From 4057915a5f9b5e239d087358443ac0cb7105e61f Mon Sep 17 00:00:00 2001
From: Dest1n1 <dest1nis2022@gmail.com>
Date: Sun, 11 Aug 2024 02:01:56 +0800
Subject: [PATCH] feat(ui/model-page): steering

---
 ui/bun.lockb                               | Bin 268710 -> 287763 bytes
 ui/package.json                            |   6 +
 ui/src/components/model/model-card.tsx     | 602 +++++++++++++++++----
 ui/src/components/ui/badge.tsx             |  36 ++
 ui/src/components/ui/combobox.tsx          |  92 ++++
 ui/src/components/ui/command.tsx           | 153 ++++++
 ui/src/components/ui/data-table.tsx        |  11 +-
 ui/src/components/ui/dialog.tsx            | 120 ++++
 ui/src/components/ui/multiple-selector.tsx | 558 +++++++++++++++++++
 ui/src/components/ui/pagination.tsx        |   4 +-
 ui/src/components/ui/popover.tsx           |  29 +
 ui/src/components/ui/switch.tsx            |  27 +
 ui/src/components/ui/tooltip.tsx           |  28 +
 ui/src/tanstack.d.ts                       |   9 +
 ui/src/types/model.ts                      |   8 +
 15 files changed, 1587 insertions(+), 96 deletions(-)
 create mode 100644 ui/src/components/ui/badge.tsx
 create mode 100644 ui/src/components/ui/combobox.tsx
 create mode 100644 ui/src/components/ui/command.tsx
 create mode 100644 ui/src/components/ui/dialog.tsx
 create mode 100644 ui/src/components/ui/multiple-selector.tsx
 create mode 100644 ui/src/components/ui/popover.tsx
 create mode 100644 ui/src/components/ui/switch.tsx
 create mode 100644 ui/src/components/ui/tooltip.tsx
 create mode 100644 ui/src/tanstack.d.ts

diff --git a/ui/bun.lockb b/ui/bun.lockb
index 2194dfddb1c161204ce83b5b03dbd6367b2cb2ce..3bd98f13d10a69fb09c2597a8aeb034bdfc74120 100755
GIT binary patch
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diff --git a/ui/package.json b/ui/package.json
index 0c8a211..717bf84 100644
--- a/ui/package.json
+++ b/ui/package.json
@@ -12,18 +12,23 @@
   "dependencies": {
     "@msgpack/msgpack": "^3.0.0-beta2",
     "@radix-ui/react-accordion": "^1.1.2",
+    "@radix-ui/react-dialog": "^1.1.1",
     "@radix-ui/react-dropdown-menu": "^2.0.6",
     "@radix-ui/react-hover-card": "^1.0.7",
     "@radix-ui/react-label": "^2.0.2",
+    "@radix-ui/react-popover": "^1.1.1",
     "@radix-ui/react-select": "^2.0.0",
     "@radix-ui/react-separator": "^1.0.3",
     "@radix-ui/react-slot": "^1.0.2",
+    "@radix-ui/react-switch": "^1.1.0",
     "@radix-ui/react-tabs": "^1.0.4",
     "@radix-ui/react-toggle": "^1.0.3",
+    "@radix-ui/react-tooltip": "^1.1.2",
     "@tanstack/react-table": "^8.15.3",
     "camelcase-keys": "^9.1.3",
     "class-variance-authority": "^0.7.0",
     "clsx": "^2.1.0",
+    "cmdk": "1.0.0",
     "lucide-react": "^0.358.0",
     "plotly.js": "^2.30.1",
     "react": "^18.2.0",
@@ -32,6 +37,7 @@
     "react-router-dom": "^6.22.3",
     "react-use": "^17.5.0",
     "recharts": "^2.12.7",
+    "snakecase-keys": "^8.0.1",
     "tailwind-merge": "^2.2.1",
     "tailwindcss-animate": "^1.0.7",
     "zod": "^3.22.4",
diff --git a/ui/src/components/model/model-card.tsx b/ui/src/components/model/model-card.tsx
index ce14e7b..d89ab70 100644
--- a/ui/src/components/model/model-card.tsx
+++ b/ui/src/components/model/model-card.tsx
@@ -1,9 +1,10 @@
-import { Fragment, useEffect, useState } from "react";
+import { Fragment, useEffect, useMemo, useState } from "react";
 import { Button } from "../ui/button";
 import { Card, CardContent, CardHeader, CardTitle } from "../ui/card";
 import { Textarea } from "../ui/textarea";
-import { useAsyncFn } from "react-use";
+import { useAsyncFn, useMount } from "react-use";
 import camelcaseKeys from "camelcase-keys";
+import snakecaseKeys from "snakecase-keys";
 import { decode } from "@msgpack/msgpack";
 import { ModelGeneration, ModelGenerationSchema } from "@/types/model";
 import { Sample } from "../app/sample";
@@ -14,53 +15,330 @@ import { Input } from "../ui/input";
 import { countTokenGroupPositions, groupToken, hex } from "@/utils/token";
 import { getAccentClassname } from "@/utils/style";
 import { Separator } from "../ui/separator";
+import MultipleSelector from "../ui/multiple-selector";
+import { z } from "zod";
+import { Combobox } from "../ui/combobox";
+import { Select, SelectContent, SelectItem, SelectTrigger, SelectValue } from "../ui/select";
+import { Ban, MoreHorizontal, Plus, Trash2, Wrench, X } from "lucide-react";
+import { ColumnDef } from "@tanstack/react-table";
+import { FeatureLinkWithPreview } from "../app/feature-preview";
+import { DataTable } from "../ui/data-table";
+import {
+  DropdownMenu,
+  DropdownMenuContent,
+  DropdownMenuItem,
+  DropdownMenuLabel,
+  DropdownMenuSeparator,
+  DropdownMenuTrigger,
+} from "../ui/dropdown-menu";
+import { useNavigate } from "react-router-dom";
+import { Switch } from "../ui/switch";
+import { Label as SLabel } from "../ui/label";
+import { Toggle } from "../ui/toggle";
 
-const ModelSample = ({ sample }: { sample: ModelGeneration }) => {
+const SAEInfo = ({
+  saeInfo,
+  saeSettings,
+  onSteerFeature,
+  setSAESettings,
+}: {
+  saeInfo: {
+    name: string;
+    featureActs: {
+      featureActIndex: number;
+      featureAct: number;
+      maxFeatureAct: number;
+    }[];
+  };
+  saeSettings: { sortedBySum: boolean };
+  onSteerFeature?: (name: string, featureIndex: number) => void;
+  setSAESettings: (settings: { sortedBySum: boolean }) => void;
+}) => {
+  const navigate = useNavigate();
+
+  const columns: ColumnDef<{
+    featureActIndex: number;
+    featureAct: number;
+    maxFeatureAct: number;
+  }>[] = [
+    {
+      accessorKey: "featureActIndex",
+      header: () => (
+        <div>
+          <span className="font-bold">Feature</span>
+        </div>
+      ),
+      cell: ({ row }) => (
+        <div>
+          <FeatureLinkWithPreview dictionaryName={saeInfo.name} featureIndex={row.original.featureActIndex} />
+        </div>
+      ),
+    },
+    {
+      accessorKey: "featureAct",
+      header: () => (
+        <div>
+          <span className="font-bold">Activation</span>
+        </div>
+      ),
+      cell: ({ row }) => (
+        <div className={cn(getAccentClassname(row.original.featureAct, row.original.maxFeatureAct, "text"))}>
+          {row.original.featureAct.toFixed(3)}
+        </div>
+      ),
+    },
+    {
+      id: "actions",
+      enableHiding: false,
+      cell: ({ row }) => (
+        <DropdownMenu>
+          <DropdownMenuTrigger asChild>
+            <Button variant="ghost" className="h-8 w-8 p-0">
+              <span className="sr-only">Open menu</span>
+              <MoreHorizontal className="h-4 w-4" />
+            </Button>
+          </DropdownMenuTrigger>
+          <DropdownMenuContent align="end">
+            <DropdownMenuLabel>Actions</DropdownMenuLabel>
+            <DropdownMenuItem onClick={() => onSteerFeature?.(saeInfo.name, row.original.featureActIndex)}>
+              Steer feature
+            </DropdownMenuItem>
+            <DropdownMenuSeparator />
+            <DropdownMenuItem
+              onClick={() => {
+                navigate(
+                  `/features?dictionary=${encodeURIComponent(saeInfo.name)}&featureIndex=${
+                    row.original.featureActIndex
+                  }`
+                );
+              }}
+            >
+              View feature
+            </DropdownMenuItem>
+          </DropdownMenuContent>
+        </DropdownMenu>
+      ),
+      meta: {
+        headerClassName: "w-16",
+        cellClassName: "py-0",
+      },
+    },
+  ];
+
+  return (
+    <div className="flex flex-col gap-4">
+      <div className="flex justify-between items-center">
+        <div className="text-sm font-bold">Features from {saeInfo.name}:</div>
+        <Toggle
+          className="-my-2"
+          variant="outline"
+          size="sm"
+          pressed={saeSettings.sortedBySum}
+          onPressedChange={(pressed) => setSAESettings({ ...saeSettings, sortedBySum: pressed })}
+        >
+          <span className="text-sm font-bold">Sort by sum</span>
+        </Toggle>
+      </div>
+      <DataTable
+        columns={columns}
+        data={saeInfo.featureActs}
+        pageSize={5}
+        key={saeSettings.sortedBySum ? "sum" : "act"}
+      />
+    </div>
+  );
+};
+
+const LogitsInfo = ({
+  logits,
+}: {
+  logits: {
+    logits: number;
+    token: Uint8Array;
+  }[];
+}) => {
