From 0aa9619d26bb4c398115c2b7f221a712bfbb9d73 Mon Sep 17 00:00:00 2001 From: Nick Pratley Date: Tue, 30 Jun 2026 10:56:50 +1000 Subject: [PATCH 1/2] Multi-model fit: shared-GPU co-tenancy planner + shareable URLs MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Adds a multi-model planning mode on top of the single-model planner. Users build a working set of models, point them at one shared GPU inventory, and see how they all fit — including how they share GPUs. Backend (POST /v1/fit): - FitRequest{models[], shared workload/constraints, inventory} with per-model overrides (workload/constraints), a `dedicated` flag, and `replicas`. - solver/fit.go: per-model pick the smallest-footprint memory-feasible config (SLO dropped so fitment is the gate, ranked fewest-GPUs-first), then a best-fit-decreasing bin-packer (ledger.go) places replicas with spatial co-tenancy — multiple models on one GPU when memory fits; dedicated models lock their GPUs. Returns per-model placement + a cluster occupancy view (per-GPU tenants, used/free). - Verified live against HF: two Qwen models co-tenant a single L40S. Frontend: - Multi-model working set (add/remove HF ids), simple defaults with an Advanced toggle that reveals SLOs, constraints, per-model dedicated/replicas. - Cluster placement map: per-GPU stacked occupancy bars (one color per model) grouped by node; per-model cards (fitment first) with perf/memory/vLLM command under Advanced. - Full state (models + GPUs + settings, minus the HF token) encoded into the URL hash; a Share button copies a link that reproduces the setup. State also persists to localStorage; a shared link wins on load. Fitment and placement come first; SLO/throughput are advisory. Go build/vet/test and the web tsc/vite build are green. --- README.md | 13 +- internal/api/request.go | 63 +++ internal/api/response.go | 67 +++ internal/server/fit_test.go | 163 ++++++ internal/server/handler.go | 17 + internal/solver/fit.go | 242 +++++++++ internal/solver/ledger.go | 190 +++++++ internal/webui/dist/assets/index-B_jf50bD.css | 1 + internal/webui/dist/assets/index-BiJS6m-o.css | 1 - internal/webui/dist/assets/index-CUm5LUen.js | 50 ++ internal/webui/dist/assets/index-sMyt4aUY.js | 50 -- internal/webui/dist/index.html | 4 +- web/src/App.tsx | 500 ++++++++---------- web/src/FitResults.tsx | 203 +++++++ web/src/Results.tsx | 400 -------------- web/src/api.ts | 17 +- web/src/components/cluster-view.tsx | 96 ++++ web/src/components/models-editor.tsx | 98 ++++ web/src/lib/colors.ts | 29 + web/src/lib/urlState.ts | 64 +++ web/src/lib/verdict.ts | 4 + web/src/types.ts | 87 +++ 22 files changed, 1639 insertions(+), 720 deletions(-) create mode 100644 internal/server/fit_test.go create mode 100644 internal/solver/fit.go create mode 100644 internal/solver/ledger.go create mode 100644 internal/webui/dist/assets/index-B_jf50bD.css delete mode 100644 internal/webui/dist/assets/index-BiJS6m-o.css create mode 100644 internal/webui/dist/assets/index-CUm5LUen.js delete mode 100644 internal/webui/dist/assets/index-sMyt4aUY.js create mode 100644 web/src/FitResults.tsx delete mode 100644 web/src/Results.tsx create mode 100644 web/src/components/cluster-view.tsx create mode 100644 web/src/components/models-editor.tsx create mode 100644 web/src/lib/colors.ts create mode 100644 web/src/lib/urlState.ts diff --git a/README.md b/README.md index 6ab5591..496d9a9 100644 --- a/README.md +++ b/README.md @@ -94,7 +94,18 @@ See [`.env.example`](./.env.example) for the complete list. | GET | `/api/v1/readyz` | Readiness (constants + HF reachable). | | GET | `/api/v1/gpus` | Built-in GPU SKU catalog. | | GET | `/api/v1/models/{owner}/{repo}/profile` | Model introspection (no planning). | -| POST | `/api/v1/plan` | Main endpoint. Returns ranked configs. | +| POST | `/api/v1/plan` | Single model → ranked configs. | +| POST | `/api/v1/fit` | **Multiple models on a shared GPU pool** → per-model placement + cluster occupancy, with spatial co-tenancy (models packed onto the same GPU when memory fits). Fitment first; SLO/throughput advisory. | + +### Multi-model fit + +`/api/v1/fit` takes a working set of models and one shared inventory and returns +how they all fit together: for each model the smallest-footprint memory-feasible +config and its assigned GPUs, plus a `cluster` view of every GPU's tenants and +remaining capacity. Models may **co-tenant** a GPU (the GreenThread sharing +model) or be pinned `dedicated`. The web UI builds this request, shows the +cluster placement map, and encodes the entire setup (models + GPUs + settings) +into the URL hash so a **Share** button copies a link that reproduces it. Request/response schemas are documented in [SPEC.md §2](./SPEC.md). diff --git a/internal/api/request.go b/internal/api/request.go index 056bc12..711844b 100644 --- a/internal/api/request.go +++ b/internal/api/request.go @@ -1,5 +1,11 @@ package api +import ( + "errors" + "fmt" + "strings" +) + // PlanRequest is the body for POST /v1/plan. type PlanRequest struct { Model Model `json:"model"` @@ -14,6 +20,63 @@ type Model struct { HFToken string `json:"hf_token,omitempty"` } +// FitRequest is the body for POST /v1/fit — several models sharing one GPU +// inventory. The Workload/Constraints at the top level are the defaults applied +// to every model; a model may override them (advanced). +type FitRequest struct { + Models []FitModel `json:"models"` + Workload Workload `json:"workload"` + Constraints Constraints `json:"constraints"` + Inventory Inventory `json:"inventory"` +} + +// FitModel is one model in a fit plan. +type FitModel struct { + HFID string `json:"hf_id"` + Revision string `json:"revision,omitempty"` + HFToken string `json:"hf_token,omitempty"` + Label string `json:"label,omitempty"` // display name; defaults to hf_id + Dedicated bool `json:"dedicated,omitempty"` // refuse co-tenants on its GPUs + Replicas int `json:"replicas,omitempty"` // independent copies to place (default 1) + // Per-model overrides (advanced). When nil the request-level defaults apply. + Workload *Workload `json:"workload,omitempty"` + Constraints *Constraints `json:"constraints,omitempty"` +} + +// Validate checks a fit request. +func (r *FitRequest) Validate() error { + if len(r.Models) == 0 { + return errors.New("models must be non-empty") + } + for i, m := range r.Models { + if strings.TrimSpace(m.HFID) == "" { + return fmt.Errorf("models[%d].hf_id is required", i) + } + if m.Replicas < 0 { + return fmt.Errorf("models[%d].replicas must be >= 0", i) + } + } + // Reuse the single-model invariants for workload + inventory. + probe := PlanRequest{Model: Model{HFID: r.Models[0].HFID}, Workload: r.Workload, Inventory: r.Inventory} + return probe.Validate() +} + +// ApplyDefaults fills request-level defaults and normalizes per-model fields. +func (r *FitRequest) ApplyDefaults() { + base := PlanRequest{Workload: r.Workload, Constraints: r.Constraints} + base.ApplyDefaults() + r.Workload = base.Workload + r.Constraints = base.Constraints + for i := range r.Models { + if r.Models[i].Replicas == 0 { + r.Models[i].Replicas = 1 + } + if r.Models[i].Label == "" { + r.Models[i].Label = r.Models[i].HFID + } + } +} + type Workload struct { MaxConcurrentRequests int `json:"max_concurrent_requests"` MaxContextLength int `json:"max_context_length"` diff --git a/internal/api/response.go b/internal/api/response.go index 5f74832..44d20fe 100644 --- a/internal/api/response.go +++ b/internal/api/response.go @@ -17,6 +17,73 @@ type Error struct { Message string `json:"message"` } +// FitResponse is the body for POST /v1/fit — multiple models packed onto one +// shared GPU inventory with spatial co-tenancy. +type FitResponse struct { + Verdict string `json:"verdict"` + Models []FitModelResult `json:"models"` + Cluster ClusterView `json:"cluster"` + Warnings []string `json:"warnings,omitempty"` + Diagnostics *Diagnostics `json:"diagnostics,omitempty"` + Error *Error `json:"error,omitempty"` +} + +// Fit verdicts. +const ( + VerdictAllFit = "all_fit" // every model placed + VerdictPartialFit = "partial_fit" // some models placed + VerdictNoneFit = "none_fit" // no model placed + VerdictFitNoModels = "no_models" // request had no models +) + +// FitModelResult is the per-model outcome within a fit plan. +type FitModelResult struct { + Label string `json:"label"` + HFID string `json:"hf_id"` + Fitted bool `json:"fitted"` + Reason string `json:"reason,omitempty"` // why it did not fit + Dedicated bool `json:"dedicated,omitempty"` + Replicas int `json:"replicas,omitempty"` + ModelProfile *ModelProfile `json:"model_profile,omitempty"` + // Chosen is the placed configuration (quant, topology, per-GPU memory, + // performance, vLLM command). It is the smallest-footprint memory-feasible + // config; SLO is advisory, not a filter. + Chosen *Configuration `json:"chosen,omitempty"` + Alternatives []Configuration `json:"alternatives,omitempty"` // other feasible configs (advanced) + GPUIDs []string `json:"gpu_ids,omitempty"` // assigned GPU ids (all replicas) +} + +// ClusterView is the cluster-wide placement picture: which models occupy each +// GPU and how full each GPU is. +type ClusterView struct { + GPUs []GPUOccupancy `json:"gpus"` + TotalGPUs int `json:"total_gpus"` + UsedGPUs int `json:"used_gpus"` // GPUs hosting ≥1 model + TotalMemGB float64 `json:"total_mem_gb"` + UsedMemGB float64 `json:"used_mem_gb"` + FreeMemGB float64 `json:"free_mem_gb"` +} + +// GPUOccupancy describes one GPU's tenants and remaining capacity. +type GPUOccupancy struct { + ID string `json:"id"` + Node string `json:"node"` + SKU string `json:"sku"` + CapacityGB float64 `json:"capacity_gb"` // memory_free_gb the user reported + UsableGB float64 `json:"usable_gb"` // capacity × gpu_memory_utilization + Tenants []GPUTenant `json:"tenants,omitempty"` + UsedGB float64 `json:"used_gb"` + FreeGB float64 `json:"free_gb"` // usable − used + Dedicated bool `json:"dedicated,omitempty"` // locked to a single model +} + +// GPUTenant is one model's footprint on a shared GPU. +type GPUTenant struct { + Label string `json:"label"` + HFID string `json:"hf_id"` + UsedGB float64 `json:"used_gb"` // this model's per-GPU memory footprint +} + const ( VerdictFeasible = "feasible" VerdictInfeasibleOOM = "infeasible_oom" diff --git a/internal/server/fit_test.go b/internal/server/fit_test.go new file mode 100644 index 0000000..cb4d300 --- /dev/null +++ b/internal/server/fit_test.go @@ -0,0 +1,163 @@ +package server + +import ( + "bytes" + "encoding/json" + "net/http" + "net/http/httptest" + "strings" + "testing" + + "github.com/greenthread-ai/fit/internal/api" + "github.com/greenthread-ai/fit/internal/estimator" + "github.com/greenthread-ai/fit/internal/gpu" + "github.com/greenthread-ai/fit/internal/hf" + "github.com/greenthread-ai/fit/internal/solver" +) + +// fakeHub serves a config.json + safetensors index per repo id. cfgByRepo maps +// a substring of the repo path to (configJSON, totalSizeBytes). +func fakeHub(t *testing.T, cfgByRepo map[string]struct { + cfg string + size string +}) *httptest.Server { + t.Helper() + mux := http.NewServeMux() + mux.HandleFunc("/api/models/", func(w http.ResponseWriter, _ *http.Request) { + w.Header().Set("Content-Type", "application/json") + _, _ = w.Write([]byte(`{"sha":"sha","gated":false,"private":false,"siblings":[]}`)) + }) + mux.HandleFunc("/", func(w http.ResponseWriter, r *http.Request) { + for key, v := range cfgByRepo { + if strings.Contains(r.URL.Path, key) { + switch { + case strings.HasSuffix(r.URL.Path, "/config.json"): + w.Header().Set("Content-Type", "application/json") + _, _ = w.Write([]byte(v.cfg)) + return + case strings.HasSuffix(r.URL.Path, "/model.safetensors.index.json"): + w.Header().Set("Content-Type", "application/json") + _, _ = w.Write([]byte(`{"metadata":{"total_size":` + v.size + `},"weight_map":{}}`)) + return + } + } + } + http.NotFound(w, r) + }) + return httptest.NewServer(mux) +} + +func TestPostFit_SpatialCoTenancy(t *testing.T) { + small7B := `{"architectures":["Qwen3ForCausalLM"],"hidden_size":4096,"intermediate_size":12288, + "num_hidden_layers":32,"num_attention_heads":32,"num_key_value_heads":8,"head_dim":128, + "vocab_size":151936,"max_position_embeddings":32768,"torch_dtype":"bfloat16"}` + small3B := `{"architectures":["LlamaForCausalLM"],"hidden_size":2048,"intermediate_size":8192, + "num_hidden_layers":36,"num_attention_heads":16,"num_key_value_heads":2,"head_dim":128, + "vocab_size":151936,"max_position_embeddings":32768,"torch_dtype":"bfloat16"}` + hub := fakeHub(t, map[string]struct{ cfg, size string }{ + "model-a": {small7B, "15000000000"}, + "model-b": {small3B, "6000000000"}, + }) + defer hub.Close() + + consts := estimator.Default() + client := hf.New(hub.URL, "", hf.NewMemoryCache(100)) + cat := gpu.New() + sv := solver.New(client, cat, consts) + h := &Handler{Solver: sv, Catalog: cat, HF: client, Const: consts} + ts := httptest.NewServer(NewRouter(h, RequestID)) + defer ts.Close() + + // One H100 — both small models must share it (spatial co-tenancy). + body := api.FitRequest{ + Models: []api.FitModel{ + {HFID: "org/model-a", Label: "A"}, + {HFID: "org/model-b", Label: "B"}, + }, + Workload: api.Workload{MaxConcurrentRequests: 8, MaxContextLength: 4096}, + Inventory: api.Inventory{Nodes: []api.Node{{ + Name: "n1", Interconnect: "nvlink", + GPUs: []api.GPU{{ID: "g0", Model: "H100-SXM5", MemoryTotalGB: 80, MemoryFreeGB: 80}}, + }}}, + } + buf, _ := json.Marshal(body) + resp, err := http.Post(ts.URL+"/v1/fit", "application/json", bytes.NewReader(buf)) + if err != nil { + t.Fatalf("post: %v", err) + } + defer resp.Body.Close() + if resp.StatusCode != 200 { + t.Fatalf("status %d", resp.StatusCode) + } + var out api.FitResponse + if err := json.NewDecoder(resp.Body).Decode(&out); err != nil { + t.Fatalf("decode: %v", err) + } + if out.Verdict != api.VerdictAllFit { + t.Fatalf("verdict=%s models=%+v", out.Verdict, out.Models) + } + if len(out.Cluster.GPUs) != 1 { + t.Fatalf("expected 1 GPU in cluster view, got %d", len(out.Cluster.GPUs)) + } + g := out.Cluster.GPUs[0] + if len(g.Tenants) != 2 { + t.Fatalf("expected 2 co-tenants on g0, got %d (%+v)", len(g.Tenants), g.Tenants) + } + if g.UsedGB <= 0 || g.FreeGB <= 0 || g.UsedGB > g.UsableGB { + t.Fatalf("bad occupancy math: used=%.1f free=%.1f usable=%.1f", g.UsedGB, g.FreeGB, g.UsableGB) + } + for _, m := range out.Models { + if !m.Fitted || m.Chosen == nil { + t.Fatalf("model %s did not fit: %s", m.Label, m.Reason) + } + } +} + +func TestPostFit_DedicatedAndOverflow(t *testing.T) { + big := `{"architectures":["LlamaForCausalLM"],"hidden_size":8192,"intermediate_size":28672, + "num_hidden_layers":80,"num_attention_heads":64,"num_key_value_heads":8,"head_dim":128, + "vocab_size":128256,"max_position_embeddings":131072,"torch_dtype":"bfloat16"}` + hub := fakeHub(t, map[string]struct{ cfg, size string }{ + "big": {big, "141000000000"}, // ~131 GiB weights → needs multi-GPU + }) + defer hub.Close() + + consts := estimator.Default() + client := hf.New(hub.URL, "", hf.NewMemoryCache(100)) + cat := gpu.New() + sv := solver.New(client, cat, consts) + h := &Handler{Solver: sv, Catalog: cat, HF: client, Const: consts} + ts := httptest.NewServer(NewRouter(h, RequestID)) + defer ts.Close() + + body := api.FitRequest{ + Models: []api.FitModel{ + {HFID: "org/big", Label: "big-fp8", Constraints: &api.Constraints{AllowedQuantizations: []string{"fp8"}}}, + }, + Workload: api.Workload{MaxConcurrentRequests: 16, MaxContextLength: 8192}, + Inventory: api.Inventory{Nodes: []api.Node{{ + Name: "n1", Interconnect: "nvlink", + GPUs: []api.GPU{ + {ID: "g0", Model: "H100-SXM5", MemoryTotalGB: 80, MemoryFreeGB: 80}, + {ID: "g1", Model: "H100-SXM5", MemoryTotalGB: 80, MemoryFreeGB: 80}, + }, + }}}, + } + buf, _ := json.Marshal(body) + resp, err := http.Post(ts.URL+"/v1/fit", "application/json", bytes.NewReader(buf)) + if err != nil { + t.Fatalf("post: %v", err) + } + defer resp.Body.Close() + var out api.FitResponse + if err := json.NewDecoder(resp.Body).Decode(&out); err != nil { + t.Fatalf("decode: %v", err) + } + // 131 GiB fp8 ≈ 70 GiB weights → fits across 2×H100 with TP=2. + if out.Verdict != api.VerdictAllFit { + t.Fatalf("expected all_fit across 2 GPUs, got %s: %+v", out.Verdict, out.Models) + } + if got := len(out.Models[0].GPUIDs); got != 2 { + t.Fatalf("expected big model spread across 2 GPUs, got %d", got) + } +} diff --git a/internal/server/handler.go b/internal/server/handler.go index ddb355b..fd0d8df 100644 --- a/internal/server/handler.go +++ b/internal/server/handler.go @@ -36,6 +36,7 @@ func NewRouter(h *Handler, mws ...func(http.Handler) http.Handler) http.Handler r.Get("/v1/gpus", h.GetGPUs) r.Get("/v1/models/{owner}/{repo}/profile", h.GetProfile) r.Post("/v1/plan", h.PostPlan) + r.Post("/v1/fit", h.PostFit) return r } @@ -115,6 +116,22 @@ func (h *Handler) PostPlan(w http.ResponseWriter, r *http.Request) { writeJSON(w, http.StatusOK, resp) } +func (h *Handler) PostFit(w http.ResponseWriter, r *http.Request) { + var req api.FitRequest + dec := json.NewDecoder(r.Body) + dec.DisallowUnknownFields() + if err := dec.Decode(&req); err != nil { + writeError(w, httpError{Code: http.StatusBadRequest, Body: api.Error{Code: "INVALID_JSON", Message: err.Error()}}) + return + } + if err := req.Validate(); err != nil { + writeError(w, httpError{Code: http.StatusBadRequest, Body: api.Error{Code: "VALIDATION_FAILED", Message: err.Error()}}) + return + } + resp := h.Solver.Fit(r.Context(), req) + writeJSON(w, http.StatusOK, resp) +} + // httpError carries an HTTP status + JSON-serializable body. type httpError struct { Code int diff --git a/internal/solver/fit.go b/internal/solver/fit.go new file mode 100644 index 0000000..9f09e4a --- /dev/null +++ b/internal/solver/fit.go @@ -0,0 +1,242 @@ +package solver + +import ( + "context" + "sort" + "time" + + "github.com/greenthread-ai/fit/internal/api" +) + +// Fit plans several models onto one shared GPU inventory with spatial +// co-tenancy: multiple models may occupy the same GPU when their per-GPU +// memory footprints fit together. Fitment and placement come first — SLO and +// throughput are computed for display but never exclude a placement here. +// +// Algorithm: +// 1. For each model, run the single-model planner (with SLO targets dropped, +// ranked fewest-GPUs-first) and pick the smallest-footprint memory-feasible +// configuration. +// 2. Best-fit-decreasing bin-pack: place larger footprints first, packing each +// model's replicas onto same-SKU GPUs that still have room (best-fit, to +// consolidate co-tenants). Dedicated models take empty GPUs and lock them. +func (s *Solver) Fit(ctx context.Context, req api.FitRequest) api.FitResponse { + start := time.Now() + resp := api.FitResponse{ + Diagnostics: &api.Diagnostics{ + EstimatorVersion: s.Constants.Version, + CalibrationDataSource: s.Constants.CalibrationDataSource, + }, + } + req.ApplyDefaults() + + if len(req.Models) == 0 { + resp.Verdict = api.VerdictFitNoModels + return resp + } + + resolved, gpuWarnings := s.Catalog.Resolve(req.Inventory) + resp.Warnings = append(resp.Warnings, gpuWarnings...) + led := newLedger(resolved, req.Constraints.MaxGPUMemoryUtilization) + + // 1. Per-model config search. + plans := make([]*modelPlan, len(req.Models)) + for i, m := range req.Models { + plans[i] = s.searchModel(ctx, req, m) + } + + // 2. Best-fit decreasing: pack the heaviest total footprint first. + order := make([]*modelPlan, len(plans)) + copy(order, plans) + sort.SliceStable(order, func(i, j int) bool { + return order[i].totalFootprint() > order[j].totalFootprint() + }) + for _, p := range order { + if p.cfg == nil { + continue // config search already failed; leave reason as-is + } + ids, ok := led.placeReplicas(p) + if !ok { + p.reason = "no GPUs with enough free memory after co-tenant packing" + continue + } + p.assigned = ids + } + + // 3. Assemble response in original model order. + allFit, anyFit := true, false + for _, p := range plans { + r := api.FitModelResult{ + Label: p.model.Label, + HFID: p.model.HFID, + Dedicated: p.model.Dedicated, + Replicas: p.model.Replicas, + ModelProfile: p.prof, + } + if len(p.assigned) > 0 { + anyFit = true + r.Fitted = true + r.Chosen = p.cfg + r.GPUIDs = p.assigned + r.Alternatives = trimAlternatives(p.alts, p.cfg) + } else { + allFit = false + r.Reason = p.reason + } + resp.Models = append(resp.Models, r) + } + + resp.Cluster = led.view() + switch { + case allFit: + resp.Verdict = api.VerdictAllFit + case anyFit: + resp.Verdict = api.VerdictPartialFit + default: + resp.Verdict = api.VerdictNoneFit + } + resp.Diagnostics.ElapsedMs = time.Since(start).Milliseconds() + return resp +} + +// modelPlan is the working state for one model during a fit. +type modelPlan struct { + model api.FitModel + prof *api.ModelProfile + cfg *api.Configuration // chosen footprint + alts []api.Configuration + sku string + gpuCount int // GPUs per replica + perGPU float64 // per-GPU memory footprint (GB) + assigned []string + reason string +} + +func (p *modelPlan) totalFootprint() float64 { + return p.perGPU * float64(p.gpuCount) * float64(maxInt(p.model.Replicas, 1)) +} + +// searchModel runs the single-model planner for one model and picks the +// smallest-footprint memory-feasible configuration. SLO targets are dropped so +// memory fit is the only gate (fitment-first); ranking favors fewest GPUs. +func (s *Solver) searchModel(ctx context.Context, req api.FitRequest, m api.FitModel) *modelPlan { + p := &modelPlan{model: m} + + wl := req.Workload + if m.Workload != nil { + wl = *m.Workload + } + wl.SLO = api.SLO{} // fitment-first: don't let SLO reject a placement + cons := req.Constraints + if m.Constraints != nil { + cons = *m.Constraints + } + cons.RankingWeights = &api.RankingWeights{FewestGPUs: 0.7, MostHeadroom: 0.3} + + pr := api.PlanRequest{ + Model: api.Model{HFID: m.HFID, Revision: m.Revision, HFToken: m.HFToken}, + Workload: wl, + Constraints: cons, + Inventory: req.Inventory, + } + res := s.Plan(ctx, pr) + p.prof = res.ModelProfile + if res.Error != nil { + p.reason = res.Error.Code + ": " + res.Error.Message + return p + } + if len(res.Configurations) == 0 { + p.reason = fitInfeasibleReason(res.Verdict) + return p + } + + best := pickFitmentBest(res.Configurations) + p.cfg = best + p.alts = res.Configurations + p.perGPU = best.MemoryPerGPU.TotalUsed + p.gpuCount = len(best.Placement.GPUIDs) + if p.gpuCount == 0 { + p.gpuCount = best.Placement.TensorParallel * maxInt(best.Placement.PipelineParallel, 1) + } + p.sku = skuOfPlacement(req.Inventory, best.Placement.GPUIDs) + return p +} + +// pickFitmentBest re-ranks configs fitment-first: fewest GPUs, then smallest +// per-GPU footprint, then most headroom. +func pickFitmentBest(cfgs []api.Configuration) *api.Configuration { + best := &cfgs[0] + for i := 1; i < len(cfgs); i++ { + c := &cfgs[i] + bn, cn := len(best.Placement.GPUIDs), len(c.Placement.GPUIDs) + switch { + case cn != bn: + if cn < bn { + best = c + } + case c.MemoryPerGPU.TotalUsed != best.MemoryPerGPU.TotalUsed: + if c.MemoryPerGPU.TotalUsed < best.MemoryPerGPU.TotalUsed { + best = c + } + case c.MemoryPerGPU.Headroom > best.MemoryPerGPU.Headroom: + best = c + } + } + return best +} + +// trimAlternatives returns the feasible configs excluding the chosen one (so +// the UI can offer alternates under "advanced"). +func trimAlternatives(all []api.Configuration, chosen *api.Configuration) []api.Configuration { + if chosen == nil { + return nil + } + out := make([]api.Configuration, 0, len(all)) + for i := range all { + if &all[i] == chosen { + continue + } + out = append(out, all[i]) + } + if len(out) == 0 { + return nil + } + return out +} + +func skuOfPlacement(inv api.Inventory, gpuIDs []string) string { + if len(gpuIDs) == 0 { + return "" + } + want := gpuIDs[0] + for _, n := range inv.Nodes { + for _, g := range n.GPUs { + if g.ID == want { + return g.Model + } + } + } + return "" +} + +func fitInfeasibleReason(verdict string) string { + switch verdict { + case api.VerdictInfeasibleOOM: + return "does not fit on any GPU group in the inventory" + case api.VerdictInfeasibleTopology: + return "no valid parallelism topology for the inventory" + case api.VerdictModelUnsupported: + return "model architecture not supported" + case api.VerdictModelUnreachable: + return "model could not be fetched from HuggingFace" + default: + return "no feasible configuration found" + } +} + +func maxInt(a, b int) int { + if a > b { + return a + } + return b +} diff --git a/internal/solver/ledger.go b/internal/solver/ledger.go new file mode 100644 index 0000000..f20b346 --- /dev/null +++ b/internal/solver/ledger.go @@ -0,0 +1,190 @@ +package solver + +import ( + "sort" + + "github.com/greenthread-ai/fit/internal/api" + "github.com/greenthread-ai/fit/internal/gpu" +) + +// ledger tracks per-GPU remaining usable memory as models are packed onto the +// shared inventory. It is the spatial co-tenancy bin-packer's state. +type ledger struct { + gpus []*gpuSlot + order []string // gpu ids in inventory order, for stable views +} + +type gpuSlot struct { + id string + node string + sku string + capacity float64 // memory_free_gb the user reported + usable float64 // capacity × util + used float64 + dedicated bool // locked to a single model + usable0 bool // had a usable budget at all (known SKU, util applied) + tenants []api.GPUTenant +} + +func (g *gpuSlot) remaining() float64 { return g.usable - g.used } + +// newLedger builds the per-GPU budget. Usable = reported free memory × the +// GPU-memory-utilization ceiling; unknown-SKU GPUs get a zero budget so nothing +// packs onto them. +func newLedger(resolved []gpu.ResolvedGPU, util float64) *ledger { + if util <= 0 || util > 1 { + util = 0.95 + } + l := &ledger{} + for _, r := range resolved { + capGB := r.MemoryFreeGB + usable := 0.0 + if !r.UnknownSKU { + usable = capGB * util + } + l.gpus = append(l.gpus, &gpuSlot{ + id: r.ID, + node: r.NodeName, + sku: r.Model, + capacity: capGB, + usable: usable, + usable0: usable > 0, + }) + l.order = append(l.order, r.ID) + } + return l +} + +// placeReplicas places all replicas of a model. Each replica is gpuCount +// same-SKU GPUs; returns the flat list of assigned GPU ids, or false if any +// replica cannot be placed (all-or-nothing per model). +func (l *ledger) placeReplicas(p *modelPlan) ([]string, bool) { + replicas := p.model.Replicas + if replicas < 1 { + replicas = 1 + } + var all []string + // Snapshot for rollback if a later replica fails. + type undo struct { + slot *gpuSlot + ti int // tenant index added + } + var undos []undo + rollback := func() { + for i := len(undos) - 1; i >= 0; i-- { + s := undos[i].slot + s.used -= s.tenants[undos[i].ti].UsedGB + s.tenants = s.tenants[:undos[i].ti] + if s.dedicated && len(s.tenants) == 0 { + s.dedicated = false + } + } + } + + for rep := 0; rep < replicas; rep++ { + slots := l.findGroup(p.sku, p.gpuCount, p.perGPU, p.model.Dedicated) + if slots == nil { + rollback() + return nil, false + } + for _, s := range slots { + s.used += p.perGPU + s.tenants = append(s.tenants, api.GPUTenant{Label: p.model.Label, HFID: p.model.HFID, UsedGB: p.perGPU}) + if p.model.Dedicated { + s.dedicated = true + } + undos = append(undos, undo{slot: s, ti: len(s.tenants) - 1}) + all = append(all, s.id) + } + } + return all, true +} + +// findGroup picks gpuCount same-SKU GPUs (preferring same node, best-fit to +// consolidate co-tenants) that can each hold perGPU more bytes. Dedicated +// placements require empty, non-dedicated GPUs. +func (l *ledger) findGroup(sku string, gpuCount int, perGPU float64, dedicated bool) []*gpuSlot { + if gpuCount <= 0 { + return nil + } + // Eligible candidates. + var cand []*gpuSlot + for _, g := range l.gpus { + if g.sku != sku || !g.usable0 { + continue + } + if g.dedicated { + continue + } + if dedicated && len(g.tenants) > 0 { + continue // dedicated model needs an empty GPU + } + if g.remaining()+1e-9 < perGPU { + continue + } + cand = append(cand, g) + } + if len(cand) < gpuCount { + return nil + } + + // Group by node; prefer a node that can satisfy the whole group (keeps TP + // on one node). Within a node, best-fit: least remaining first, so models + // consolidate onto already-loaded GPUs rather than spreading. + byNode := map[string][]*gpuSlot{} + var nodeOrder []string + for _, g := range cand { + if _, ok := byNode[g.node]; !ok { + nodeOrder = append(nodeOrder, g.node) + } + byNode[g.node] = append(byNode[g.node], g) + } + sort.Strings(nodeOrder) + for _, n := range nodeOrder { + gs := byNode[n] + if len(gs) < gpuCount { + continue + } + sort.SliceStable(gs, func(i, j int) bool { return gs[i].remaining() < gs[j].remaining() }) + return gs[:gpuCount] + } + + // No single node holds the whole group — fall back to cross-node best-fit. + sort.SliceStable(cand, func(i, j int) bool { return cand[i].remaining() < cand[j].remaining() }) + return cand[:gpuCount] +} + +// view renders the cluster-wide occupancy picture. +func (l *ledger) view() api.ClusterView { + cv := api.ClusterView{TotalGPUs: len(l.gpus)} + byID := map[string]*gpuSlot{} + for _, g := range l.gpus { + byID[g.id] = g + } + for _, id := range l.order { + g := byID[id] + occ := api.GPUOccupancy{ + ID: g.id, + Node: g.node, + SKU: g.sku, + CapacityGB: round1(g.capacity), + UsableGB: round1(g.usable), + UsedGB: round1(g.used), + FreeGB: round1(g.remaining()), + Tenants: g.tenants, + Dedicated: g.dedicated, + } + cv.GPUs = append(cv.GPUs, occ) + cv.TotalMemGB += g.capacity + cv.UsedMemGB += g.used + if len(g.tenants) > 0 { + cv.UsedGPUs++ + } + } + cv.TotalMemGB = round1(cv.TotalMemGB) + cv.UsedMemGB = round1(cv.UsedMemGB) + cv.FreeMemGB = round1(cv.TotalMemGB - cv.UsedMemGB) + return cv +} + +func round1(v float64) float64 { return float64(int(v*10+0.5)) / 10 } diff --git a/internal/webui/dist/assets/index-B_jf50bD.css b/internal/webui/dist/assets/index-B_jf50bD.css new file mode 100644 index 0000000..a94dd30 --- /dev/null +++ b/internal/webui/dist/assets/index-B_jf50bD.css @@ -0,0 +1 @@ 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diff --git a/web/src/App.tsx b/web/src/App.tsx index 0770fff..0fd9564 100644 --- a/web/src/App.tsx +++ b/web/src/App.tsx @@ -1,28 +1,28 @@ import { useEffect, useMemo, useRef, useState } from 'react' -import { Eye, EyeOff, RotateCcw } from 'lucide-react' -import { fetchGPUs, postPlan } from './api' -import { useStoredState } from './storage' +import { toast } from 'sonner' +import { Eye, EyeOff, RotateCcw, Settings2, Share2 } from 'lucide-react' +import { fetchGPUs, postFit } from './api' +import { loadJSON, saveJSON } from './storage' import { InventoryEditor } from './InventoryEditor' -import { Results } from './Results' +import { FitResults } from './FitResults' +import { ModelsEditor, newModel } from '@/components/models-editor' import { AppShell } from '@/components/app-shell' import { Field } from '@/components/field' import { Button } from '@/components/ui/button' -import { - Card, - CardContent, - CardHeader, - CardTitle, -} from '@/components/ui/card' +import { Card, CardContent, CardHeader, CardTitle } from '@/components/ui/card' import { Input } from '@/components/ui/input' import { Label } from '@/components/ui/label' import { Separator } from '@/components/ui/separator' import { cn } from '@/lib/utils' +import { readShareState, shareURL, writeShareState } from '@/lib/urlState' import type { Constraints, + FitRequest, + FitResponse, + ModelEntry, Node, - PlanRequest, - PlanResponse, Quant, + ShareState, SkuRow, Workload, } from './types' @@ -48,7 +48,7 @@ const DEFAULT_WORKLOAD: Workload = { max_context_length: 8192, avg_input_tokens: 1000, avg_output_tokens: 500, - slo: { target_ttft_p95_ms: 1000, target_tpot_p95_ms: 60, target_decode_tps_per_user: 30 }, + slo: { target_ttft_p95_ms: 0, target_tpot_p95_ms: 0, target_decode_tps_per_user: 0 }, } const DEFAULT_CONSTRAINTS: Constraints = { @@ -65,56 +65,85 @@ const DEFAULT_CONSTRAINTS: Constraints = { max_results: 10, } +const DEFAULT_MODELS: ModelEntry[] = [ + newModel('Qwen/Qwen3-8B'), + newModel('deepseek-ai/DeepSeek-V3.2-Exp'), +] + const ALL_QUANTS: Quant[] = ['bf16', 'fp16', 'fp8', 'int8', 'awq', 'gptq', 'compressed-tensors'] const ALL_KVDT = ['auto', 'fp8', 'int8'] export default function App() { - const [hfID, setHfID] = useStoredState('hf_id', 'meta-llama/Llama-3.3-70B-Instruct') - const [revision, setRevision] = useStoredState('revision', '') - // Token is intentionally NOT persisted. Server reads HF_TOKEN env as fallback. + // Seed once: a shared URL (#s=…) wins over localStorage which wins over defaults. + const seed = useMemo(() => readShareState(), []) + + const [models, setModels] = useState( + () => seed?.models ?? loadJSON('models', DEFAULT_MODELS), + ) + const [workload, setWorkload] = useState( + () => seed?.workload ?? loadJSON('workload', DEFAULT_WORKLOAD), + ) + const [constraints, setConstraints] = useState( + () => seed?.constraints ?? loadJSON('constraints', DEFAULT_CONSTRAINTS), + ) + const [nodes, setNodes] = useState(() => seed?.nodes ?? loadJSON('nodes', DEFAULT_NODES)) + const [advanced, setAdvanced] = useState(() => seed?.advanced ?? loadJSON('advanced', false)) + + // Token is intentionally NOT persisted or shared. Server reads HF_TOKEN env as fallback. const [hfToken, setHfToken] = useState('') const [showToken, setShowToken] = useState(false) - const [workload, setWorkload] = useStoredState('workload', DEFAULT_WORKLOAD) - const [constraints, setConstraints] = useStoredState('constraints', DEFAULT_CONSTRAINTS) - const [nodes, setNodes] = useStoredState('nodes', DEFAULT_NODES) - const [skus, setSkus] = useState([]) - const [resp, setResp] = useState(null) + const [resp, setResp] = useState(null) const [loading, setLoading] = useState(false) const [error, setError] = useState(null) - // One-time scrub of any token persisted by an earlier build of this SPA. + const shareState: ShareState = useMemo( + () => ({ v: 1, models, workload, constraints, nodes, advanced }), + [models, workload, constraints, nodes, advanced], + ) + + // Persist to localStorage + mirror into the URL hash on every change. useEffect(() => { - try { - localStorage.removeItem('vllm-planner:hf_token') - localStorage.removeItem('fit:hf_token') - } catch { - // ignore - } - }, []) + saveJSON('models', models) + saveJSON('workload', workload) + saveJSON('constraints', constraints) + saveJSON('nodes', nodes) + saveJSON('advanced', advanced) + writeShareState(shareState) + }, [shareState, models, workload, constraints, nodes, advanced]) useEffect(() => { + localStorage.removeItem('fit:hf_token') fetchGPUs() .then(setSkus) .catch((e) => setError(`gpu catalog: ${e?.message ?? e}`)) }, []) - const request = useMemo( + const request = useMemo( () => ({ - model: { hf_id: hfID, ...(revision ? { revision } : {}), ...(hfToken ? { hf_token: hfToken } : {}) }, + models: models + .filter((m) => m.hf_id.trim()) + .map((m) => ({ + hf_id: m.hf_id.trim(), + ...(m.revision ? { revision: m.revision } : {}), + ...(hfToken ? { hf_token: hfToken } : {}), + ...(m.dedicated ? { dedicated: true } : {}), + ...(m.replicas && m.replicas > 1 ? { replicas: m.replicas } : {}), + })), workload, constraints, inventory: { nodes }, }), - [hfID, revision, hfToken, workload, constraints, nodes], + [models, hfToken, workload, constraints, nodes], ) const abortRef = useRef(null) useEffect(() => { - // Skip auto-fetch when the request would obviously be invalid; the server - // would 400 and we'd flash an error on every keystroke. - if (!hfID) return + if (request.models.length === 0) { + setResp(null) + return + } if (nodes.every((n) => n.gpus.length === 0)) return if (workload.max_concurrent_requests <= 0 || workload.max_context_length <= 0) return const t = setTimeout(() => { @@ -123,8 +152,8 @@ export default function App() { abortRef.current = ac setLoading(true) setError(null) - postPlan(request, ac.signal) - .then((r) => setResp(r)) + postFit(request, ac.signal) + .then(setResp) .catch((e: unknown) => { if (e instanceof DOMException && e.name === 'AbortError') return setError(e instanceof Error ? e.message : String(e)) @@ -132,68 +161,66 @@ export default function App() { .finally(() => setLoading(false)) }, 350) return () => clearTimeout(t) - }, [request, hfID, nodes, workload.max_concurrent_requests, workload.max_context_length]) + }, [request, nodes, workload.max_concurrent_requests, workload.max_context_length]) - const toggleQuant = (q: Quant) => { + const toggleQuant = (q: Quant) => setConstraints((prev) => { const have = prev.allowed_quantizations ?? [] - const next = have.includes(q) ? have.filter((x) => x !== q) : [...have, q] - return { ...prev, allowed_quantizations: next } + return { ...prev, allowed_quantizations: have.includes(q) ? have.filter((x) => x !== q) : [...have, q] } }) - } - - const toggleKV = (k: string) => { + const toggleKV = (k: string) => setConstraints((prev) => { const have = prev.allowed_kv_cache_dtypes ?? [] - const next = have.includes(k) ? have.filter((x) => x !== k) : [...have, k] - return { ...prev, allowed_kv_cache_dtypes: next } + return { ...prev, allowed_kv_cache_dtypes: have.includes(k) ? have.filter((x) => x !== k) : [...have, k] } }) - } - const statusText = loading - ? 'Planning…' - : 'Auto-replans on edit' + const onShare = async () => { + const url = shareURL(shareState) + try { + await navigator.clipboard.writeText(url) + toast.success('Share link copied', { description: 'GPUs, models and settings are encoded in the URL.' }) + } catch { + window.prompt('Copy this share link:', url) + } + } return ( +
{loading && ( - + )} - {statusText} - + + +
} >
- +
) } + +function Chip({ on, onClick, children }: { on: boolean; onClick: () => void; children: React.ReactNode }) { + return ( + + ) +} diff --git a/web/src/FitResults.tsx b/web/src/FitResults.tsx new file mode 100644 index 0000000..f3102af --- /dev/null +++ b/web/src/FitResults.tsx @@ -0,0 +1,203 @@ +import { ChevronDown } from 'lucide-react' +import { ClusterMap } from '@/components/cluster-view' +import { CodeBlock } from '@/components/code-block' +import { MemoryBar } from '@/components/memory-bar' +import { Badge } from '@/components/ui/badge' +import { Card, CardContent, CardHeader, CardTitle } from '@/components/ui/card' +import { Skeleton } from '@/components/ui/skeleton' +import { buildColorMap } from '@/lib/colors' +import { cn } from '@/lib/utils' +import { verdictMeta, type VerdictTone } from '@/lib/verdict' +import type { Configuration, FitModelResult, FitResponse } from '@/types' + +interface FitResultsProps { + loading: boolean + error: string | null + resp: FitResponse | null + advanced: boolean +} + +export function FitResults({ loading, error, resp, advanced }: FitResultsProps) { + if (error) { + return ( + + + Error + + {error} + + ) + } + if (loading && !resp) { + return ( +
+ + + +
+ ) + } + if (!resp) { + return ( +
+
+

