deployment is autoscaled past 1. // Simulate the backend processing the request. - sendRequests(t, &wg, m.Name, 2, http.StatusOK, "request 2,3") + sendRequests(t, &wg, m.Name, nil, 2, http.StatusOK, "", "request 2,3") requireModelReplicas(t, m, 2, "Replicas should be scaled up to 2 to process pending messaging request", autoscaleUpWait) requireModelPods(t, m, 2, "2 Pods should be created for the messaging requests", 5*time.Second) markAllModelPodsReady(t, m) // Make sure deployment will not be scaled past max (3). - sendRequests(t, &wg, m.Name, 2, http.StatusOK, "request 4,5") + sendRequests(t, &wg, m.Name, nil, 2, http.StatusOK, "", "request 4,5") require.Never(t, func() bool { assert.NoError(t, testK8sClient.Get(testCtx, client.ObjectKeyFromObject(m), m)) return *m.Spec.Replicas > *m.Spec.MaxReplicas }, autoscaleUpWait, time.Second/10, "Replicas should not be scaled past MaxReplicas") - completeRequests(backendComplete, 4) + closeChannels(backendComplete, 4) require.Equal(t, int32(5), totalBackendRequests.Load(), "ensure all the requests made their way to the backend") // Ensure the deployment is autoscaled back down to MinReplicas. diff --git a/test/integration/selector_test.go b/test/integration/selector_test.go new file mode 100644 index 00000000..aa46e874 --- /dev/null +++ b/test/integration/selector_test.go @@ -0,0 +1,200 @@ +package integration + +import ( + "fmt" + "log" + "net/http" + "net/http/httptest" + "testing" + "time" + + "github.com/stretchr/testify/require" +) + +func TestSelector(t *testing.T) { + sysCfg := baseSysCfg(t) + initTest(t, sysCfg) + + const ( + commonLabelKey = "test-label-key" + m0m1CommonLabelVal = "test-label-val-found" + m2CommonLabelVal = "test-label-val-not-found" + + m0OnlyLabelKey = "m0-only-label-key" + m0OnlyLabelVal = "m0-only-label-val" + m1OnlyLabelKey = "m1-only-label-key" + m1OnlyLabelVal = "m1-only-label-val" + ) + // Model with an active backend to send requests to. + m0 := modelForTest(t) + m0.Name = m0.Name + "0" + m0.Labels[commonLabelKey] = m0m1CommonLabelVal + m0.Labels[m0OnlyLabelKey] = m0OnlyLabelVal + require.NoError(t, testK8sClient.Create(testCtx, m0)) + + testModelBackend := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) { + log.Println("Serving request from testBackend") + w.WriteHeader(200) + })) + updateModelWithBackend(t, m0, testModelBackend) + + // Update with MinReplicas after setting annotation to trigger Pod creation + // with annotations pointing to test backend. + updateModel(t, m0, func() { + m0.Spec.MinReplicas = 1 + }, "Set MinReplicas to 1") + requireModelPods(t, m0, 1, "Min replica Pod should be created", 5*time.Second) + markAllModelPodsReady(t, m0) + + //logPods(t) + + inferenceCases := []struct { + name string + modelName string + selectorHeaders []string + expCode int + expBodyContains string + }{ + { + name: "non existent model", + modelName: "does-not-exist", + selectorHeaders: []string{commonLabelKey + "=" + m0m1CommonLabelVal}, + expCode: http.StatusNotFound, + expBodyContains: "model not found", + }, + { + name: "existant model no match", + modelName: m0.Name, + selectorHeaders: []string{commonLabelKey + "=" + m2CommonLabelVal}, + expCode: http.StatusNotFound, + expBodyContains: "model not found", + }, + { + name: "existant model 1/2 match single header", + modelName: m0.Name, + selectorHeaders: []string{commonLabelKey + "=" + m2CommonLabelVal + "," + m1OnlyLabelKey + "=" + m1OnlyLabelVal}, + expCode: http.StatusNotFound, + expBodyContains: "model not found", + }, + { + name: "existant model 1/2 match separate headers", + modelName: m0.Name, + selectorHeaders: []string{ + commonLabelKey + "=" + m2CommonLabelVal, + m1OnlyLabelKey + "=" + m1OnlyLabelVal, + }, + expCode: http.StatusNotFound, + expBodyContains: "model not found", + }, + { + name: "model exists 2/2 labels match single header", + modelName: m0.Name, + selectorHeaders: []string{commonLabelKey + "=" + m0m1CommonLabelVal + "," + m0OnlyLabelKey + "=" + m0OnlyLabelVal}, + expCode: http.StatusOK, + }, + { + name: "model exists 2/2 labels match separate headers", + modelName: m0.Name, + selectorHeaders: []string{ + commonLabelKey + "=" + m0m1CommonLabelVal, + m0OnlyLabelKey + "=" + m0OnlyLabelVal, + }, + expCode: http.StatusOK, + }, + { + name: "model exists 1/1 labels match", + modelName: m0.Name, + selectorHeaders: []string{commonLabelKey + "=" + m0m1CommonLabelVal}, + expCode: http.StatusOK, + }, + { + name: "model exists 1/1 labels match in", + modelName: m0.Name, + selectorHeaders: []string{fmt.Sprintf("%s in (%s)", m0OnlyLabelKey, m0OnlyLabelVal)}, + expCode: http.StatusOK, + }, + } + for _, c := range inferenceCases { + t.Run("inference "+c.name, func(t *testing.T) { + t.Parallel() + sendOpenAIInferenceRequest(t, + c.modelName, c.selectorHeaders, + c.expCode, c.expBodyContains, + c.name) + }) + } + + // Secondary model for listing. + m1 := modelForTest(t) + m1.Name = m1.Name + "1" + m1.Labels[commonLabelKey] = m0m1CommonLabelVal + m1.Labels[m1OnlyLabelKey] = m1OnlyLabelVal + require.NoError(t, testK8sClient.Create(testCtx, m1)) + + // Third model for filtering out. + m2 := modelForTest(t) + m2.Name = m2.Name + "2" + m2.Labels[commonLabelKey] = m2CommonLabelVal + require.NoError(t, testK8sClient.Create(testCtx, m2)) + + // Wait for cache to sync. + time.Sleep(time.Second) + + listTestCases := []struct { + name string + selectorHeaders []string + expLen int + expModels []string + }{ + { + name: "one selector two models", + selectorHeaders: []string{commonLabelKey + "=" + m0m1CommonLabelVal}, + expLen: 2, + expModels: []string{m0.Name, m1.Name}, + }, + { + name: "two selectors one header one model", + selectorHeaders: []string{ + commonLabelKey + "=" + m0m1CommonLabelVal + "," + + m0OnlyLabelKey + "=" + m0OnlyLabelVal, + }, + expLen: 1, + expModels: []string{m0.Name}, + }, + { + name: "two selectors two headers one model", + selectorHeaders: []string{ + commonLabelKey + "=" + m0m1CommonLabelVal, + m0OnlyLabelKey + "=" + m0OnlyLabelVal, + }, + expLen: 1, + expModels: []string{m0.Name}, + }, + { + name: "other model", + selectorHeaders: []string{commonLabelKey + "=" + m2CommonLabelVal}, + expLen: 1, + expModels: []string{m2.Name}, + }, + { + name: "single in selector all three models", + selectorHeaders: []string{ + fmt.Sprintf("%s in (%s, %s)", commonLabelKey, m0m1CommonLabelVal, m2CommonLabelVal), + }, + expLen: 3, + expModels: []string{m0.Name, m1.Name, m2.Name}, + }, + } + for _, c := range listTestCases { + t.Run("list "+c.name, func(t *testing.T) { + t.Parallel() + list := sendOpenAIListModelsRequest(t, c.selectorHeaders, http.StatusOK, c.name) + require.Len(t, list, c.expLen) + ids := make([]string, len(list)) + for i, m := range list { + ids[i] = m.ID + } + require.ElementsMatch(t, c.expModels, ids) + }) + } +} diff --git a/test/integration/utils_test.go b/test/integration/utils_test.go index 169309bb..422950cc 100644 --- a/test/integration/utils_test.go +++ b/test/integration/utils_test.go @@ -2,7 +2,9 @@ package integration import ( "bytes" + "encoding/json" "fmt" + "io" "net/http" "net/http/httptest" "net/url" @@ -14,10 +16,12 @@ import ( "github.com/stretchr/testify/assert" "github.com/stretchr/testify/require" v1 "github.com/substratusai/kubeai/api/v1" + "github.com/substratusai/kubeai/internal/openaiserver" batchv1 "k8s.io/api/batch/v1" corev1 "k8s.io/api/core/v1" metav1 "k8s.io/apimachinery/pkg/apis/meta/v1" "sigs.k8s.io/controller-runtime/pkg/client" + "sigs.k8s.io/yaml" ) func modelForTest(t *testing.T) *v1.Model { @@ -29,7 +33,8 @@ func modelForTest(t *testing.T) *v1.Model { "test-annotation": "test", }, Labels: map[string]string{ - "test-label": "test", + "test-label": "test", + "test-case-name": strings.ToLower(t.Name()), }, }, Spec: v1.ModelSpec{ @@ -89,7 +94,9 @@ func markAllModelPodsReady(t *testing.T, m *v1.Model) { for _, pod := range podList.Items { pod.Status.Phase = corev1.PodRunning pod.Status.Conditions = []corev1.PodCondition{{Type: corev1.PodReady, Status: corev1.ConditionTrue}} - require.NoError(t, testK8sClient.Status().Update(testCtx, &pod)) + if !assert.NoError(t, testK8sClient.Status().Update(testCtx, &pod)) { + return + } } }, 2*time.Second, time.Second/10, "All model Pods should be marked ready") } @@ -121,37 +128,71 @@ func updateModelWithBackend(t *testing.T, m *v1.Model, testModelBackend *httptes }, "Set model IP/port annotations to direct requests to testBackend instead of the Pod's (non-existant) IP") } -func sendRequests(t *testing.T, wg *sync.WaitGroup, modelName string, n int, expCode int, msg string) { +func sendRequests(t *testing.T, wg *sync.WaitGroup, modelName string, selectorHeaders []string, n int, expCode int, expBodyContains string, msg string) { + t.Helper() for i := 0; i < n; i++ { - sendRequest(t, wg, modelName, expCode, msg) + wg.Add(1) + go func() { + defer wg.Done() + sendOpenAIInferenceRequest(t, modelName, selectorHeaders, expCode, expBodyContains, msg) + }() } } -func sendRequest(t *testing.T, wg *sync.WaitGroup, modelName string, expCode int, msg string) { +func sendOpenAIInferenceRequest(t *testing.T, modelName string, selectorHeaders []string, expCode int, expBodyContains string, msg string) { t.Helper() - wg.Add(1) - go func() { - defer wg.Done() - - body := []byte(fmt.Sprintf(`{"model": %q}`, modelName)) - req, err := http.NewRequest(http.MethodPost, "http://localhost:8000/openai/v1/completions", bytes.NewReader(body)) - if t.Failed() { - // Don't report errors if the test already failed - confusing. - return - } + body := []byte(fmt.Sprintf(`{"model": %q}`, modelName)) + req, err := http.NewRequest(http.MethodPost, "http://localhost:8000/openai/v1/completions", bytes.NewReader(body)) + if t.Failed() { + // Don't report errors if the test already failed - confusing. + return + } + require.NoError(t, err, msg) + for _, selector := range selectorHeaders { + t.Logf("Using selector: %s", selector) + req.Header.Add("X-Selector", selector) + } + + res, err := testHTTPClient.Do(req) + if t.Failed() { + // Don't report errors if the test already failed - confusing. + return + } + require.NoError(t, err, msg) + defer res.Body.Close() + require.Equal(t, expCode, res.StatusCode, msg) + + if expBodyContains != "" { + bdy, err := io.ReadAll(res.Body) require.NoError(t, err, msg) + require.Contains(t, string(bdy), expBodyContains, msg) + } +} - res, err := testHTTPClient.Do(req) - if t.Failed() { - // Don't report errors if the test already failed - confusing. - return - } +func sendOpenAIListModelsRequest(t *testing.T, selectorHeaders []string, expCode int, msg string) []openaiserver.Model { + t.Helper() + req, err := http.NewRequest(http.MethodGet, "http://localhost:8000/openai/v1/models", nil) + require.NoError(t, err, msg) + for _, selector := range selectorHeaders { + req.Header.Add("X-Selector", selector) + } + + res, err := testHTTPClient.Do(req) + require.NoError(t, err, msg) + require.Equal(t, expCode, res.StatusCode, msg) + defer res.Body.Close() + + var respBody struct { + Data []openaiserver.Model `json:"data"` + } + if err := json.NewDecoder(res.Body).Decode(&respBody); err != nil { require.NoError(t, err, msg) - require.Equal(t, expCode, res.StatusCode, msg) - }() + } + + return respBody.Data } -func completeRequests(c chan struct{}, n int) { +func closeChannels(c chan struct{}, n int) { for i := 0; i < n; i++ { c <- struct{}{} } @@ -179,3 +220,15 @@ func setJobCompletedStatus(job *batchv1.Job) { Status: corev1.ConditionTrue, }) } + +func logPods(t *testing.T) { + podList := &corev1.PodList{} + require.NoError(t, testK8sClient.List(testCtx, podList, client.InNamespace(testNS))) + fmt.Println("=== Pods ===") + for _, pod := range podList.Items { + yml, err := yaml.Marshal(pod) + require.NoError(t, err) + fmt.Println(string(yml)) + fmt.Println("---") + } +} From df2a21decfbdc316e6d9d9e07307bbd1aa674060 Mon Sep 17 00:00:00 2001 From: Nick Stogner Date: Tue, 22 Oct 2024 20:38:18 -0400 Subject: [PATCH 10/13] Add multitenancy doc --- .../multitenancy-labels.excalidraw.png | Bin 0 -> 110846 bytes docs/how-to/architect-for-multitenancy.md | 42 ++++++++++++++++++ 2 files changed, 42 insertions(+) create mode 100644 docs/diagrams/multitenancy-labels.excalidraw.png create mode 100644 docs/how-to/architect-for-multitenancy.md diff --git a/docs/diagrams/multitenancy-labels.excalidraw.png b/docs/diagrams/multitenancy-labels.excalidraw.png new file mode 100644 index 0000000000000000000000000000000000000000..85fcb755b8f1c299c6cb93ebb6b704ba91bfd265 GIT binary patch literal 110846 zcmaI81z1*5(*>%C3W#*KbVzrjw4|bRcZYO~N|%6igVNpIAq~>q-Q95a3+ng%|9|iG zc^^dNoU>#0%$hZ8j<2k==yNz6xCaj&JQo)ediUVLqmBm;9-hKH0YC8}!8ZecJ+yu& 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selectors](https://kubernetes.io/docs/concepts/overview/working-with-objects/labels/#label-selectors). These label selectors can be specified on all OpenAI-compatible endpoints through the `X-Selector` HTTP header and will match on labels specified on the `kind: Model` objects. The pattern is similar to using a `WHERE` clause in a SQL