+  const maxLogits = Math.max(...logits.map((logit) => logit.logits));
+  const columns: ColumnDef<{
+    logits: number;
+    token: Uint8Array;
+  }>[] = [
+    {
+      accessorKey: "token",
+      header: () => (
+        <div>
+          <span className="font-bold">Token</span>
+        </div>
+      ),
+      cell: ({ row }) => (
+        <div>
+          <span className="underline whitespace-pre-wrap">{hex(row.original)}</span>
+        </div>
+      ),
+    },
+    {
+      accessorKey: "logits",
+      header: () => (
+        <div>
+          <span className="font-bold">Logits</span>
+        </div>
+      ),
+      cell: ({ row }) => (
+        <div className={cn(getAccentClassname(row.original.logits, maxLogits, "text"))}>
+          {row.original.logits.toFixed(3)}
+        </div>
+      ),
+    },
+  ];
+
+  return (
+    <div className="flex flex-col gap-4">
+      <div className="text-sm font-bold">Logits:</div>
+      <DataTable columns={columns} data={logits} pageSize={5} />
+    </div>
+  );
+};
+
+const LogitsBarChart = ({
+  tokens,
+}: {
+  tokens: {
+    logits: {
+      logits: number;
+      token: Uint8Array;
+    }[];
+    token: Uint8Array;
+  }[];
+}) => {
+  const data = tokens.map((token) =>
+    Object.assign(
+      {},
+      ...token.logits.map((logit, j) => ({
+        [`logits-${j}`]: logit.logits,
+        [`logits-token-${j}`]: hex(logit),
+      })),
+      {
+        name: hex(token),
+      }
+    )
+  );
+
+  const colors = ["#8884d8", "#82ca9d", "#ffc658", "#ff7300", "#d6d6d6"];
+
+  return (
+    <ResponsiveContainer height={300}>
+      <BarChart data={data} margin={{ top: 50, right: 50, left: 50, bottom: 15 }}>
+        <CartesianGrid strokeDasharray="3 3" />
+        <XAxis dataKey="name">
+          <Label value="Tokens" offset={0} position="bottom" />
+        </XAxis>
+        <YAxis label={{ value: "Logits", angle: -90, position: "left", textAnchor: "middle" }} />
+        {tokens[0].logits.slice(0, 5).map((_, i) => (
+          <Bar key={i} dataKey={`logits-${i}`} fill={colors[i]}>
+            <LabelList dataKey={`logits-token-${i}`} position="top" />
+          </Bar>
+        ))}
+      </BarChart>
+    </ResponsiveContainer>
+  );
+};
+
+const ModelSample = ({
+  sample,
+  onSteerFeature,
+}: {
+  sample: ModelGeneration;
+  onSteerFeature?: (name: string, featureIndex: number) => void;
+}) => {
   const [selectedTokenGroupIndices, setSelectedTokenGroupIndices] = useState<number[]>([]);
   const toggleSelectedTokenGroupIndex = (tokenGroupIndex: number) => {
     setSelectedTokenGroupIndices((prev) =>
-      prev.includes(tokenGroupIndex) ? prev.filter((t) => t !== tokenGroupIndex) : [...prev, tokenGroupIndex]
+      prev.includes(tokenGroupIndex)
+        ? prev.filter((t) => t !== tokenGroupIndex)
+        : [...prev, tokenGroupIndex].sort((a, b) => a - b)
     );
   };
 
+  const [saeSettings, setSAESettings] = useState<{ [name: string]: { sortedBySum: boolean } }>({});
+  const getSAESettings = (name: string) => saeSettings[name] || { sortedBySum: false };
+
   useEffect(() => {
     setSelectedTokenGroupIndices([]);
   }, [sample]);
 
-  const tokens = zip(sample.context, sample.inputMask, sample.logits, sample.logitsTokens).map(
-    ([token, inputMask, logits, logitsTokens]) => ({
-      token,
-      inputMask,
-      logits: zip(logits, logitsTokens).map(([logits, token]) => ({
-        logits,
+  const tokens = useMemo(() => {
+    const saeInfo =
+      sample.saeInfo.length > 0
+        ? zip(
+            ...sample.saeInfo.map((sae) =>
+              zip(sae.featureActsIndices, sae.featureActs, sae.maxFeatureActs).map(
+                ([featureActIndex, featureAct, maxFeatureAct]) => ({
+                  name: sae.name,
+                  featureActs: zip(featureActIndex, featureAct, maxFeatureAct).map(
+                    ([featureActIndex, featureAct, maxFeatureAct]) => ({
+                      featureActIndex,
+                      featureAct,
+                      maxFeatureAct,
+                    })
+                  ),
+                })
+              )
+            )
+          )
+        : sample.context.map(() => []);
+
+    return zip(sample.context, sample.inputMask, sample.logits, sample.logitsTokens, saeInfo).map(
+      ([token, inputMask, logits, logitsTokens, saeInfo]) => ({
         token,
+        inputMask,
+        logits: zip(logits, logitsTokens).map(([logits, token]) => ({
+          logits,
+          token,
+        })),
+        saeInfo,
+      })
+    );
+  }, [sample]);
+
+  type Token = (typeof tokens)[0];
+
+  const sortTokenInfo = (tokens: Token[]) => {
+    const featureActSum = tokens.reduce((acc, token) => {
+      token.saeInfo.forEach((saeInfo) => {
+        saeInfo.featureActs.forEach((featureAct) => {
+          acc[saeInfo.name] = acc[saeInfo.name] || {};
+          acc[saeInfo.name][featureAct.featureActIndex.toString()] =
+            acc[saeInfo.name][featureAct.featureActIndex.toString()] || 0;
+          acc[saeInfo.name][featureAct.featureActIndex.toString()] += featureAct.featureAct;
+        });
+      });
+      return acc;
+    }, {} as { [name: string]: { [featureIndex: string]: number } });
+
+    return tokens.map((token) => ({
+      ...token,
+      logits: token.logits.sort((a, b) => b.logits - a.logits),
+      saeInfo: token.saeInfo.map((saeInfo) => ({
+        ...saeInfo,
+        featureActs: getSAESettings(saeInfo.name).sortedBySum
+          ? saeInfo.featureActs.sort(
+              (a, b) =>
+                featureActSum[saeInfo.name][b.featureActIndex.toString()] -
+                featureActSum[saeInfo.name][a.featureActIndex.toString()]
+            )
+          : saeInfo.featureActs.sort((a, b) => b.featureAct - a.featureAct),
       })),
-    })
-  );
+    }));
+  };
+
   const tokenGroups = groupToken(tokens);
   const tokenGroupPositions = countTokenGroupPositions(tokenGroups);
   const selectedTokenGroups = selectedTokenGroupIndices.map((i) => tokenGroups[i]);
-  const selectedTokens = selectedTokenGroups.flatMap((t) => t);
+  const selectedTokens = sortTokenInfo(selectedTokenGroups.flatMap((t) => t));
   const selectedTokenGroupPositions = selectedTokenGroupIndices.map((i) => tokenGroupPositions[i]);
   const selectedTokenPositions = selectedTokenGroups.flatMap((t, i) =>
     t.map((_, j) => selectedTokenGroupPositions[i] + j)
   );
 
-  const data = selectedTokens.map((token) =>
-    Object.assign(
-      {},
-      ...token.logits.map((logits, j) => ({
-        [`logits-${j}`]: logits.logits,
-        [`logits-token-${j}`]: hex(logits),
-      })),
-      {
-        name: hex(token),
-      }
-    )
-  );
-
-  const colors = ["#8884d8", "#82ca9d", "#ffc658", "#ff7300", "#d6d6d6"];
-
   return (
     <div className="flex flex-col gap-4">
       <Sample
@@ -77,82 +355,93 @@ const ModelSample = ({ sample }: { sample: ModelGeneration }) => {
         })}
       />
 
-      {selectedTokens.length > 0 && <p className="font-bold">Detail of Selected Tokens:</p>}
+      {selectedTokens.length > 0 && (
+        <p className="font-bold">
+          Detail of {selectedTokens.length} Selected Token{selectedTokens.length > 1 ? "s" : ""}:
+        </p>
+      )}
 
       {selectedTokens.map((token, i) => (
         <Fragment key={selectedTokenPositions[i]}>
-          <div key={i} className="grid grid-cols-2 gap-4">
-            <div className="flex flex-col gap-4">
-              <div className="grid grid-cols-2 gap-4">
-                <div className="text-sm font-bold">Token:</div>
-                <div className="text-sm underline whitespace-pre-wrap">{hex(token)}</div>
-                <div className="text-sm font-bold">Position:</div>
-                <div className="text-sm">{selectedTokenPositions[i]}</div>
-              </div>
-            </div>
-            <div className="flex flex-col gap-4">
-              <p className="text-sm font-bold">Top Logits:</p>
-              <div className="grid grid-cols-2 gap-4 pl-8">
-                {token.logits.map((logit, j) => (
-                  <Fragment key={j}>
-                    <div className="text-sm underline whitespace-pre-wrap">{hex(logit)}</div>
-                    <div className={cn("text-sm", getAccentClassname(logit.logits, token.logits[0].logits, "text"))}>
-                      {logit.logits.toFixed(3)}
-                    </div>
-                  </Fragment>
-                ))}
-              </div>