Add models and GPUs to see how they fit.

+

+ Fitment and placement update live as you edit. +

+
+
+ ) + } + + const meta = verdictMeta(resp.verdict) + const colors = buildColorMap(resp.models.map((m) => m.label)) + const fittedCount = resp.models.filter((m) => m.fitted).length + + return ( +
+
+ {meta.label} + + {fittedCount}/{resp.models.length} models placed + {resp.diagnostics?.elapsed_ms != null && ` · ${resp.diagnostics.elapsed_ms} ms`} + +
+ + {resp.warnings?.map((w, i) => ( +

+ {w} +

+ ))} + + + + Cluster placement + + + + + + +
+ {resp.models.map((m) => ( + + ))} +
+
+ ) +} + +function ModelCard({ m, color, advanced }: { m: FitModelResult; color: string; advanced: boolean }) { + const cfg = m.chosen + return ( + + +
+ +
+
{m.label}
+ {m.label !== m.hf_id && ( +
{m.hf_id}
+ )} +
+
+ {m.fitted ? ( + + placed + + ) : ( + + no fit + + )} + + + {!m.fitted &&

{m.reason}

} + + {cfg && ( + <> +
+ + + + + {m.dedicated && dedicated} + {(m.replicas ?? 1) > 1 && ×{m.replicas} replicas} +
+ {m.gpu_ids && m.gpu_ids.length > 0 && ( +
{m.gpu_ids.join(' ')}
+ )} + + {advanced && } + + )} + + + ) +} + +function AdvancedDetail({ cfg, altCount }: { cfg: Configuration; altCount: number }) { + const m = cfg.memory_per_gpu_gb + const p = cfg.performance_estimate + return ( +
+ + + Performance, memory & command + {altCount > 0 && · {altCount} alternative config(s)} + +
+
+ + + + + +
+ + +
+
+ ) +} + +function topoStr(cfg: Configuration) { + const p = cfg.placement + const parts = [`TP=${p.tensor_parallel}`] + if (p.pipeline_parallel > 1) parts.push(`PP=${p.pipeline_parallel}`) + if (p.expert_parallel > 1) parts.push(`EP=${p.expert_parallel}`) + if (p.data_parallel > 1) parts.push(`DP=${p.data_parallel}`) + return parts.join(' ') +} + +function Stat({ label, value }: { label: string; value: string }) { + return ( + + {label} + {value} + + ) +} + +function toneToBadgeVariant(tone: VerdictTone) { + switch (tone) { + case 'success': + return 'success' as const + case 'destructive': + return 'destructive' as const + case 'warn': + return 'warn' as const + default: + return 'secondary' as const + } +} diff --git a/web/src/Results.tsx b/web/src/Results.tsx deleted file mode 100644 index f3cafbf..0000000 --- a/web/src/Results.tsx +++ /dev/null @@ -1,400 +0,0 @@ -import type { ReactNode } from 'react' -import { AlertTriangle, Sparkles } from 'lucide-react' -import { Badge } from '@/components/ui/badge' -import { - Card, - CardContent, - CardDescription, - CardHeader, - CardTitle, -} from '@/components/ui/card' -import { Skeleton } from '@/components/ui/skeleton' -import { Tabs, TabsContent, TabsList, TabsTrigger } from '@/components/ui/tabs' -import { - Tooltip, - TooltipContent, - TooltipTrigger, -} from '@/components/ui/tooltip' -import { CodeBlock } from '@/components/code-block' -import { MemoryBar } from '@/components/memory-bar' -import { verdictMeta, type VerdictTone } from '@/lib/verdict' -import { cn } from '@/lib/utils' -import type { - Configuration, - PipelineProfile, - PlanResponse, - StageProfile, -} from './types' - -interface Props { - loading: boolean - error: string | null - resp: PlanResponse | null -} - -export function Results({ loading, error, resp }: Props) { - if (error) { - return ( - - - -
- Planning failed - The planner could not produce a result for this request. -
- - - 
-            {error}
-
- - - ) - } - - if (!resp && loading) { - return - } - - if (!resp) { - return ( -
-
-
- -
-

Ready when you are

-

- Edit the model, workload, or inventory to see ranked deployment configurations. -

-
-
- ) - } - - const verdict = resp.verdict ?? 'unknown' - const meta = verdictMeta(verdict) - const configs = resp.configurations ?? [] - const rejected = resp.rejected_configurations ?? [] - - return ( -
- - -
- {meta.label} - {meta.description && ( -

{meta.description}

- )} - {resp.model_profile && ( -

- {resp.model_profile.architecture} · {resp.model_profile.family} ·{' '} - {fmtParams(resp.model_profile.params_total)} params -

- )} - {resp.error && ( -

- {resp.error.code}: {resp.error.message} -

- )} -
- {resp.diagnostics && ( -
-
{resp.diagnostics.elapsed_ms} ms
-
- {resp.diagnostics.search_space_meets_slo}/{resp.diagnostics.search_space_fit_memory}/ - {resp.diagnostics.search_space_total}{' '} - slo/fit/total -
-
v{resp.diagnostics.estimator_version}
-
- )} - - {resp.warnings && resp.warnings.length > 0 && ( - -
- {resp.warnings.map((w, i) => ( -
- - {w} -
- ))} -
- - )} - - - {resp.model_profile?.pipeline && ( - - )} - - - - - Configurations - {configs.length > 0 && ( - - {configs.length} - - )} - - - Rejected - {rejected.length > 0 && ( - - {rejected.length} - - )} - - Raw response - - - - {configs.length === 0 ? ( - - ) : ( - configs.map((c) => ) - )} - - - - {rejected.length === 0 ? ( - - ) : ( - rejected.map((r, i) => ( -
- {r.reason_code} - {r.summary} - — {r.reason} -
- )) - )} - - - - - - -
- ) -} - -function ConfigCard({ cfg }: { cfg: Configuration }) { - const m = cfg.memory_per_gpu_gb - const isBest = cfg.rank === 1 - - return ( - - -
- #{cfg.rank} - - {cfg.placement.gpu_ids.length}× {cfg.placement.nodes.join(', ')} - -
- - score {cfg.score.toFixed(2)} - - - -
- - TP={cfg.placement.tensor_parallel} PP={cfg.placement.pipeline_parallel} EP= - {cfg.placement.expert_parallel} DP={cfg.placement.data_parallel} - - } - /> - - - - - - - -
- - - - - - - ) -} - -function KV({ - label, - hint, - value, -}: { - label: string - hint?: string - value: ReactNode -}) { - return ( -
- {hint ? ( - - - - {label} - - - {hint} - - ) : ( - {label} - )} - - {value} - -
- ) -} - -function PipelineCard({ pipeline }: { pipeline: PipelineProfile }) { - return ( - - -
-
- - {pipeline.framework} pipeline - - - {pipeline.stages.length} stages ·{' '} - {fmtParams(pipeline.total_pipeline_params)} total params - -
- - primary: stage #{pipeline.primary_stage_id} - -
- - - {pipeline.note && ( -

