From 4212e83692f51dde6ad58146d078da6460cb67f7 Mon Sep 17 00:00:00 2001
From: Shreya Shankar <ss.shankar505@gmail.com>
Date: Wed, 13 Nov 2024 23:49:59 -0800
Subject: [PATCH 01/36] feat: tie histograms to output types

---
 website/src/app/localStorageKeys.ts           |   1 +
 website/src/components/AIChatPanel.tsx        |  18 ++-
 website/src/components/PipelineGui.tsx        |  26 +++-
 website/src/components/ResizableDataTable.tsx | 136 +++++++++++++-----
 website/src/contexts/PipelineContext.tsx      |  17 ++-
 5 files changed, 159 insertions(+), 39 deletions(-)

diff --git a/website/src/app/localStorageKeys.ts b/website/src/app/localStorageKeys.ts
index bc6016b5..fb6748cc 100644
--- a/website/src/app/localStorageKeys.ts
+++ b/website/src/app/localStorageKeys.ts
@@ -15,3 +15,4 @@ export const COST_KEY = "docetl_cost";
 export const DEFAULT_MODEL_KEY = "docetl_defaultModel";
 export const OPTIMIZER_MODEL_KEY = "docetl_optimizerModel";
 export const AUTO_OPTIMIZE_CHECK_KEY = "docetl_autoOptimizeCheck";
+export const HIGH_LEVEL_GOAL_KEY = "docetl_highLevelGoal";
diff --git a/website/src/components/AIChatPanel.tsx b/website/src/components/AIChatPanel.tsx
index 2203b57b..8f8a79b6 100644
--- a/website/src/components/AIChatPanel.tsx
+++ b/website/src/components/AIChatPanel.tsx
@@ -104,7 +104,7 @@ const AIChatPanel: React.FC<AIChatPanelProps> = ({ onClose }) => {
         content: `You are the DocETL assistant, helping users build and refine data analysis pipelines. You are an expert at data analysis.
 
 Core Capabilities:
-- DocETL enables users to create sophisticated data processing workflows combining LLMs with traditional data operations
+- DocETL enables users to create sophisticated data processing workflows with LLM calls, like crowdsourcing pipelines
 - Each pipeline processes documents through a sequence of operations
 - Operations can be LLM-based (map, reduce, resolve, filter) or utility-based (unnest, split, gather, sample)
 
@@ -115,7 +115,7 @@ Operation Details:
 - Operation-specific templating:
   - Map/Filter: Access current doc with '{{ input.keyname }}'
   - Reduce: Loop through docs with '{% for doc in inputs %}...{% endfor %}'
-  - Resolve: Compare docs with '{{ input1 }}/{{ input2 }}' and canonicalize with 'inputs'
+  - Resolve: Compare docs with '{{ input1 }}/{{ input2 }}' and canonicalize with '{{ inputs }}'
 
 Your Role:
 - Help users optimize pipelines and overcome challenges
@@ -132,8 +132,20 @@ Best Practices:
 - Be specific, never vague or general
 - Be concise, don't repeat yourself
 
+When Reviewing Outputs:
+- All the output fields have been converted to strings, even if they were originally numbers, arrays, or other types. So NEVER COMMENT ON TYPES.
+- Actively analyze outputs for discrepancies in structure across the outputs, edge cases, and quality issues.
+- For discrepancies, describe how to standardize them.
+- Identify where outputs may not fully satisfy the intended goals
+- Never simply restate or summarize outputs - provide critical analysis
+- Provide 1 suggestion at a time
+
+Remember, you are only helping the user discover their analysis goal, and only suggest improvements that LLMs or crowd workers are capable of.
+
 Here's their current pipeline state:
-${pipelineState}`,
+${pipelineState}
+
+Remember, all the output fields have been converted to strings, even if they were originally numbers, arrays, or other types. So NEVER COMMENT ON TYPES. Steer the user towards their high-level goal, if specified.`,
       },
       ...messages.filter((m) => m.role !== "system"),
     ]);
diff --git a/website/src/components/PipelineGui.tsx b/website/src/components/PipelineGui.tsx
index c3b201d4..8af768d9 100644
--- a/website/src/components/PipelineGui.tsx
+++ b/website/src/components/PipelineGui.tsx
@@ -57,6 +57,7 @@ import { v4 as uuidv4 } from "uuid";
 import { useOptimizeCheck } from "@/hooks/useOptimizeCheck";
 import { canBeOptimized } from "@/lib/utils";
 import { Switch } from "./ui/switch";
+import { Textarea } from "./ui/textarea";
 