+          <div className="flex flex-col gap-4">
+            <div className="grid grid-cols-2 gap-x-8 gap-y-4">
+              <div className="text-sm font-bold">Token:</div>
+              <div className="text-sm underline whitespace-pre-wrap">{hex(token)}</div>
+              <div className="text-sm font-bold">Position:</div>
+              <div className="text-sm">{selectedTokenPositions[i]}</div>
             </div>
           </div>
+          <div key={i} className="grid grid-cols-2 gap-8">
+            <LogitsInfo logits={token.logits} />
+            {token.saeInfo.map((saeInfo, j) => (
+              <SAEInfo
+                key={j}
+                saeInfo={saeInfo}
+                saeSettings={getSAESettings(saeInfo.name)}
+                onSteerFeature={onSteerFeature}
+                setSAESettings={(settings) => setSAESettings({ ...saeSettings, [saeInfo.name]: settings })}
+              />
+            ))}
+          </div>
           {i < selectedTokens.length - 1 && <Separator />}
         </Fragment>
       ))}
 
-      {selectedTokens.length > 0 && (
-        <ResponsiveContainer height={300}>
-          <BarChart data={data} margin={{ top: 50, right: 50, left: 50, bottom: 15 }}>
-            <CartesianGrid strokeDasharray="3 3" />
-            <XAxis dataKey="name">
-              <Label value="Tokens" offset={0} position="bottom" />
-            </XAxis>
-            <YAxis label={{ value: "Logits", angle: -90, position: "left", textAnchor: "middle" }} />
-            {selectedTokens[0].logits.map((_, i) => (
-              <Bar key={i} dataKey={`logits-${i}`} fill={colors[i]}>
-                <LabelList dataKey={`logits-token-${i}`} position="top" />
-              </Bar>
-            ))}
-          </BarChart>
-        </ResponsiveContainer>
-      )}
+      {selectedTokens.length > 0 && <LogitsBarChart tokens={selectedTokens} />}
     </div>
   );
 };
 
 const ModelCustomInputArea = () => {
   const [customInput, setCustomInput] = useState<string>("");
+  const [doGenerate, setDoGenerate] = useState<boolean>(true);
   const [maxNewTokens, setMaxNewTokens] = useState<number>(128);
   const [topK, setTopK] = useState<number>(50);
   const [topP, setTopP] = useState<number>(0.95);
-  const [logitTopK, setLogitTopK] = useState<number>(5);
+  const [selectedDictionaries, setSelectedDictionaries] = useState<string[]>([]);
+  const [steerings, setSteerings] = useState<
+    {
+      sae: string | null;
+      featureIndex: number;
+      steeringType: "times" | "ablate" | "add" | "set";
+      steeringValue: number | null;
+    }[]
+  >([{ sae: null, featureIndex: 0, steeringType: "times", steeringValue: 1 }]);
+
   const [sample, setSample] = useState<ModelGeneration | null>(null);
+
+  const [dictionariesState, fetchDictionaries] = useAsyncFn(async () => {
+    return await fetch(`${import.meta.env.VITE_BACKEND_URL}/dictionaries`)
+      .then(async (res) => await res.json())
+      .then((res) => z.array(z.string()).parse(res));
+  });
+
+  useMount(async () => {
+    await fetchDictionaries();
+  });
+
   const [state, submit] = useAsyncFn(async () => {
     if (!customInput) {
       alert("Please enter your input.");
       return;
     }
-    const sample = await fetch(
-      `${import.meta.env.VITE_BACKEND_URL}/model/generate?input_text=${encodeURIComponent(
-        customInput
-      )}&max_new_tokens=${encodeURIComponent(maxNewTokens.toString())}&top_k=${encodeURIComponent(
-        topK.toString()
-      )}&top_p=${encodeURIComponent(topP.toString())}&return_logits_top_k=${encodeURIComponent(logitTopK.toString())}`,
-      {
-        method: "POST",
-        headers: {
-          Accept: "application/x-msgpack",
-        },
-      }
-    )
+    const sample = await fetch(`${import.meta.env.VITE_BACKEND_URL}/model/generate`, {
+      method: "POST",
+      body: JSON.stringify(
+        snakecaseKeys({
+          inputText: customInput,
+          maxNewTokens: doGenerate ? maxNewTokens : 0,
+          topK,
+          topP,
+          saes: selectedDictionaries,
+          steerings: steerings.filter((s) => s.sae !== null),
+        })
+      ),
+      headers: {
+        Accept: "application/x-msgpack",
+        "Content-Type": "application/json",
+      },
+    })
       .then(async (res) => {
         if (!res.ok) {
           throw new Error(await res.text());
@@ -170,15 +459,24 @@ const ModelCustomInputArea = () => {
       )
       .then((res) => ModelGenerationSchema.parse(res));
     setSample(sample);
-  }, [customInput]);
+  }, [doGenerate, customInput, maxNewTokens, topK, topP, selectedDictionaries]);
 
   return (
     <div className="flex flex-col gap-4">
       <p className="font-bold">Generation</p>
       <div className="container grid grid-cols-4 justify-center items-center gap-4 px-20">
+        <span className="font-bold justify-self-end">Do generate:</span>
+        <div className="col-span-3 flex items-center space-x-2">
+          <Switch id="do-generate" checked={doGenerate} onCheckedChange={setDoGenerate} disabled={state.loading} />
+          <SLabel htmlFor="do-generate" className="text-sm text-muted-foreground">
+            {doGenerate
+              ? "Model will generate new contents based on the following configuration."
+              : "Model will only perceive the given input."}
+          </SLabel>
+        </div>
         <span className="font-bold justify-self-end">Max new tokens:</span>
         <Input
-          disabled={state.loading}
+          disabled={state.loading || !doGenerate}
           className="bg-white"
           type="number"
           value={maxNewTokens.toString()}
@@ -186,7 +484,7 @@ const ModelCustomInputArea = () => {
         />
         <span className="font-bold justify-self-end">Top K:</span>
         <Input
-          disabled={state.loading}
+          disabled={state.loading || !doGenerate}
           className="bg-white"
           type="number"
           value={topK.toString()}
@@ -194,20 +492,132 @@ const ModelCustomInputArea = () => {
         />
         <span className="font-bold justify-self-end">Top P:</span>
         <Input
-          disabled={state.loading}
+          disabled={state.loading || !doGenerate}
           className="bg-white"
           type="number"
           value={topP.toString()}
           onChange={(e) => setTopP(parseFloat(e.target.value))}
         />
-        <span className="font-bold justify-self-end">Logit Top K:</span>
-        <Input
-          disabled={state.loading}
+        <Separator className="col-span-4" />
+        <span className="font-bold justify-self-end">SAEs:</span>
+        <MultipleSelector
           className="bg-white"
-          type="number"
-          value={logitTopK.toString()}
-          onChange={(e) => setLogitTopK(parseInt(e.target.value))}
+          disabled={state.loading}
+          options={dictionariesState.value?.map((name) => ({ value: name, label: name })) || []}
+          commandProps={{
+            className: "col-span-3",
+          }}
+          hidePlaceholderWhenSelected
+          placeholder="Bind SAEs to the language model to see features activated in the generation."
+          value={selectedDictionaries.map((name) => ({ value: name, label: name }))}
+          onChange={(value) => setSelectedDictionaries(value.map((v) => v.value))}
+          emptyIndicator={
+            <p className="w-full text-center text-lg leading-10 text-muted-foreground">No dictionaries found.</p>
+          }
         />
+        {selectedDictionaries.length > 0 &&
+          steerings.map((steering, i) => (
+            <Fragment key={i}>
+              <span className="font-bold justify-self-end">Steering {i + 1}:</span>
+              <div className="relative group col-span-3">
+                <div className="w-full flex items-center gap-2">
+                  <Combobox
+                    className="min-w-[350px]"
+                    value={steering.sae}
+                    onChange={(value) => {
+                      setSteerings((prev) => prev.map((s, j) => (i === j ? { ...s, sae: value } : s)));
+                    }}
+                    options={selectedDictionaries.map((name) => ({ value: name, label: name }))}
+                    disabled={state.loading}
+                    placeholder="Select a dictionary to steer the generation."
+                    commandPlaceholder="Search for a selected dictionary..."