{pipeline.note}

- )} - {pipeline.stages.map((s) => ( - - ))} - - - ) -} - -function StageRow({ stage, primary }: { stage: StageProfile; primary: boolean }) { - const gb = (stage.bytes_bf16 / (1 << 30)).toFixed(2) - return ( -
- #{stage.id} - {stage.role} - - {stage.family} · {fmtParams(stage.params)} - {stage.params_active_per_token - ? ` (${fmtParams(stage.params_active_per_token)} active/tok)` - : ''} - {stage.num_layers ? ` · ${stage.num_layers}L · h=${stage.hidden_size}` : ''} - {stage.modalities?.length ? ` · ${stage.modalities.join('+')}` : ''} - {stage.final_output ? ` → ${stage.final_output}` : ''} - - {gb} GB -
- ) -} - -function ResultsSkeleton() { - return ( -
- - - - -
- ) -} - -function EmptyTabState({ message }: { message: string }) { - return ( -
- {message} -
- ) -} - -function toneToBadgeVariant(tone: VerdictTone) { - switch (tone) { - case 'success': - return 'success' as const - case 'destructive': - return 'destructive' as const - case 'warn': - return 'warn' as const - default: - return 'secondary' as const - } -} - -function fmtParams(n: number) { - if (n >= 1e12) return (n / 1e12).toFixed(1) + 'T' - if (n >= 1e9) return (n / 1e9).toFixed(1) + 'B' - if (n >= 1e6) return (n / 1e6).toFixed(0) + 'M' - return n.toString() -} diff --git a/web/src/api.ts b/web/src/api.ts index 802cc7b..fc1d6e3 100644 --- a/web/src/api.ts +++ b/web/src/api.ts @@ -1,4 +1,19 @@ -import type { PlanRequest, PlanResponse, SkuRow } from './types' +import type { FitRequest, FitResponse, PlanRequest, PlanResponse, SkuRow } from './types' + +export async function postFit(req: FitRequest, signal?: AbortSignal): Promise { + const r = await fetch('/api/v1/fit', { + method: 'POST', + headers: { 'Content-Type': 'application/json' }, + body: JSON.stringify(req), + signal, + }) + const body = (await r.json()) as FitResponse + if (!r.ok) { + const msg = body.error ? `${body.error.code}: ${body.error.message}` : `HTTP ${r.status}` + throw new Error(msg) + } + return body +} export async function postPlan(req: PlanRequest, signal?: AbortSignal): Promise { const r = await fetch('/api/v1/plan', { diff --git a/web/src/components/cluster-view.tsx b/web/src/components/cluster-view.tsx new file mode 100644 index 0000000..304c038 --- /dev/null +++ b/web/src/components/cluster-view.tsx @@ -0,0 +1,96 @@ +import { Tooltip, TooltipContent, TooltipTrigger } from '@/components/ui/tooltip' +import { cn } from '@/lib/utils' +import type { ColorMap } from '@/lib/colors' +import type { ClusterView, GPUOccupancy } from '@/types' + +interface ClusterViewProps { + cluster: ClusterView + colors: ColorMap +} + +// ClusterMap renders one stacked bar per GPU (tenants + free), grouped by node, +// so you can see how models share GPUs at a glance. +export function ClusterMap({ cluster, colors }: ClusterViewProps) { + if (!cluster.gpus.length) return null + const nodes = groupByNode(cluster.gpus) + + return ( +
+
+ + {cluster.used_gpus}/{cluster.total_gpus} GPUs in use + + + {cluster.used_mem_gb.toFixed(0)} GB used ·{' '} + {cluster.free_mem_gb.toFixed(0)} GB free of {cluster.total_mem_gb.toFixed(0)} GB + +
+ + {nodes.map(([node, gpus]) => ( +
+
+ {node} +
+
+ {gpus.map((g) => ( + + ))} +
+
+ ))} +
+ ) +} + +function GpuCell({ g, colors }: { g: GPUOccupancy; colors: ColorMap }) { + const cap = g.usable_gb || g.capacity_gb || 1 + const pctUsed = Math.min(100, (g.used_gb / cap) * 100) + return ( +
+
+ {g.id} + {g.sku} +
+ +
+ {(g.tenants ?? []).map((t, i) => { + const pct = (Math.max(0, t.used_gb) / cap) * 100 + if (pct <= 0) return null + return ( + + +
+ + + {t.label}: {t.used_gb.toFixed(1)} GB + + + ) + })} +
+ +
+ + {g.used_gb.toFixed(0)} / {g.usable_gb.toFixed(0)} GB ({pctUsed.toFixed(0)}%) + + {g.dedicated && dedicated} +
+
+ ) +} + +function groupByNode(gpus: GPUOccupancy[]): [string, GPUOccupancy[]][] { + const map = new Map() + for (const g of gpus) { + const arr = map.get(g.node) ?? [] + arr.push(g) + map.set(g.node, arr) + } + return [...map.entries()] +} diff --git a/web/src/components/models-editor.tsx b/web/src/components/models-editor.tsx new file mode 100644 index 0000000..7ebe705 --- /dev/null +++ b/web/src/components/models-editor.tsx @@ -0,0 +1,98 @@ +import { Plus, X } from 'lucide-react' +import { Button } from '@/components/ui/button' +import { Input } from '@/components/ui/input' +import { cn } from '@/lib/utils' +import type { ModelEntry } from '@/types' + +export function newModel(hf_id = ''): ModelEntry { + return { uid: crypto.randomUUID(), hf_id } +} + +interface ModelsEditorProps { + models: ModelEntry[] + setModels: (next: ModelEntry[]) => void + advanced: boolean +} + +export function ModelsEditor({ models, setModels, advanced }: ModelsEditorProps) { + const update = (uid: string, patch: Partial) => + setModels(models.map((m) => (m.uid === uid ? { ...m, ...patch } : m))) + const remove = (uid: string) => setModels(models.filter((m) => m.uid !== uid)) + const add = () => setModels([...models, newModel()]) + + return ( +
+ {models.map((m, i) => ( +
+
+ + {i + 1} + + update(m.uid, { hf_id: e.target.value })} + placeholder="org/Model-Name" + className="h-8 flex-1 font-mono text-xs" + aria-label={`Model ${i + 1} Hugging Face ID`} + /> + +
+ + {advanced && ( +
+ update(m.uid, { revision: e.target.value || undefined })} + placeholder="revision" + className="h-7 w-28 font-mono text-[11px]" + aria-label="revision" + /> + + +
+ )} +
+ ))} + + +
+ ) +} diff --git a/web/src/lib/colors.ts b/web/src/lib/colors.ts new file mode 100644 index 0000000..ffdfea8 --- /dev/null +++ b/web/src/lib/colors.ts @@ -0,0 +1,29 @@ +// Stable per-model colors shared between the cluster view and the model list. +// Class strings are literal so Tailwind's JIT keeps them in the build. + +const PALETTE = [ + 'bg-emerald-500', + 'bg-sky-500', + 'bg-violet-500', + 'bg-amber-500', + 'bg-rose-500', + 'bg-cyan-500', + 'bg-fuchsia-500', + 'bg-lime-600', + 'bg-orange-500', + 'bg-indigo-500', +] + +export type ColorMap = Record + +export function buildColorMap(labels: string[]): ColorMap { + const map: ColorMap = {} + let i = 0 + for (const l of labels) { + if (!(l in map)) { + map[l] = PALETTE[i % PALETTE.length] + i++ + } + } + return map +} diff --git a/web/src/lib/urlState.ts b/web/src/lib/urlState.ts new file mode 100644 index 0000000..9855517 --- /dev/null +++ b/web/src/lib/urlState.ts @@ -0,0 +1,64 @@ +// Shareable URL state. The full UI state (models, inventory, workload, +// constraints) is encoded into the URL hash fragment (#s=…) so links can be +// copied and shared. The hash is never sent to the server (not in access logs), +// and the HF token is deliberately excluded from the shared state. + +import type { ShareState } from '@/types' + +const HASH_KEY = 's' + +// --- Unicode-safe base64url --- + +function bytesToBase64Url(bytes: Uint8Array): string { + let bin = '' + for (let i = 0; i < bytes.length; i++) bin += String.fromCharCode(bytes[i]) + return btoa(bin).replace(/\+/g, '-').replace(/\//g, '_').replace(/=+$/, '') +} + +function base64UrlToBytes(s: string): Uint8Array { + const b64 = s.replace(/-/g, '+').replace(/_/g, '/') + '==='.slice((s.length + 3) % 4) + const bin = atob(b64) + const out = new Uint8Array(bin.length) + for (let i = 0; i < bin.length; i++) out[i] = bin.charCodeAt(i) + return out +} + +export function encodeState(state: ShareState): string { + const json = JSON.stringify(state) + return bytesToBase64Url(new TextEncoder().encode(json)) +} + +export function decodeState(encoded: string): ShareState | null { + try { + const json = new TextDecoder().decode(base64UrlToBytes(encoded)) + const obj = JSON.parse(json) as ShareState + if (!obj || obj.v !