 const PipelineGUI: React.FC = () => {
   const fileInputRef = useRef<HTMLInputElement>(null);
@@ -85,12 +86,15 @@ const PipelineGUI: React.FC = () => {
     setOptimizerProgress,
     autoOptimizeCheck,
     setAutoOptimizeCheck,
+    highLevelGoal,
+    setHighLevelGoal,
   } = usePipelineContext();
   const [isSettingsOpen, setIsSettingsOpen] = useState(false);
   const [tempPipelineName, setTempPipelineName] = useState(pipelineName);
   const [tempAutoOptimizeCheck, setTempAutoOptimizeCheck] =
     useState(autoOptimizeCheck);
   const [tempOptimizerModel, setTempOptimizerModel] = useState(optimizerModel);
+  const [tempHighLevelGoal, setTempHighLevelGoal] = useState(highLevelGoal);
   const [tempSampleSize, setTempSampleSize] = useState(
     sampleSize?.toString() || ""
   );
@@ -264,10 +268,16 @@ const PipelineGUI: React.FC = () => {
 
   useEffect(() => {
     if (optimizerModel) {
-      setTempDefaultModel(tempOptimizerModel);
+      setTempOptimizerModel(optimizerModel);
     }
   }, [optimizerModel]);
 
+  useEffect(() => {
+    if (highLevelGoal) {
+      setTempHighLevelGoal(highLevelGoal);
+    }
+  }, [highLevelGoal]);
+
   const handleFileUpload = async (
     event: React.ChangeEvent<HTMLInputElement>
   ) => {
@@ -539,6 +549,7 @@ const PipelineGUI: React.FC = () => {
     setIsSettingsOpen(false);
     setOptimizerModel(tempOptimizerModel);
     setAutoOptimizeCheck(tempAutoOptimizeCheck);
+    setHighLevelGoal(tempHighLevelGoal);
   };
 
   const handleDragEnd = (result: DropResult) => {
@@ -804,6 +815,19 @@ const PipelineGUI: React.FC = () => {
                 className="col-span-3"
               />
             </div>
+            <div className="grid grid-cols-4 items-center gap-4">
+              <Label htmlFor="goal" className="text-right">
+                High-Level Goal
+              </Label>
+              <Textarea
+                id="goal"
+                value={tempHighLevelGoal}
+                onChange={(e) => setTempHighLevelGoal(e.target.value)}
+                className="col-span-3"
+                rows={4}
+                placeholder="Describe the high-level goal of your pipeline (e.g., 'I want to find common themes across all the documents' or 'I want to summarize the most important things related to X')..."
+              />
+            </div>
             <div className="grid grid-cols-4 items-center gap-4">
               <Label htmlFor="sampling" className="text-right">
                 Sample Size
diff --git a/website/src/components/ResizableDataTable.tsx b/website/src/components/ResizableDataTable.tsx
index 9501fc48..73561406 100644
--- a/website/src/components/ResizableDataTable.tsx
+++ b/website/src/components/ResizableDataTable.tsx
@@ -50,16 +50,42 @@ interface ColumnStats {
   avg: number;
   distribution: number[];
   bucketSize: number;
+  type: "number" | "array" | "string";
 }
 