+                    emptyIndicator="No options found"
+                  />
+                  <span className="text-muted-foreground">#</span>
+                  <Input
+                    disabled={state.loading}
+                    className="bg-white"
+                    type="number"
+                    value={steering.featureIndex.toString()}
+                    onChange={(e) => {
+                      setSteerings((prev) =>
+                        prev.map((s, j) => (i === j ? { ...s, featureIndex: parseInt(e.target.value) } : s))
+                      );
+                    }}
+                  />
+                  <Select
+                    disabled={state.loading}
+                    value={steering.steeringType}
+                    onValueChange={(value) => {
+                      if (value === "times" || value === "add" || value === "set")
+                        setSteerings((prev) =>
+                          prev.map((s, j) => (i === j ? { ...s, steeringType: value, steeringValue: 1 } : s))
+                        );
+                      else if (value === "ablate")
+                        setSteerings((prev) =>
+                          prev.map((s, j) => (i === j ? { ...s, steeringType: value, steeringValue: null } : s))
+                        );
+                    }}
+                  >
+                    <SelectTrigger className="bg-white w-16">
+                      <SelectValue placeholder="Select a dictionary" />
+                    </SelectTrigger>
+                    <SelectContent className="w-16">
+                      <SelectItem value="times" className="items-center">
+                        <X className="h-4 w-4" />
+                      </SelectItem>
+                      <SelectItem value="ablate" className="items-center">
+                        <Ban className="h-4 w-4" />
+                      </SelectItem>
+                      <SelectItem value="add" className="items-center">
+                        <Plus className="h-4 w-4" />
+                      </SelectItem>
+                      <SelectItem value="set" className="items-center">
+                        <Wrench className="h-4 w-4" />
+                      </SelectItem>
+                    </SelectContent>
+                  </Select>
+                  <Input
+                    disabled={state.loading || steering.steeringType === "ablate"}
+                    className="bg-white"
+                    type={steering.steeringType === "ablate" ? "text" : "number"}
+                    value={steering.steeringValue?.toString() || ""}
+                    onChange={(e) => {
+                      setSteerings((prev) =>
+                        prev.map((s, j) => (i === j ? { ...s, steeringValue: parseFloat(e.target.value) } : s))
+                      );
+                    }}
+                  />
+                </div>
+                <div
+                  className={cn(
+                    "absolute -right-10 top-1/2 transform -translate-y-1/2 w-8 h-8 flex items-center justify-center rounded-full bg-white hover:bg-red-500 hover:text-white cursor-pointer opacity-0 group-hover:opacity-100 transition-opacity select-none"
+                  )}
+                  onClick={() =>
+                    steerings.length > 1
+                      ? setSteerings((prev) => prev.filter((_, j) => i !== j))
+                      : setSteerings([{ sae: null, featureIndex: 0, steeringType: "times", steeringValue: 1 }])
+                  }
+                >
+                  <Trash2 className="h-4 w-4" />
+                </div>
+                <div
+                  className={cn(
+                    "absolute -right-20 top-1/2 transform -translate-y-1/2 w-8 h-8 flex items-center justify-center rounded-full bg-white hover:bg-green-500 hover:text-white cursor-pointer opacity-0 group-hover:opacity-100 transition-opacity select-none"
+                  )}
+                  onClick={() =>
+                    setSteerings((prev) => [
+                      ...prev.slice(0, i + 1),
+                      { sae: null, featureIndex: 0, steeringType: "times", steeringValue: 1 },
+                      ...prev.slice(i + 1),
+                    ])
+                  }
+                >
+                  <Plus className="h-4 w-4" />
+                </div>
+              </div>
+            </Fragment>
+          ))}
       </div>
       <Textarea
         placeholder="Type your custom input here."
@@ -218,7 +628,17 @@ const ModelCustomInputArea = () => {
         Submit
       </Button>
       {state.error && <p className="text-red-500">{state.error.message}</p>}
-      {sample && <ModelSample sample={sample} />}
+      {sample && (
+        <ModelSample
+          sample={sample}
+          onSteerFeature={(name, featureIndex) => {
+            setSteerings((prev) => {
+              const steerings = prev[prev.length - 1].sae ? [...prev] : prev.slice(0, -1);
+              return [...steerings, { sae: name, featureIndex, steeringType: "times", steeringValue: 1 }];
+            });
+          }}
+        />
+      )}
     </div>
   );
 };
diff --git a/ui/src/components/ui/badge.tsx b/ui/src/components/ui/badge.tsx
new file mode 100644
index 0000000..f000e3e
--- /dev/null
+++ b/ui/src/components/ui/badge.tsx
@@ -0,0 +1,36 @@
+import * as React from "react"
+import { cva, type VariantProps } from "class-variance-authority"
+
+import { cn } from "@/lib/utils"
+
+const badgeVariants = cva(
+  "inline-flex items-center rounded-full border px-2.5 py-0.5 text-xs font-semibold transition-colors focus:outline-none focus:ring-2 focus:ring-ring focus:ring-offset-2",
+  {
+    variants: {
+      variant: {
+        default:
+          "border-transparent bg-primary text-primary-foreground hover:bg-primary/80",
+        secondary:
+          "border-transparent bg-secondary text-secondary-foreground hover:bg-secondary/80",
+        destructive:
+          "border-transparent bg-destructive text-destructive-foreground hover:bg-destructive/80",
+        outline: "text-foreground",
+      },
+    },
+    defaultVariants: {
+      variant: "default",
+    },
+  }
+)
+
+export interface BadgeProps
+  extends React.HTMLAttributes<HTMLDivElement>,
+    VariantProps<typeof badgeVariants> {}
+
+function Badge({ className, variant, ...props }: BadgeProps) {
+  return (
+    <div className={cn(badgeVariants({ variant }), className)} {...props} />
+  )
+}
+
+export { Badge, badgeVariants }
diff --git a/ui/src/components/ui/combobox.tsx b/ui/src/components/ui/combobox.tsx
new file mode 100644
index 0000000..ecf00d3
--- /dev/null
+++ b/ui/src/components/ui/combobox.tsx
@@ -0,0 +1,92 @@
+"use client";
+
+import * as React from "react";
+import { Check, ChevronsUpDown } from "lucide-react";
+
+import { cn } from "@/lib/utils";
+import { Button } from "@/components/ui/button";
+import { Command, CommandEmpty, CommandGroup, CommandInput, CommandItem, CommandList } from "@/components/ui/command";
+import { Popover, PopoverContent, PopoverTrigger } from "@/components/ui/popover";
+
+export type ComboboxProps = {
+  value?: string | null;
+  onChange?: (value: string) => void;
+  options: { value: string; label: string }[];
+  placeholder?: string;
+  commandPlaceholder?: string;
+  emptyIndicator?: string;
+  className?: string;
+  disabled?: boolean;
+};
+
+export function Combobox({
+  value,
+  onChange,
+  options,
+  placeholder,
+  commandPlaceholder,
+  emptyIndicator,
+  className,
+  disabled,
+}: ComboboxProps) {
+  const [open, setOpen] = React.useState(false);
+  const [internalValue, setInternalValue] = React.useState((value ?? options[0]?.value) || null);
+
+  React.useEffect(() => {
+    if (value !== undefined) {
+      setInternalValue(value);
+    }
+  }, [value]);
+
+  const setValue = React.useCallback(
+    (value: string) => {
+      setInternalValue(value);
+      onChange?.(value);
+    },
+    [onChange]
+  );
+
+  return (
+    <Popover open={open} onOpenChange={setOpen}>
+      <PopoverTrigger asChild>
+        <Button
+          variant="outline"
+          role="combobox"
+          disabled={disabled}
+          aria-expanded={open}
+          className={cn(
+            "w-full justify-between bg-white px-3",
+            !internalValue && "font-normal text-muted-foreground",
+            className
+          )}
+        >
+          {internalValue ? options.find((option) => option.value === internalValue)?.label : placeholder || "Select..."}