== 1 || !Array.isArray(obj.models) || !Array.isArray(obj.nodes)) return null + return obj + } catch { + return null + } +} + +// readShareState parses the current location hash, returning the decoded state +// or null when there is no (valid) shared state. +export function readShareState(): ShareState | null { + const hash = window.location.hash.replace(/^#/, '') + if (!hash) return null + const params = new URLSearchParams(hash) + const enc = params.get(HASH_KEY) + return enc ? decodeState(enc) : null +} + +// writeShareState replaces the hash without pushing a history entry, so typing +// in the form doesn't spam the back button. +export function writeShareState(state: ShareState): void { + const enc = encodeState(state) + const url = `${window.location.pathname}${window.location.search}#${HASH_KEY}=${enc}` + window.history.replaceState(null, '', url) +} + +// shareURL returns the absolute URL embedding the given state. +export function shareURL(state: ShareState): string { + const enc = encodeState(state) + return `${window.location.origin}${window.location.pathname}${window.location.search}#${HASH_KEY}=${enc}` +} diff --git a/web/src/lib/verdict.ts b/web/src/lib/verdict.ts index d87fad7..ec7c08e 100644 --- a/web/src/lib/verdict.ts +++ b/web/src/lib/verdict.ts @@ -9,6 +9,10 @@ interface VerdictMeta { const VERDICTS: Record = { feasible: { label: 'Feasible', tone: 'success', description: 'At least one configuration fits and meets the SLOs.' }, fit_ok: { label: 'Fits', tone: 'success' }, + all_fit: { label: 'All models fit', tone: 'success', description: 'Every model was placed on the shared GPU inventory.' }, + partial_fit: { label: 'Partial fit', tone: 'warn', description: 'Some models fit; others could not be placed.' }, + none_fit: { label: 'Nothing fits', tone: 'destructive', description: 'No model could be placed on the inventory.' }, + no_models: { label: 'No models', tone: 'muted', description: 'Add a model to plan.' }, infeasible_oom: { label: 'Out of memory', tone: 'destructive', diff --git a/web/src/types.ts b/web/src/types.ts index f735a68..0af5ff3 100644 --- a/web/src/types.ts +++ b/web/src/types.ts @@ -190,3 +190,90 @@ export interface SkuRow { vendor: string memory_gb: number } + +// ---- Multi-model fit (POST /v1/fit) ---- + +// ModelEntry is one row in the editable working set of models. `uid` is a +// client-only key for React lists and is not sent to the server. +export interface ModelEntry { + uid: string + hf_id: string + revision?: string + dedicated?: boolean + replicas?: number +} + +export interface FitModel { + hf_id: string + revision?: string + hf_token?: string + label?: string + dedicated?: boolean + replicas?: number +} + +export interface FitRequest { + models: FitModel[] + workload: Workload + constraints: Constraints + inventory: { nodes: Node[] } +} + +export interface FitResponse { + verdict: string + models: FitModelResult[] + cluster: ClusterView + warnings?: string[] + diagnostics?: Diagnostics + error?: { code: string; message: string } +} + +export interface FitModelResult { + label: string + hf_id: string + fitted: boolean + reason?: string + dedicated?: boolean + replicas?: number + model_profile?: ModelProfile + chosen?: Configuration + alternatives?: Configuration[] + gpu_ids?: string[] +} + +export interface ClusterView { + gpus: GPUOccupancy[] + total_gpus: number + used_gpus: number + total_mem_gb: number + used_mem_gb: number + free_mem_gb: number +} + +export interface GPUOccupancy { + id: string + node: string + sku: string + capacity_gb: number + usable_gb: number + tenants?: GPUTenant[] + used_gb: number + free_gb: number + dedicated?: boolean +} + +export interface GPUTenant { + label: string + hf_id: string + used_gb: number +} + +// ShareState is the full UI state encoded into the URL hash for sharing. +export interface ShareState { + v: 1 + models: ModelEntry[] + workload: Workload + constraints: Constraints + nodes: Node[] + advanced?: boolean +} From 9095d602f90396eec981aa8e63b542e855f68b5e Mon Sep 17 00:00:00 2001 From: Nick Pratley Date: Tue, 30 Jun 2026 11:06:57 +1000 Subject: [PATCH 2/2] Simplify inventory to homogeneous nodes; per-model SLO targets MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit - Inventory editor: each node is one GPU type × a count (+ free GB/GPU), instead of per-GPU rows. Expands to the GPU array under the hood, so the wire format and share-links are unchanged. Assumes a node holds one SKU. - SLO targets move from a single global block to per-model (advanced): each model carries its own TTFT/TPOT/decode targets, sent as a per-model workload override and encoded in the share URL. Fit stays fitment-first — SLO never blocks placement, but a placed config that misses a model's targets shows an "SLO missed" badge (backend sets chosen.meets_slo via sloMet). - Remove the "Proxied via /api" footer line. go build/vet/test and the web build are green. --- internal/solver/fit.go | 20 ++ internal/webui/dist/assets/index-B43Awbem.js | 50 +++ internal/webui/dist/assets/index-B_jf50bD.css | 1 - internal/webui/dist/assets/index-CUm5LUen.js | 50 --- internal/webui/dist/assets/index-Ctq9uoR4.css | 1 + internal/webui/dist/index.html | 4 +- web/src/App.tsx | 52 +-- web/src/FitResults.tsx | 13 +- web/src/InventoryEditor.tsx | 313 ++++++------------ web/src/components/models-editor.tsx | 124 +++++-- web/src/types.ts | 6 + 11 files changed, 290 insertions(+), 344 deletions(-) create mode 100644 internal/webui/dist/assets/index-B43Awbem.js delete mode 100644 internal/webui/dist/assets/index-B_jf50bD.css delete mode 100644 internal/webui/dist/assets/index-CUm5LUen.js create mode 100644 internal/webui/dist/assets/index-Ctq9uoR4.css diff --git a/internal/solver/fit.go b/internal/solver/fit.go index 9f09e4a..07408f7 100644 --- a/internal/solver/fit.go +++ b/internal/solver/fit.go @@ -126,6 +126,7 @@ func (s *Solver) searchModel(ctx context.Context, req api.FitRequest, m api.FitM if m.Workload != nil { wl = *m.Workload } + slo := wl.SLO // per-model targets, kept for an advisory meets-SLO signal wl.SLO = api.SLO{} // fitment-first: don't let SLO reject a placement cons := req.Constraints if m.Constraints != nil { @@ -151,6 +152,9 @@ func (s *Solver) searchModel(ctx context.Context, req api.FitRequest, m api.FitM } best := pickFitmentBest(res.Configurations) + // SLO is advisory in fit: the config is placed regardless, but flag whether + // it meets the model's targets so the UI can surface a miss. + best.MeetsSLO = sloMet(slo, best.PerformanceEstimate) p.cfg = best p.alts = res.Configurations p.perGPU = best.MemoryPerGPU.TotalUsed @@ -234,6 +238,22 @@ func fitInfeasibleReason(verdict string) string { } } +// sloMet reports whether a performance estimate meets the (advisory) SLO +// targets. Zero targets are unconstrained. Mirrors the single-model SLO gate +// minus the concurrency check (the fit packer owns concurrency). +func sloMet(slo api.SLO, p api.PerfEstimate) bool { + if slo.TargetTTFTP95Ms > 0 && p.TTFTMsP95 > float64(slo.TargetTTFTP95Ms) { + return false + } + if slo.TargetTPOTP95Ms > 0 && p.TPOTMsP95 > float64(slo.TargetTPOTP95Ms) { + return false + } + if slo.TargetDecodeTPSPerUser > 0 && p.DecodeTokensPerSecPerUser < float64(slo.TargetDecodeTPSPerUser) { + return false + } + return true +} + func maxInt(a, b int) int { if a > b { return a diff --git a/internal/webui/dist/assets/index-B43Awbem.js b/internal/webui/dist/assets/index-B43Awbem.js new file mode 100644 index 0000000..73e52b1 --- /dev/null +++ b/internal/webui/dist/assets/index-B43Awbem.js @@ -0,0 +1,50 @@ +var 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a/internal/webui/dist/index.html +++ b/internal/webui/dist/index.html @@ -5,8 +5,8 @@ Fit — GreenThread - - + +
diff --git a/web/src/App.tsx b/web/src/App.tsx index 0fd9564..6584e99 100644 --- a/web/src/App.tsx +++ b/web/src/App.tsx @@ -11,8 +11,6 @@ import { Field } from '@/components/field' import { Button } from '@/components/ui/button' import { Card, CardContent, CardHeader, CardTitle } from '@/components/ui/card' import { Input } from '@/components/ui/input' -import { Label } from '@/components/ui/label' -import { Separator } from '@/components/ui/separator' import { cn } from '@/lib/utils' import { readShareState, shareURL, writeShareState } from '@/lib/urlState' import type { @@ -130,6 +128,8 @@ export default function App() { ...(hfToken ? { hf_token: hfToken } : {}), ...(m.dedicated ? { dedicated: true } : {}), ...(m.replicas && m.replicas > 1 ? { replicas: m.replicas } : {}), + // Per-model SLO inherits the shared workload but overrides its targets. + ...(m.slo ? { workload: { ...workload, slo: m.slo } } : {}), })), workload, constraints, @@ -290,48 +290,10 @@ export default function App() { )}
- {advanced && ( - <> - -
-

- SLOs (0 = unconstrained · advisory in fit) -

-
- - - setWorkload({ ...workload, slo: { ...workload.slo, target_ttft_p95_ms: Number(e.target.value) } }) - } - /> - - - - setWorkload({ ...workload, slo: { ...workload.slo, target_tpot_p95_ms: Number(e.target.value) } }) - } - /> - - - - setWorkload({ ...workload, slo: { ...workload.slo, target_decode_tps_per_user: Number(e.target.value) } }) - } - /> - -
-
- +