query. + +Example Models: + +```yaml +kind: Model +metadata: + name: llama-3.2 + labels: + tenancy: public +spec: +# ... +--- +kind: Model +metadata: + name: custom-private-model + labels: + tenancy: org-abc +spec: +# ... +``` + +Example HTTP requests: + +```bash +# List of models will be filtered. +curl http://$KUBEAI_ENDPOINT/openai/v1/models \ + -H "X-Selector: tenancy in (org-abc, public)" + +# When running inference, if the label selector does not match +# a 404 will be returned. +curl http://$KUBEAI_ENDPOINT/openai/v1/completions \ + -H "Content-Type: application/json" \ + -H "X-Selector: tenancy in (org-abc, public)" \ + -d '{"prompt": "Hi", "model": "llama-3.2"}' +``` + +Example architecture: + +![Multitenancy](../diagrams/multitenancy-labels.excalidraw.png) \ No newline at end of file From c0ab44bf52a781d95354f8a9b0d510d2a38387a2 Mon Sep 17 00:00:00 2001 From: Nick Stogner Date: Tue, 22 Oct 2024 20:58:35 -0400 Subject: [PATCH 11/13] Rename header, add to docs/comments --- .../multitenancy-labels.excalidraw.png | Bin 110846 -> 110730 bytes docs/how-to/architect-for-multitenancy.md | 10 ++++++---- internal/modelproxy/request.go | 2 +- internal/openaiserver/models.go | 2 +- .../auth-with-label-selector.excalidraw.png | Bin 110846 -> 110549 bytes proposals/{auth.md => multitenancy.md} | 6 +++--- test/integration/selector_test.go | 2 ++ test/integration/utils_test.go | 4 ++-- 8 files changed, 15 insertions(+), 11 deletions(-) rename proposals/{auth.md => multitenancy.md} (94%) diff --git a/docs/diagrams/multitenancy-labels.excalidraw.png b/docs/diagrams/multitenancy-labels.excalidraw.png index 85fcb755b8f1c299c6cb93ebb6b704ba91bfd265..a0d6fdab11d93b1beac2dff4b685cb604d447412 100644 GIT binary patch delta 87542 zcmYgYWk6JIw-rP}ks4Y;hM_y8q!flmy1QGXn?rXuBGN4&C7_gaNjC^m(v5W7gZld2 zpD=UIQ~TMm*4lHkh#a?m_esWdI*ER)lYm zA^KRxt`{CY-(+O7uU<$)Pp($2vgcXhOx?70YP%%U3OP~_OyXGF^w4<4kCMf{@Mi{N 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zw3Nj?#P>x>VgaU->TZBmCV|NAq5Mdz84jTstZQb+Ubo;ohyecpj{g{J<}>$Nh#Td3 zTzYU#pmBC{A{<_@sO1dH`ba$E{U3r^rrM|ZS*4c~Zc~mjPZi8v;zs_=#kK4xGnb|k z%!ab=vJ;5<@)9NsuC`tMJMqm=xVs=~j+iaRwRgN0`k%*#-$3%L(Wv}oMJpBi8N%V| zD!#%GPS`A13 tM|1wM+e5kfp|7Uvvtboz?UG(ihT$n4cwbz8cL4m32@6O($>dje`9Iw|%<2FD diff --git a/docs/how-to/architect-for-multitenancy.md b/docs/how-to/architect-for-multitenancy.md index f3d4d49b..db8459ba 100644 --- a/docs/how-to/architect-for-multitenancy.md +++ b/docs/how-to/architect-for-multitenancy.md @@ -1,6 +1,6 @@ # Architect for Multitenancy -KubeAI can support multitenancy by filtering the models that it serves via Kubernetes [label selectors](https://kubernetes.io/docs/concepts/overview/working-with-objects/labels/#label-selectors). These label selectors can be specified on all OpenAI-compatible endpoints through the `X-Selector` HTTP header and will match on labels specified on the `kind: Model` objects. The pattern is similar to using a `WHERE` clause in a SQL query. +KubeAI can support multitenancy by filtering the models that it serves via Kubernetes [label selectors](https://kubernetes.io/docs/concepts/overview/working-with-objects/labels/#label-selectors). These label selectors can be specified on all OpenAI-compatible endpoints through the `X-Label-Selector` HTTP