+          <ChevronsUpDown className="ml-2 h-4 w-4 shrink-0 opacity-50" />
+        </Button>
+      </PopoverTrigger>
+      <PopoverContent className="w-[var(--radix-popover-trigger-width)] p-0">
+        <Command>
+          <CommandInput placeholder={commandPlaceholder || "Search..."} />
+          <CommandList>
+            <CommandEmpty>{emptyIndicator || "No options found"}</CommandEmpty>
+            <CommandGroup>
+              {options.map((option) => (
+                <CommandItem
+                  key={option.value}
+                  value={option.value}
+                  onSelect={(currentValue) => {
+                    setValue(currentValue === internalValue ? "" : currentValue);
+                    setOpen(false);
+                  }}
+                >
+                  <Check className={cn("mr-2 h-4 w-4", internalValue === option.value ? "opacity-100" : "opacity-0")} />
+                  {option.label}
+                </CommandItem>
+              ))}
+            </CommandGroup>
+          </CommandList>
+        </Command>
+      </PopoverContent>
+    </Popover>
+  );
+}
diff --git a/ui/src/components/ui/command.tsx b/ui/src/components/ui/command.tsx
new file mode 100644
index 0000000..56a0979
--- /dev/null
+++ b/ui/src/components/ui/command.tsx
@@ -0,0 +1,153 @@
+import * as React from "react"
+import { type DialogProps } from "@radix-ui/react-dialog"
+import { Command as CommandPrimitive } from "cmdk"
+import { Search } from "lucide-react"
+
+import { cn } from "@/lib/utils"
+import { Dialog, DialogContent } from "@/components/ui/dialog"
+
+const Command = React.forwardRef<
+  React.ElementRef<typeof CommandPrimitive>,
+  React.ComponentPropsWithoutRef<typeof CommandPrimitive>
+>(({ className, ...props }, ref) => (
+  <CommandPrimitive
+    ref={ref}
+    className={cn(
+      "flex h-full w-full flex-col overflow-hidden rounded-md bg-popover text-popover-foreground",
+      className
+    )}
+    {...props}
+  />
+))
+Command.displayName = CommandPrimitive.displayName
+
+interface CommandDialogProps extends DialogProps {}
+
+const CommandDialog = ({ children, ...props }: CommandDialogProps) => {
+  return (
+    <Dialog {...props}>
+      <DialogContent className="overflow-hidden p-0 shadow-lg">
+        <Command className="[&_[cmdk-group-heading]]:px-2 [&_[cmdk-group-heading]]:font-medium [&_[cmdk-group-heading]]:text-muted-foreground [&_[cmdk-group]:not([hidden])_~[cmdk-group]]:pt-0 [&_[cmdk-group]]:px-2 [&_[cmdk-input-wrapper]_svg]:h-5 [&_[cmdk-input-wrapper]_svg]:w-5 [&_[cmdk-input]]:h-12 [&_[cmdk-item]]:px-2 [&_[cmdk-item]]:py-3 [&_[cmdk-item]_svg]:h-5 [&_[cmdk-item]_svg]:w-5">
+          {children}
+        </Command>
+      </DialogContent>
+    </Dialog>
+  )
+}
+
+const CommandInput = React.forwardRef<
+  React.ElementRef<typeof CommandPrimitive.Input>,
+  React.ComponentPropsWithoutRef<typeof CommandPrimitive.Input>
+>(({ className, ...props }, ref) => (
+  <div className="flex items-center border-b px-3" cmdk-input-wrapper="">
+    <Search className="mr-2 h-4 w-4 shrink-0 opacity-50" />
+    <CommandPrimitive.Input
+      ref={ref}
+      className={cn(
+        "flex h-11 w-full rounded-md bg-transparent py-3 text-sm outline-none placeholder:text-muted-foreground disabled:cursor-not-allowed disabled:opacity-50",
+        className
+      )}
+      {...props}
+    />
+  </div>
+))
+
+CommandInput.displayName = CommandPrimitive.Input.displayName
+
+const CommandList = React.forwardRef<
+  React.ElementRef<typeof CommandPrimitive.List>,
+  React.ComponentPropsWithoutRef<typeof CommandPrimitive.List>
+>(({ className, ...props }, ref) => (
+  <CommandPrimitive.List
+    ref={ref}
+    className={cn("max-h-[300px] overflow-y-auto overflow-x-hidden", className)}
+    {...props}
+  />
+))
+
+CommandList.displayName = CommandPrimitive.List.displayName
+
+const CommandEmpty = React.forwardRef<
+  React.ElementRef<typeof CommandPrimitive.Empty>,
+  React.ComponentPropsWithoutRef<typeof CommandPrimitive.Empty>
+>((props, ref) => (
+  <CommandPrimitive.Empty
+    ref={ref}
+    className="py-6 text-center text-sm"
+    {...props}
+  />
+))
+
+CommandEmpty.displayName = CommandPrimitive.Empty.displayName
+
+const CommandGroup = React.forwardRef<
+  React.ElementRef<typeof CommandPrimitive.Group>,
+  React.ComponentPropsWithoutRef<typeof CommandPrimitive.Group>
+>(({ className, ...props }, ref) => (
+  <CommandPrimitive.Group
+    ref={ref}
+    className={cn(
+      "overflow-hidden p-1 text-foreground [&_[cmdk-group-heading]]:px-2 [&_[cmdk-group-heading]]:py-1.5 [&_[cmdk-group-heading]]:text-xs [&_[cmdk-group-heading]]:font-medium [&_[cmdk-group-heading]]:text-muted-foreground",
+      className
+    )}
+    {...props}
+  />
+))
+
+CommandGroup.displayName = CommandPrimitive.Group.displayName
+
+const CommandSeparator = React.forwardRef<
+  React.ElementRef<typeof CommandPrimitive.Separator>,
+  React.ComponentPropsWithoutRef<typeof CommandPrimitive.Separator>
+>(({ className, ...props }, ref) => (
+  <CommandPrimitive.Separator
+    ref={ref}
+    className={cn("-mx-1 h-px bg-border", className)}
+    {...props}
+  />
+))
+CommandSeparator.displayName = CommandPrimitive.Separator.displayName
+
+const CommandItem = React.forwardRef<
+  React.ElementRef<typeof CommandPrimitive.Item>,
+  React.ComponentPropsWithoutRef<typeof CommandPrimitive.Item>
+>(({ className, ...props }, ref) => (
+  <CommandPrimitive.Item
+    ref={ref}
+    className={cn(
+      "relative flex cursor-default select-none items-center rounded-sm px-2 py-1.5 text-sm outline-none data-[disabled=true]:pointer-events-none data-[selected='true']:bg-accent data-[selected=true]:text-accent-foreground data-[disabled=true]:opacity-50",
+      className
+    )}
+    {...props}
+  />
+))
+
+CommandItem.displayName = CommandPrimitive.Item.displayName
+
+const CommandShortcut = ({
+  className,
+  ...props
+}: React.HTMLAttributes<HTMLSpanElement>) => {
+  return (
+    <span
+      className={cn(
+        "ml-auto text-xs tracking-widest text-muted-foreground",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+CommandShortcut.displayName = "CommandShortcut"
+
+export {
+  Command,
+  CommandDialog,
+  CommandInput,
+  CommandList,
+  CommandEmpty,
+  CommandGroup,
+  CommandItem,
+  CommandShortcut,
+  CommandSeparator,
+}
diff --git a/ui/src/components/ui/data-table.tsx b/ui/src/components/ui/data-table.tsx
index 2e32c7d..b0a6a81 100644
--- a/ui/src/components/ui/data-table.tsx
+++ b/ui/src/components/ui/data-table.tsx
@@ -7,9 +7,10 @@ import { useState } from "react";
 interface DataTableProps<TData, TValue> {
   columns: ColumnDef<TData, TValue>[];
   data: TData[];
+  pageSize?: number;
 }
 
-export function DataTable<TData, TValue>({ columns, data }: DataTableProps<TData, TValue>) {
+export function DataTable<TData, TValue>({ columns, data, pageSize = 10 }: DataTableProps<TData, TValue>) {
   const [page, setPage] = useState(1);
 
   const table = useReactTable({
@@ -20,7 +21,7 @@ export function DataTable<TData, TValue>({ columns, data }: DataTableProps<TData
     state: {
       pagination: {
         pageIndex: page - 1,
-        pageSize: 10,
+        pageSize,
       },
     },
   });
@@ -36,7 +37,7 @@ export function DataTable<TData, TValue>({ columns, data }: DataTableProps<TData
               <TableRow key={headerGroup.id}>
                 {headerGroup.headers.map((header) => {
                   return (
-                    <TableHead key={header.id}>
+                    <TableHead key={header.id} className={header.column.columnDef.meta?.headerClassName}>
                       {header.isPlaceholder ? null : flexRender(header.column.columnDef.header, header.getContext())}
                     </TableHead>
                   );
@@ -49,7 +50,9 @@ export function DataTable<TData, TValue>({ columns, data }: DataTableProps<TData
               table.getRowModel().rows.map((row) => (
                 <TableRow key={row.id} data-state={row.getIsSelected() && "selected"}>
                   {row.getVisibleCells().map((cell) => (
-                    <TableCell key={cell.id}>{flexRender(cell.column.columnDef.cell, cell.getContext())}</TableCell>
+                    <TableCell key={cell.id} className={cell.column.columnDef.meta?.cellClassName}>
+                      {flexRender(cell.column.columnDef.cell, cell.getContext())}
+                    </TableCell>
                   ))}