+ SLO targets are set per model in the Models panel above. +

)} @@ -410,10 +372,6 @@ export default function App() { )} - -

- Proxied via -

diff --git a/web/src/FitResults.tsx b/web/src/FitResults.tsx index f3102af..1494c9a 100644 --- a/web/src/FitResults.tsx +++ b/web/src/FitResults.tsx @@ -102,15 +102,10 @@ function ModelCard({ m, color, advanced }: { m: FitModelResult; color: string; a )} - {m.fitted ? ( - - placed - - ) : ( - - no fit - - )} +
+ {m.fitted && cfg && !cfg.meets_slo && SLO missed} + {m.fitted ? placed : no fit} +
{!m.fitted &&

{m.reason}

} diff --git a/web/src/InventoryEditor.tsx b/web/src/InventoryEditor.tsx index 45be0af..248c14b 100644 --- a/web/src/InventoryEditor.tsx +++ b/web/src/InventoryEditor.tsx @@ -1,4 +1,4 @@ -import { Copy, Plus, Trash2 } from 'lucide-react' +import { Trash2 } from 'lucide-react' import { Button } from '@/components/ui/button' import { Input } from '@/components/ui/input' import { @@ -10,11 +10,7 @@ import { SelectTrigger, SelectValue, } from '@/components/ui/select' -import { - Tooltip, - TooltipContent, - TooltipTrigger, -} from '@/components/ui/tooltip' +import { Tooltip, TooltipContent, TooltipTrigger } from '@/components/ui/tooltip' import type { GPU, Interconnect, Node, SkuRow } from './types' interface Props { @@ -23,123 +19,96 @@ interface Props { skus: SkuRow[] } -const INTERCONNECTS: Interconnect[] = [ - 'nvlink', - 'nvswitch', - 'pcie', - 'infiniband', - 'ethernet', -] +const INTERCONNECTS: Interconnect[] = ['nvlink', 'nvswitch', 'pcie', 'infiniband', 'ethernet'] +const FALLBACK_SKU = 'H100-SXM5' +const FALLBACK_MEM = 80 + +// A node is homogeneous: one GPU type × a count. NodeShape is the editable view; +// the GPU array (wire format) is regenerated from it on every change. +interface NodeShape { + model: string + count: number + total: number + free: number +} + +function shapeOf(n: Node): NodeShape { + const g = n.gpus[0] + return { + model: g?.model ?? FALLBACK_SKU, + count: n.gpus.length || 1, + total: g?.memory_total_gb ?? FALLBACK_MEM, + free: g?.memory_free_gb ?? FALLBACK_MEM, + } +} + +function buildGPUs(name: string, s: NodeShape): GPU[] { + return Array.from({ length: Math.max(1, s.count) }, (_, i) => ({ + id: `${name}-gpu-${i}`, + model: s.model, + memory_total_gb: s.total, + memory_free_gb: s.free, + in_use: false, + })) +} export function InventoryEditor({ nodes, setNodes, skus }: Props) { const skusByVendor = groupBy(skus, (s) => s.vendor || 'other') const addNode = () => { const idx = nodes.length + const name = `node-${String(idx + 1).padStart(2, '0')}` + const sku = skus[0] + const mem = sku?.memory_gb ?? FALLBACK_MEM + const shape: NodeShape = { model: sku?.id ?? FALLBACK_SKU, count: 1, total: mem, free: mem } setNodes((prev) => [ ...prev, - { - name: `node-${String(idx + 1).padStart(2, '0')}`, - interconnect: 'nvlink', - intra_node_bandwidth_gbps: 900, - inter_node_bandwidth_gbps: 25, - gpus: [], - }, + { name, interconnect: 'nvlink', intra_node_bandwidth_gbps: 900, inter_node_bandwidth_gbps: 25, gpus: buildGPUs(name, shape) }, ]) } - const removeNode = (i: number) => - setNodes((prev) => prev.filter((_, idx) => idx !== i)) + const removeNode = (i: number) => setNodes((prev) => prev.filter((_, idx) => idx !== i)) - const updateNode = (i: number, patch: Partial) => - setNodes((prev) => prev.map((n, idx) => (idx === i ? { ...n, ...patch } : n))) + // patchInterconnect leaves the GPU array untouched. + const setInterconnect = (i: number, ic: Interconnect) => + setNodes((prev) => prev.map((n, idx) => (idx === i ? { ...n, interconnect: ic } : n))) - const addGPU = (ni: number) => { + // setShape regenerates the GPU array from the homogeneous shape (+ name). + const setShape = (i: number, patch: Partial & { name?: string }) => setNodes((prev) => prev.map((n, idx) => { - if (idx !== ni) return n - const sku = skus[0] - const id = `${n.name}-gpu-${n.gpus.length}` - const mem = sku?.memory_gb ?? 80 - return { - ...n, - gpus: [ - ...n.gpus, - { - id, - model: sku?.id ?? 'H100-SXM5', - memory_total_gb: mem, - memory_free_gb: mem, - in_use: false, - }, - ], + if (idx !== i) return n + const name = patch.name ?? n.name + const shape = { ...shapeOf(n), ...patch } + // Changing the GPU type snaps memory to the catalog default. + if (patch.model && patch.model !== shapeOf(n).model) { + const sku = skus.find((s) => s.id === patch.model) + if (sku) { + shape.total = sku.memory_gb + shape.free = sku.memory_gb + } } - }), - ) - } - - const removeGPU = (ni: number, gi: number) => - setNodes((prev) => - prev.map((n, idx) => - idx === ni ? { ...n, gpus: n.gpus.filter((_, j) => j !== gi) } : n, - ), - ) - - const updateGPU = (ni: number, gi: number, patch: Partial) => - setNodes((prev) => - prev.map((n, idx) => { - if (idx !== ni) return n - return { - ...n, - gpus: n.gpus.map((g, j) => { - if (j !== gi) return g - const next = { ...g, ...patch } - // When SKU changes, snap memory to the catalog default unless user overrode it. - if (patch.model && patch.model !== g.model) { - const sku = skus.find((s) => s.id === patch.model) - if (sku) { - next.memory_total_gb = sku.memory_gb - next.memory_free_gb = sku.memory_gb - } - } - return next - }), - } - }), - ) - - const cloneGPU = (ni: number, gi: number) => - setNodes((prev) => - prev.map((n, idx) => { - if (idx !== ni) return n - const src = n.gpus[gi] - const newGPU: GPU = { ...src, id: `${n.name}-gpu-${n.gpus.length}` } - return { ...n, gpus: [...n.gpus, newGPU] } + return { ...n, name, gpus: buildGPUs(name, shape) } }), ) return ( -
+
{nodes.map((node, ni) => { - const totalMem = node.gpus.reduce((a, g) => a + g.memory_free_gb, 0) + const s = shapeOf(node) + const totalFree = s.count * s.free return ( -
+
updateNode(ni, { name: e.target.value })} + onChange={(e) => setShape(ni, { name: e.target.value })} placeholder="node name" aria-label="Node name" className="h-8 flex-1 text-sm" /> - setInterconnect(ni, v as Interconnect)}> + @@ -155,9 +124,10 @@ export function InventoryEditor({ nodes, setNodes, skus }: Props) { @@ -165,123 +135,60 @@ export function InventoryEditor({ nodes, setNodes, skus }: Props) { Remove node
-

- {node.gpus.length} GPU{node.gpus.length === 1 ? '' : 's'} ·{' '} - {totalMem.toFixed(0)} GB free -

-
- {node.gpus.map((g, gi) => ( -
-
- updateGPU(ni, gi, { id: e.target.value })} - aria-label="GPU id" - className="h-7 flex-1 font-mono text-[11px]" - /> - - - - - Clone GPU - - - - - - Remove GPU - -
-
- setShape(ni, { model: v })}> + + + + + {Object.entries(skusByVendor).map(([vendor, list]) => ( + + {vendor} + {list.map((sku) => ( + + {sku.id} ({sku.memory_gb} GB) + ))} - - -
- total - - updateGPU(ni, gi, { memory_total_gb: Number(e.target.value) }) - } - className="h-7 w-16 text-right text-xs" - aria-label="Total memory (GB)" - /> -
-
- free - - updateGPU(ni, gi, { memory_free_gb: Number(e.target.value) }) - } - className="h-7 w-16 text-right text-xs" - aria-label="Free memory (GB)" - /> -
-
-
- ))} + + ))} + + + + +
- +

+ {s.count}× {s.model} · {totalFree.toFixed(0)} GB free +

) })}
) diff --git a/web/src/components/models-editor.tsx b/web/src/components/models-editor.tsx index 7ebe705..add8551 100644 --- a/web/src/components/models-editor.tsx +++ b/web/src/components/models-editor.tsx @@ -49,41 +49,63 @@ export function ModelsEditor({ models, setModels, advanced }: ModelsEditorProps)
{advanced && ( -
- update(m.uid, { revision: e.target.value || undefined })} - placeholder="revision" - className="h-7 w-28 font-mono text-[11px]" - aria-label="revision" - /> -
@@ -96,3 +118,41 @@ export function ModelsEditor({ models, setModels, advanced }: ModelsEditorProps)
) } + +function SloInput({ + label, + unit, + value, + onChange, +}: { + label: string + unit: string + value?: number + onChange: (v: number) => void +}) { + return ( + + ) +} + +// cleanSlo drops a SLO object that has no positive targets so it isn't sent or +// persisted as noise. +function cleanSlo(slo: ModelEntry['slo']): ModelEntry['slo'] { + if (!slo) return undefined + const any = + (slo.target_ttft_p95_ms ?? 0) > 0 || + (slo.target_tpot_p95_ms ?? 0) > 0 || + (slo.target_decode_tps_per_user ?? 0) > 0 + return any ? slo : undefined +} diff --git a/web/src/types.ts b/web/src/types.ts index 0af5ff3..9dff0cc 100644 --- a/web/src/types.ts +++ b/web/src/types.ts @@ -201,6 +201,12 @@ export interface ModelEntry { revision?: string dedicated?: boolean replicas?: number + // Per-model SLO targets (advanced). 0 / undefined = unconstrained. + slo?: { + target_ttft_p95_ms?: number + target_tpot_p95_ms?: number + target_decode_tps_per_user?: number + } } export interface FitModel {