header and will match on labels specified on the `kind: Model` objects. The pattern is similar to using a `WHERE` clause in a SQL query. Example Models: @@ -27,16 +27,18 @@ Example HTTP requests: ```bash # List of models will be filtered. curl http://$KUBEAI_ENDPOINT/openai/v1/models \ - -H "X-Selector: tenancy in (org-abc, public)" + -H "X-Label-Selector: tenancy in (org-abc, public)" # When running inference, if the label selector does not match # a 404 will be returned. curl http://$KUBEAI_ENDPOINT/openai/v1/completions \ -H "Content-Type: application/json" \ - -H "X-Selector: tenancy in (org-abc, public)" \ + -H "X-Label-Selector: tenancy in (org-abc, public)" \ -d '{"prompt": "Hi", "model": "llama-3.2"}' ``` Example architecture: -![Multitenancy](../diagrams/multitenancy-labels.excalidraw.png) \ No newline at end of file +![Multitenancy](../diagrams/multitenancy-labels.excalidraw.png) + +NOTE: Multiple `X-Label-Selector` headers can be specified in the same HTTP request and will be treated as a logical `AND`. diff --git a/internal/modelproxy/request.go b/internal/modelproxy/request.go index d985946b..6183c89c 100644 --- a/internal/modelproxy/request.go +++ b/internal/modelproxy/request.go @@ -45,7 +45,7 @@ func newProxyRequest(r *http.Request) *proxyRequest { // attempts to unmarshal the request body as JSON and extract the // .model field. func (pr *proxyRequest) parse() error { - pr.selectors = pr.r.Header.Values("X-Selector") + pr.selectors = pr.r.Header.Values("X-Label-Selector") // Try to get the model from the header first if headerModel := pr.r.Header.Get("X-Model"); headerModel != "" { diff --git a/internal/openaiserver/models.go b/internal/openaiserver/models.go index 22f44e0f..d7b333b3 100644 --- a/internal/openaiserver/models.go +++ b/internal/openaiserver/models.go @@ -24,7 +24,7 @@ func (h *Handler) getModels(w http.ResponseWriter, r *http.Request) { } var listOpts []client.ListOption - headerSelectors := r.Header.Values("X-Selector") + headerSelectors := r.Header.Values("X-Label-Selector") for _, sel := range headerSelectors { parsedSel, err := labels.Parse(sel) if err != nil 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Ue?0vL`};xqru>Z@30?R92gC^rnE(I) diff --git a/proposals/auth.md b/proposals/multitenancy.md similarity index 94% rename from proposals/auth.md rename to proposals/multitenancy.md index 7502605b..8e6cd518 100644 --- a/proposals/auth.md +++ b/proposals/multitenancy.md @@ -1,4 +1,4 @@ -# Auth +# Multitenancy The goal of this proposal is to allow KubeAI to be used in a multitenancy environment where some users only have access to some models. @@ -46,10 +46,10 @@ In this implementation, label selectors are used to filter models. The decision ```bash curl http://localhost:8000/openai/v1/completions \ - -H "X-Selector: key1=value1" + -H "X-Label-Selector: key1=value1" curl http://localhost:8000/openai/v1/models \ - -H "X-Selector: key1=value1" + -H "X-Label-Selector: key1=value1" ``` Models just need to have the labels set. diff --git a/test/integration/selector_test.go b/test/integration/selector_test.go index aa46e874..1210d380 100644 --- a/test/integration/selector_test.go +++ b/test/integration/selector_test.go @@ -93,6 +93,8 @@ func TestSelector(t *testing.T) { expCode: http.StatusOK, }, { + // `AND` logic should be used. + // This is important because if `OR` logic were used it would open up a possible vulerability: if the headers that an end-user specified were proxied with `OR` logic it would allow users to circumvent and proxy-enforced selectors. name: "model exists 2/2 labels match separate headers", modelName: m0.Name, selectorHeaders: []string{ diff --git a/test/integration/utils_test.go b/test/integration/utils_test.go index 422950cc..03f2a5b7 100644 --- a/test/integration/utils_test.go +++ b/test/integration/utils_test.go @@ -150,7 +150,7 @@ func sendOpenAIInferenceRequest(t *testing.T, modelName string, selectorHeaders require.NoError(t, err, msg) for _, selector := range selectorHeaders { t.Logf("Using selector: %s", selector) - req.Header.Add("X-Selector", selector) + req.Header.Add("X-Label-Selector", selector) } res, err := testHTTPClient.Do(req) @@ -174,7 +174,7 @@ func sendOpenAIListModelsRequest(t *testing.T, selectorHeaders []string, expCode req, err := http.NewRequest(http.MethodGet, "http://localhost:8000/openai/v1/models", nil) require.NoError(t, err, msg) for _, selector := range selectorHeaders { - req.Header.Add("X-Selector", selector) + req.Header.Add("X-Label-Selector", selector) } res, err := testHTTPClient.Do(req) From a81f2351f7847b8cab87549a2c45d244a9d7bb48 Mon Sep 17 00:00:00 2001 From: Nick Stogner Date: Wed, 23 Oct 2024 19:44:12 -0400 Subject: 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zZ!S0$8_SW^KU%mR6+^#tvNi-WAwnzEzFM)?z^>@$v7Lx9Tq{To@?x8{`9Puca9oB( zYFGE7)=er(0aN9cEeWE$pMa?k2IKxgd_fV$V7mARk+}M0K;qg7yN;_lM!S-t!7<#t z6V_n`#EEm}-tDuszpSI#?jQcv{dmjwmd(J{JE06N2}};DN!0RDAX%*}2!=76mC}mW zpQecj3*ZEh#-g8MG@(!mt)aRovk|)lJdgIDTG8tL&IM_` z3R4R*R!LXR!vy?lD|0AfXF}2gTmA_2p$MV6m1`~>72{JcRBh#B%15GA-2Tm_Hu^gb zY?j|Mw)N3Z%@s}=rTr7;9VEhkureqgAsCLU9t}ooz)%Z8$)`o(J-X?su4JId5N{_3 z$6;0)j2yA)DPaR`tp^4S`Zo--WJeXxaXiRi&O1YBsY7FJ6gB9!*l1sCs{$(;1PURS z`QLmpu3~VK1ZmyO^MUd^wIQ54B%FYzJ0l573idL5mz;n-Ou@g`lxw~zn|&_Nq=a#q zbOixJqWTLk8ez|l$(t7UDRz^ zPTN0m{nI zN%CI+W+XZ9+}iDTbM^w?#w6Fd#(O20FzPI|Wvp`n_G^XauO&fKjxM6fM@%jSFii7g z11FmikVyeU5Igkm||@lOO2J`(SJqv%Zm)^8Xsi zpP64oDTpj}igs%&o-cjG5%UYjr?`P4OB`m4h+G Date: Wed, 23 Oct 2024 19:53:25 -0400 Subject: [PATCH 13/13] Fix accidental revert --- test/integration/utils_test.go | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/test/integration/utils_test.go b/test/integration/utils_test.go index deeb8534..3ae64d14 100644 --- a/test/integration/utils_test.go +++ b/test/integration/utils_test.go @@ -150,7 +150,7 @@ func sendOpenAIInferenceRequest(t *testing.T, modelName string, selectorHeaders require.NoError(t, err, msg) for _, selector := range selectorHeaders { t.Logf("Using selector: %s", selector) - req.Header.Add("X-Selector", selector) + req.Header.Add("X-Label-Selector", selector) } res, err := testHTTPClient.Do(req) @@ -174,7 +174,7 @@ func sendOpenAIListModelsRequest(t *testing.T, selectorHeaders []string, expCode req, err := http.NewRequest(http.MethodGet, "http://localhost:8000/openai/v1/models", nil) require.NoError(t, err, msg) for _, selector := range selectorHeaders { - req.Header.Add("X-Selector", selector) + req.Header.Add("X-Label-Selector", selector) } res, err := testHTTPClient.Do(req)