                 </TableRow>
               ))
diff --git a/ui/src/components/ui/dialog.tsx b/ui/src/components/ui/dialog.tsx
new file mode 100644
index 0000000..c23630e
--- /dev/null
+++ b/ui/src/components/ui/dialog.tsx
@@ -0,0 +1,120 @@
+import * as React from "react"
+import * as DialogPrimitive from "@radix-ui/react-dialog"
+import { X } from "lucide-react"
+
+import { cn } from "@/lib/utils"
+
+const Dialog = DialogPrimitive.Root
+
+const DialogTrigger = DialogPrimitive.Trigger
+
+const DialogPortal = DialogPrimitive.Portal
+
+const DialogClose = DialogPrimitive.Close
+
+const DialogOverlay = React.forwardRef<
+  React.ElementRef<typeof DialogPrimitive.Overlay>,
+  React.ComponentPropsWithoutRef<typeof DialogPrimitive.Overlay>
+>(({ className, ...props }, ref) => (
+  <DialogPrimitive.Overlay
+    ref={ref}
+    className={cn(
+      "fixed inset-0 z-50 bg-black/80  data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0",
+      className
+    )}
+    {...props}
+  />
+))
+DialogOverlay.displayName = DialogPrimitive.Overlay.displayName
+
+const DialogContent = React.forwardRef<
+  React.ElementRef<typeof DialogPrimitive.Content>,
+  React.ComponentPropsWithoutRef<typeof DialogPrimitive.Content>
+>(({ className, children, ...props }, ref) => (
+  <DialogPortal>
+    <DialogOverlay />
+    <DialogPrimitive.Content
+      ref={ref}
+      className={cn(
+        "fixed left-[50%] top-[50%] z-50 grid w-full max-w-lg translate-x-[-50%] translate-y-[-50%] gap-4 border bg-background p-6 shadow-lg duration-200 data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 data-[state=closed]:slide-out-to-left-1/2 data-[state=closed]:slide-out-to-top-[48%] data-[state=open]:slide-in-from-left-1/2 data-[state=open]:slide-in-from-top-[48%] sm:rounded-lg",
+        className
+      )}
+      {...props}
+    >
+      {children}
+      <DialogPrimitive.Close className="absolute right-4 top-4 rounded-sm opacity-70 ring-offset-background transition-opacity hover:opacity-100 focus:outline-none focus:ring-2 focus:ring-ring focus:ring-offset-2 disabled:pointer-events-none data-[state=open]:bg-accent data-[state=open]:text-muted-foreground">
+        <X className="h-4 w-4" />
+        <span className="sr-only">Close</span>
+      </DialogPrimitive.Close>
+    </DialogPrimitive.Content>
+  </DialogPortal>
+))
+DialogContent.displayName = DialogPrimitive.Content.displayName
+
+const DialogHeader = ({
+  className,
+  ...props
+}: React.HTMLAttributes<HTMLDivElement>) => (
+  <div
+    className={cn(
+      "flex flex-col space-y-1.5 text-center sm:text-left",
+      className
+    )}
+    {...props}
+  />
+)
+DialogHeader.displayName = "DialogHeader"
+
+const DialogFooter = ({
+  className,
+  ...props
+}: React.HTMLAttributes<HTMLDivElement>) => (
+  <div
+    className={cn(
+      "flex flex-col-reverse sm:flex-row sm:justify-end sm:space-x-2",
+      className
+    )}
+    {...props}
+  />
+)
+DialogFooter.displayName = "DialogFooter"
+
+const DialogTitle = React.forwardRef<
+  React.ElementRef<typeof DialogPrimitive.Title>,
+  React.ComponentPropsWithoutRef<typeof DialogPrimitive.Title>
+>(({ className, ...props }, ref) => (
+  <DialogPrimitive.Title
+    ref={ref}
+    className={cn(
+      "text-lg font-semibold leading-none tracking-tight",
+      className
+    )}
+    {...props}
+  />
+))
+DialogTitle.displayName = DialogPrimitive.Title.displayName
+
+const DialogDescription = React.forwardRef<
+  React.ElementRef<typeof DialogPrimitive.Description>,
+  React.ComponentPropsWithoutRef<typeof DialogPrimitive.Description>
+>(({ className, ...props }, ref) => (
+  <DialogPrimitive.Description
+    ref={ref}
+    className={cn("text-sm text-muted-foreground", className)}
+    {...props}
+  />
+))
+DialogDescription.displayName = DialogPrimitive.Description.displayName
+
+export {
+  Dialog,
+  DialogPortal,
+  DialogOverlay,
+  DialogClose,
+  DialogTrigger,
+  DialogContent,
+  DialogHeader,
+  DialogFooter,
+  DialogTitle,
+  DialogDescription,
+}
diff --git a/ui/src/components/ui/multiple-selector.tsx b/ui/src/components/ui/multiple-selector.tsx
new file mode 100644
index 0000000..8b1d5d7
--- /dev/null
+++ b/ui/src/components/ui/multiple-selector.tsx
@@ -0,0 +1,558 @@
+import { Command as CommandPrimitive, useCommandState } from "cmdk";
+import { X } from "lucide-react";
+import * as React from "react";
+import { forwardRef, useEffect } from "react";
+
+import { Badge } from "@/components/ui/badge";
+import { Command, CommandGroup, CommandItem, CommandList } from "@/components/ui/command";
+import { cn } from "@/lib/utils";
+
+export interface Option {
+  value: string;
+  label: string;
+  disable?: boolean;
+  /** fixed option that can't be removed. */
+  fixed?: boolean;
+  /** Group the options by providing key. */
+  [key: string]: string | boolean | undefined;
+}
+interface GroupOption {
+  [key: string]: Option[];
+}
+
+interface MultipleSelectorProps {
+  value?: Option[];
+  defaultOptions?: Option[];
+  /** manually controlled options */
+  options?: Option[];
+  placeholder?: string;
+  /** Loading component. */
+  loadingIndicator?: React.ReactNode;
+  /** Empty component. */
+  emptyIndicator?: React.ReactNode;
+  /** Debounce time for async search. Only work with `onSearch`. */
+  delay?: number;
+  /**
+   * Only work with `onSearch` prop. Trigger search when `onFocus`.
+   * For example, when user click on the input, it will trigger the search to get initial options.
+   **/
+  triggerSearchOnFocus?: boolean;
+  /** async search */
+  onSearch?: (value: string) => Promise<Option[]>;
+  onChange?: (options: Option[]) => void;
+  /** Limit the maximum number of selected options. */
+  maxSelected?: number;
+  /** When the number of selected options exceeds the limit, the onMaxSelected will be called. */
+  onMaxSelected?: (maxLimit: number) => void;
+  /** Hide the placeholder when there are options selected. */
+  hidePlaceholderWhenSelected?: boolean;
+  disabled?: boolean;
+  /** Group the options base on provided key. */
+  groupBy?: string;
+  className?: string;
+  badgeClassName?: string;
+  /**
+   * First item selected is a default behavior by cmdk. That is why the default is true.
+   * This is a workaround solution by add a dummy item.
+   *
+   * @reference: https://github.com/pacocoursey/cmdk/issues/171
+   */
+  selectFirstItem?: boolean;
+  /** Allow user to create option when there is no option matched. */
+  creatable?: boolean;
+  /** Props of `Command` */
+  commandProps?: React.ComponentPropsWithoutRef<typeof Command>;
+  /** Props of `CommandInput` */
+  inputProps?: Omit<
+    React.ComponentPropsWithoutRef<typeof CommandPrimitive.Input>,
+    "value" | "placeholder" | "disabled"
+  >;
+  /** hide the clear all button. */
+  hideClearAllButton?: boolean;
+}
+
+export interface MultipleSelectorRef {
+  selectedValue: Option[];
+  input: HTMLInputElement;
+}
+
+export function useDebounce<T>(value: T, delay?: number): T {
+  const [debouncedValue, setDebouncedValue] = React.useState<T>(value);
+
+  useEffect(() => {
+    const timer = setTimeout(() => setDebouncedValue(value), delay || 500);
+
+    return () => {
+      clearTimeout(timer);
+    };
+  }, [value, delay]);
+
+  return debouncedValue;
+}
+
+function transToGroupOption(options: Option[], groupBy?: string) {
+  if (options.length === 0) {
+    return {};
+  }
+  if (!groupBy) {
+    return {
+      "": options,
+    };
+  }
+
+  const groupOption: GroupOption = {};
+  options.forEach((option) => {
+    const key = (option[groupBy] as string) || "";
+    if (!groupOption[key]) {
+      groupOption[key] = [];
+    }
+    groupOption[key].push(option);
+  });
+  return groupOption;
+}
+
+function removePickedOption(groupOption: GroupOption, picked: Option[]) {
+  const cloneOption = JSON.parse(JSON.stringify(groupOption)) as GroupOption;
+
+  for (const [key, value] of Object.entries(cloneOption)) {
+    cloneOption[key] = value.filter((val) => !picked.find((p) => p.value === val.value));
+  }
+  return cloneOption;
+}
+
+function isOptionsExist(groupOption: GroupOption, targetOption: Option[]) {
+  for (const [, value] of Object.entries(groupOption)) {
+    if (value.some((option) => targetOption.find((p) => p.value === option.value))) {
+      return true;
+    }
+  }
+  return false;
+}
+
+/**
+ * The `CommandEmpty` of shadcn/ui will cause the cmdk empty not rendering correctly.
+ * So we create one and copy the `Empty` implementation from `cmdk`.
+ *
+ * @reference: https://github.com/hsuanyi-chou/shadcn-ui-expansions/issues/34#issuecomment-1949561607
+ **/
+const CommandEmpty = forwardRef<HTMLDivElement, React.ComponentProps<typeof CommandPrimitive.Empty>>(
+  ({ className, ...props }, forwardedRef) => {
+    const render = useCommandState((state) => state.filtered.count === 0);
+
+    if (!render) return null;
+
+    return (
+      <div
+        ref={forwardedRef}
+        className={cn("py-6 text-center text-sm", className)}
+        cmdk-empty=""
+        role="presentation"
+        {...props}
+      />
+    );
+  }
+);
+
+CommandEmpty.displayName = "CommandEmpty";
+
+const MultipleSelector = React.forwardRef<MultipleSelectorRef, MultipleSelectorProps>(
+  (
+    {
+      value,
+      onChange,
+      placeholder,
+      defaultOptions: arrayDefaultOptions = [],
+      options: arrayOptions,
+      delay,
+      onSearch,
+      loadingIndicator,
+      emptyIndicator,
+      maxSelected = Number.MAX_SAFE_INTEGER,
+      onMaxSelected,
+      hidePlaceholderWhenSelected,
+      disabled,
+      groupBy,
+      className,
+      badgeClassName,
+      selectFirstItem = true,
+      creatable = false,
+      triggerSearchOnFocus = false,
+      commandProps,
+      inputProps,
+      hideClearAllButton = false,
+    }: MultipleSelectorProps,
+    ref: React.Ref<MultipleSelectorRef>
+  ) => {
+    const inputRef = React.useRef<HTMLInputElement>(null);
+    const [open, setOpen] = React.useState(false);
+    const [onScrollbar, setOnScrollbar] = React.useState(false);
+    const [isLoading, setIsLoading] = React.useState(false);
+    const dropdownRef = React.useRef<HTMLDivElement>(null); // Added this
+
+    const [selected, setSelected] = React.useState<Option[]>(value || []);
+    const [options, setOptions] = React.useState<GroupOption>(transToGroupOption(arrayDefaultOptions, groupBy));
+    const [inputValue, setInputValue] = React.useState("");
+    const debouncedSearchTerm = useDebounce(inputValue, delay || 500);
+
+    React.useImperativeHandle(
+      ref,
+      () => ({
+        selectedValue: [...selected],
+        input: inputRef.current as HTMLInputElement,
+        focus: () => inputRef.current?.focus(),
+      }),
+      [selected]
+    );
+
+    const handleClickOutside = (event: MouseEvent | TouchEvent) => {
+      if (
+        dropdownRef.current &&
+        !dropdownRef.current.contains(event.target as Node) &&
+        inputRef.current &&
+        !inputRef.current.contains(event.target as Node)
+      ) {
+        setOpen(false);
+      }
+    };
+
+    const handleUnselect = React.useCallback(
+      (option: Option) => {
+        const newOptions = selected.filter((s) => s.value !== option.value);
+        setSelected(newOptions);
+        onChange?.(newOptions);
+      },
+      [onChange, selected]
+    );
+
+    const handleKeyDown = React.useCallback(
+      (e: React.KeyboardEvent<HTMLDivElement>) => {
+        const input = inputRef.current;
+        if (input) {
+          if (e.key === "Delete" || e.key === "Backspace") {
+            if (input.value === "" && selected.length > 0) {
+              const lastSelectOption = selected[selected.length - 1];
+              // If last item is fixed, we should not remove it.
+              if (!lastSelectOption.fixed) {
+                handleUnselect(selected[selected.length - 1]);
+              }
+            }
+          }
+          // This is not a default behavior of the <input /> field
+          if (e.key === "Escape") {
+            input.blur();
+          }
+        }
+      },
+      [handleUnselect, selected]
+    );
+
+    useEffect(() => {
+      if (open) {
+        document.addEventListener("mousedown", handleClickOutside);
+        document.addEventListener("touchend", handleClickOutside);
+      } else {
+        document.removeEventListener("mousedown", handleClickOutside);
+        document.removeEventListener("touchend", handleClickOutside);
+      }
+
+      return () => {
+        document.removeEventListener("mousedown", handleClickOutside);
+        document.removeEventListener("touchend", handleClickOutside);
+      };
+    }, [open]);
+
+    useEffect(() => {
+      if (value) {
+        setSelected(value);
+      }
+    }, [value]);
+
+    useEffect(() => {
+      /** If `onSearch` is provided, do not trigger options updated. */
+      if (!arrayOptions || onSearch) {
+        return;
+      }
+      const newOption = transToGroupOption(arrayOptions || [], groupBy);
+      if (JSON.stringify(newOption) !== JSON.stringify(options)) {
+        setOptions(newOption);
+      }
+    }, [arrayDefaultOptions, arrayOptions, groupBy, onSearch, options]);
+
+    useEffect(() => {
+      const doSearch = async () => {
+        setIsLoading(true);
+        const res = await onSearch?.(debouncedSearchTerm);
+        setOptions(transToGroupOption(res || [], groupBy));
+        setIsLoading(false);
+      };
+
+      const exec = async () => {
+        if (!onSearch || !open) return;
+
+        if (triggerSearchOnFocus) {
+          await doSearch();
+        }
+
+        if (debouncedSearchTerm) {
+          await doSearch();
+        }
+      };
+
+      void exec();
+      // eslint-disable-next-line react-hooks/exhaustive-deps
+    }, [debouncedSearchTerm, groupBy, open, triggerSearchOnFocus]);
+
+    const CreatableItem = () => {
+      if (!creatable) return undefined;
+      if (
+        isOptionsExist(options, [{ value: inputValue, label: inputValue }]) ||
+        selected.find((s) => s.value === inputValue)
+      ) {
+        return undefined;
+      }
+
+      const Item = (
+        <CommandItem
+          value={inputValue}
+          className="cursor-pointer"
+          onMouseDown={(e) => {
+            e.preventDefault();
+            e.stopPropagation();
+          }}
+          onSelect={(value: string) => {
+            if (selected.length >= maxSelected) {
+              onMaxSelected?.(selected.length);
+              return;
+            }
+            setInputValue("");
+            const newOptions = [...selected, { value, label: value }];
+            setSelected(newOptions);
+            onChange?.(newOptions);
+          }}
+        >
+          {`Create "${inputValue}"`}
+        </CommandItem>
+      );
+
+      // For normal creatable
+      if (!onSearch && inputValue.length > 0) {
+        return Item;
+      }
+
+      // For async search creatable. avoid showing creatable item before loading at first.
+      if (onSearch && debouncedSearchTerm.length > 0 && !isLoading) {
+        return Item;
+      }
+
+      return undefined;
+    };
+
+    const EmptyItem = React.useCallback(() => {
+      if (!emptyIndicator) return undefined;
+
+      // For async search that showing emptyIndicator
+      if (onSearch && !creatable && Object.keys(options).length === 0) {
+        return (
+          <CommandItem value="-" disabled>
+            {emptyIndicator}
+          </CommandItem>
+        );
+      }
+
+      return <CommandEmpty>{emptyIndicator}</CommandEmpty>;
+    }, [creatable, emptyIndicator, onSearch, options]);
+
+    const selectables = React.useMemo<GroupOption>(() => removePickedOption(options, selected), [options, selected]);
+
+    /** Avoid Creatable Selector freezing or lagging when paste a long string. */
+    const commandFilter = React.useCallback(() => {
+      if (commandProps?.filter) {
+        return commandProps.filter;
+      }
+
+      if (creatable) {
+        return (value: string, search: string) => {
+          return value.toLowerCase().includes(search.toLowerCase()) ? 1 : -1;
+        };
+      }
+      // Using default filter in `cmdk`. We don't have to provide it.
+      return undefined;
+    }, [creatable, commandProps?.filter]);
+
+    return (
+      <Command
+        ref={dropdownRef}
+        {...commandProps}
+        onKeyDown={(e) => {
+          handleKeyDown(e);
+          commandProps?.onKeyDown?.(e);
+        }}
+        className={cn("h-auto overflow-visible bg-transparent", commandProps?.className)}
+        shouldFilter={commandProps?.shouldFilter !== undefined ? commandProps.shouldFilter : !onSearch} // When onSearch is provided, we don't want to filter the options. You can still override it.
+        filter={commandFilter()}
+      >
+        <div
+          className={cn(
+            "min-h-10 rounded-md border border-input text-sm ring-offset-background focus-within:ring-2 focus-within:ring-ring focus-within:ring-offset-2",
+            {
+              "px-3 py-2": selected.length !== 0,
+              "cursor-text": !disabled && selected.length !== 0,
+            },
+            className
+          )}
+          onClick={() => {
+            if (disabled) return;
+            inputRef.current?.focus();
+          }}
+        >
+          <div className="relative flex flex-wrap gap-1">
+            {selected.map((option) => {
+              return (
+                <Badge
+                  key={option.value}
+                  className={cn(
+                    "data-[disabled]:bg-muted-foreground data-[disabled]:text-muted data-[disabled]:hover:bg-muted-foreground",
+                    "data-[fixed]:bg-muted-foreground data-[fixed]:text-muted data-[fixed]:hover:bg-muted-foreground",
+                    badgeClassName
+                  )}
+                  data-fixed={option.fixed}
+                  data-disabled={disabled || undefined}
+                >
+                  {option.label}
+                  <button
+                    className={cn(
+                      "ml-1 rounded-full outline-none ring-offset-background focus:ring-2 focus:ring-ring focus:ring-offset-2",
+                      (disabled || option.fixed) && "hidden"
+                    )}
+                    onKeyDown={(e) => {
+                      if (e.key === "Enter") {
+                        handleUnselect(option);
+                      }
+                    }}
+                    onMouseDown={(e) => {
+                      e.preventDefault();
+                      e.stopPropagation();
+                    }}
+                    onClick={() => handleUnselect(option)}
+                  >
+                    <X className="h-3 w-3 text-muted-foreground hover:text-foreground" />
+                  </button>
+                </Badge>
+              );
+            })}
+            {/* Avoid having the "Search" Icon */}
+            <CommandPrimitive.Input
+              {...inputProps}
+              ref={inputRef}
+              value={inputValue}
+              disabled={disabled}
+              onValueChange={(value) => {
+                setInputValue(value);
+                inputProps?.onValueChange?.(value);
+              }}
+              onBlur={(event) => {
+                if (!onScrollbar) {
+                  setOpen(false);
+                }
+                inputProps?.onBlur?.(event);
+              }}
+              onFocus={(event) => {
+                setOpen(true);
+                triggerSearchOnFocus && onSearch?.(debouncedSearchTerm);
+                inputProps?.onFocus?.(event);
+              }}
+              placeholder={hidePlaceholderWhenSelected && selected.length !== 0 ? "" : placeholder}
+              className={cn(
+                "flex-1 bg-transparent outline-none placeholder:text-muted-foreground",
+                {
+                  "w-full": hidePlaceholderWhenSelected,
+                  "px-3 py-2": selected.length === 0,
+                  "ml-1": selected.length !== 0,
+                },
+                inputProps?.className
+              )}
+            />
+            <button
+              type="button"
+              onClick={() => {
+                setSelected(selected.filter((s) => s.fixed));
+                onChange?.(selected.filter((s) => s.fixed));
+              }}
+              className={cn(
+                "absolute right-0 h-6 w-6 p-0",
+                (hideClearAllButton ||
+                  disabled ||
+                  selected.length < 1 ||
+                  selected.filter((s) => s.fixed).length === selected.length) &&
+                  "hidden"
+              )}
+            >
+              <X />
+            </button>
+          </div>
+        </div>
+        <div className="relative">
+          {open && (
+            <CommandList
+              className="absolute top-1 z-10 w-full rounded-md border bg-popover text-popover-foreground shadow-md outline-none animate-in"
+              onMouseLeave={() => {
+                setOnScrollbar(false);
+              }}
+              onMouseEnter={() => {
+                setOnScrollbar(true);
+              }}
+              onMouseUp={() => {
+                inputRef.current?.focus();
+              }}
+            >
+              {isLoading ? (
+                <>{loadingIndicator}</>
+              ) : (
+                <>
+                  {EmptyItem()}
+                  {CreatableItem()}
+                  {!selectFirstItem && <CommandItem value="-" className="hidden" />}
+                  {Object.entries(selectables).map(([key, dropdowns]) => (
+                    <CommandGroup key={key} heading={key} className="h-full overflow-auto">
+                      <>
+                        {dropdowns.map((option) => {
+                          return (
+                            <CommandItem
+                              key={option.value}
+                              value={option.value}
+                              disabled={option.disable}
+                              onMouseDown={(e) => {
+                                e.preventDefault();
+                                e.stopPropagation();
+                              }}
+                              onSelect={() => {
+                                if (selected.length >= maxSelected) {
+                                  onMaxSelected?.(selected.length);
+                                  return;
+                                }
+                                setInputValue("");
+                                const newOptions = [...selected, option];
+                                setSelected(newOptions);
+                                onChange?.(newOptions);
+                              }}
+                              className={cn("cursor-pointer", option.disable && "cursor-default text-muted-foreground")}
+                            >
+                              {option.label}
+                            </CommandItem>
+                          );
+                        })}
+                      </>
+                    </CommandGroup>
+                  ))}
+                </>
+              )}
+            </CommandList>
+          )}
+        </div>
+      </Command>
+    );
+  }
+);
+
+MultipleSelector.displayName = "MultipleSelector";
+export default MultipleSelector;
diff --git a/ui/src/components/ui/pagination.tsx b/ui/src/components/ui/pagination.tsx
index 8aa84b6..b189c90 100644
--- a/ui/src/components/ui/pagination.tsx
+++ b/ui/src/components/ui/pagination.tsx
@@ -86,13 +86,15 @@ export const AppPagination = ({
   page,
   setPage,
   maxPage,
+  className,
 }: {
   page: number;
   setPage: React.Dispatch<React.SetStateAction<number>>;
   maxPage: number;
+  className?: string;
 }) => {
   return (
-    <Pagination>
+    <Pagination className={className}>
       <PaginationContent>
         <PaginationItem>
           <PaginationPrevious onClick={() => setPage((prev) => Math.max(1, prev - 1))} />
diff --git a/ui/src/components/ui/popover.tsx b/ui/src/components/ui/popover.tsx
new file mode 100644
index 0000000..bbba7e0
--- /dev/null
+++ b/ui/src/components/ui/popover.tsx
@@ -0,0 +1,29 @@
+import * as React from "react"
+import * as PopoverPrimitive from "@radix-ui/react-popover"
+
+import { cn } from "@/lib/utils"
+
+const Popover = PopoverPrimitive.Root
+
+const PopoverTrigger = PopoverPrimitive.Trigger
+
+const PopoverContent = React.forwardRef<
+  React.ElementRef<typeof PopoverPrimitive.Content>,
+  React.ComponentPropsWithoutRef<typeof PopoverPrimitive.Content>
+>(({ className, align = "center", sideOffset = 4, ...props }, ref) => (
+  <PopoverPrimitive.Portal>
+    <PopoverPrimitive.Content
+      ref={ref}
+      align={align}
+      sideOffset={sideOffset}
+      className={cn(
+        "z-50 w-72 rounded-md border bg-popover p-4 text-popover-foreground shadow-md outline-none data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 data-[side=bottom]:slide-in-from-top-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2",
+        className
+      )}
+      {...props}
+    />
+  </PopoverPrimitive.Portal>
+))
+PopoverContent.displayName = PopoverPrimitive.Content.displayName
+
+export { Popover, PopoverTrigger, PopoverContent }
diff --git a/ui/src/components/ui/switch.tsx b/ui/src/components/ui/switch.tsx
new file mode 100644
index 0000000..aa58baa
--- /dev/null
+++ b/ui/src/components/ui/switch.tsx
@@ -0,0 +1,27 @@
+import * as React from "react"
+import * as SwitchPrimitives from "@radix-ui/react-switch"
+
+import { cn } from "@/lib/utils"
+
+const Switch = React.forwardRef<
+  React.ElementRef<typeof SwitchPrimitives.Root>,
+  React.ComponentPropsWithoutRef<typeof SwitchPrimitives.Root>
+>(({ className, ...props }, ref) => (
+  <SwitchPrimitives.Root
+    className={cn(
+      "peer inline-flex h-6 w-11 shrink-0 cursor-pointer items-center rounded-full border-2 border-transparent transition-colors focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 focus-visible:ring-offset-background disabled:cursor-not-allowed disabled:opacity-50 data-[state=checked]:bg-primary data-[state=unchecked]:bg-input",
+      className
+    )}
+    {...props}
+    ref={ref}
+  >
+    <SwitchPrimitives.Thumb
+      className={cn(
+        "pointer-events-none block h-5 w-5 rounded-full bg-background shadow-lg ring-0 transition-transform data-[state=checked]:translate-x-5 data-[state=unchecked]:translate-x-0"
+      )}
+    />
+  </SwitchPrimitives.Root>
+))
+Switch.displayName = SwitchPrimitives.Root.displayName
+
+export { Switch }
diff --git a/ui/src/components/ui/tooltip.tsx b/ui/src/components/ui/tooltip.tsx
new file mode 100644
index 0000000..e121f0a
--- /dev/null
+++ b/ui/src/components/ui/tooltip.tsx
@@ -0,0 +1,28 @@
+import * as React from "react"
+import * as TooltipPrimitive from "@radix-ui/react-tooltip"
+
+import { cn } from "@/lib/utils"
+
+const TooltipProvider = TooltipPrimitive.Provider
+
+const Tooltip = TooltipPrimitive.Root
+
+const TooltipTrigger = TooltipPrimitive.Trigger
+
+const TooltipContent = React.forwardRef<
+  React.ElementRef<typeof TooltipPrimitive.Content>,
+  React.ComponentPropsWithoutRef<typeof TooltipPrimitive.Content>
+>(({ className, sideOffset = 4, ...props }, ref) => (
+  <TooltipPrimitive.Content
+    ref={ref}
+    sideOffset={sideOffset}
+    className={cn(
+      "z-50 overflow-hidden rounded-md border bg-popover px-3 py-1.5 text-sm text-popover-foreground shadow-md animate-in fade-in-0 zoom-in-95 data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=closed]:zoom-out-95 data-[side=bottom]:slide-in-from-top-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2",
+      className
+    )}
+    {...props}
+  />
+))
+TooltipContent.displayName = TooltipPrimitive.Content.displayName
+
+export { Tooltip, TooltipTrigger, TooltipContent, TooltipProvider }
diff --git a/ui/src/tanstack.d.ts b/ui/src/tanstack.d.ts
new file mode 100644
index 0000000..5c3673f
--- /dev/null
+++ b/ui/src/tanstack.d.ts
@@ -0,0 +1,9 @@
+import "@tanstack/react-table";
+
+declare module "@tanstack/react-table" {
+  // eslint-disable-next-line @typescript-eslint/no-unused-vars
+  interface ColumnMeta<TData extends RowData, TValue> {
+    cellClassName?: string;
+    headerClassName?: string;
+  }
+}
diff --git a/ui/src/types/model.ts b/ui/src/types/model.ts
index d01af56..93710d5 100644
--- a/ui/src/types/model.ts
+++ b/ui/src/types/model.ts
@@ -5,6 +5,14 @@ export const ModelGenerationSchema = z.object({
   inputMask: z.array(z.number()),
   logits: z.array(z.array(z.number())),
   logitsTokens: z.array(z.array(z.instanceof(Uint8Array))),
+  saeInfo: z.array(
+    z.object({
+      name: z.string(),
+      featureActsIndices: z.array(z.array(z.number())),
+      featureActs: z.array(z.array(z.number())),
+      maxFeatureActs: z.array(z.array(z.number())),
+    })
+  ),
 });
 
 export type ModelGeneration = z.infer<typeof ModelGenerationSchema>;