 function calculateColumnStats(
   data: Record<string, unknown>[],
   accessor: string
 ): ColumnStats | null {
+  let type: "number" | "array" | "string" = "string";
+  const firstValue = data.find((row) => row[accessor] != null)?.[accessor];
+
+  // Determine type based on first non-null value
+  if (typeof firstValue === "number") type = "number";
+  if (Array.isArray(firstValue)) type = "array";
+
   const values = data
     .map((row) => {
       const value = row[accessor];
-      return typeof value === "string" ? value.split(/\s+/).length : null;
+
+      if (value === null || value === undefined) {
+        return null;
+      }
+
+      // For numbers, use the value directly
+      if (typeof value === "number") {
+        return value;
+      }
+
+      // For arrays, count number of elements
+      if (Array.isArray(value)) {
+        return value.length;
+      }
+
+      // For strings and other types, count words after converting to string
+      const stringValue =
+        typeof value === "string" ? value : JSON.stringify(value);
+      return stringValue.split(/\s+/).length;
     })
     .filter((length): length is number => length !== null);
 
@@ -69,8 +95,10 @@ function calculateColumnStats(
   const max = Math.max(...values);
   const avg = values.reduce((sum, val) => sum + val, 0) / values.length;
 
-  // Create 7 buckets for distribution
-  const bucketSize = Math.ceil((max - min) / 7);
+  // For numbers, use more precise bucketing
+  const bucketSize =
+    type === "number" ? (max - min) / 7 : Math.ceil((max - min) / 7);
+
   const distribution = new Array(7).fill(0);
 
   values.forEach((value) => {
@@ -87,6 +115,7 @@ function calculateColumnStats(
     avg,
     distribution,
     bucketSize,
+    type,
   };
 }
 
@@ -129,42 +158,81 @@ const WordCountHistogram = React.memo(
 );
 WordCountHistogram.displayName = "WordCountHistogram";
 
-// Update the ColumnHeader to use the memoized histogram
-const ColumnHeader: React.FC<{
+interface ColumnStats {
+  min: number;
+  max: number;
+  avg: number;
+  distribution: number[];
+  bucketSize: number;
+  type: "number" | "string" | "array";
+}
+
+interface ColumnHeaderProps {
   header: string;
   stats: ColumnStats | null;
   isBold: boolean;
-}> = React.memo(({ header, stats, isBold }) => {
-  const histogramData = useMemo(() => {
-    if (!stats) return [];
-
-    return stats.distribution.map((count, i) => ({
-      range: `${Math.round(stats.min + i * stats.bucketSize)}`,
-      count,
-      fullRange: `${Math.round(
-        stats.min + i * stats.bucketSize
-      )} - ${Math.round(stats.min + (i + 1) * stats.bucketSize)} words`,
-    }));
-  }, [stats]);
+}
 
-  return (
-    <div className="space-y-2">
-      <div className={`${isBold ? "font-bold" : ""}`}>{header}</div>
-      {stats && (
-        <div className="space-y-1">
-          <div className="flex justify-between text-xs text-muted-foreground">
-            <span>{stats.min} words</span>
-            <span>avg: {Math.round(stats.avg)}</span>
-            <span>{stats.max} words</span>
-          </div>
-          <div className="h-24 w-full">
-            <WordCountHistogram histogramData={histogramData} />
+const ColumnHeader = React.memo(
+  ({ header, stats, isBold }: ColumnHeaderProps) => {
+    const histogramData = useMemo(() => {
+      if (!stats) return [];
+
+      const getUnitLabel = () => {
+        switch (stats.type) {
+          case "number":
+            return "";
+          case "array":
+            return " items";
+          default:
+            return " words";
+        }
+      };
+
+      return stats.distribution.map((count, i) => ({
+        range: `${Math.round(stats.min + i * stats.bucketSize)}`,
+        count,
+        fullRange: `${Math.round(
+          stats.min + i * stats.bucketSize
+        )} - ${Math.round(
+          stats.min + (i + 1) * stats.bucketSize
+        )}${getUnitLabel()}`,
+      }));
+    }, [stats]);
+
+    return (
+      <div className="space-y-2">
+        <div className={`${isBold ? "font-bold" : ""}`}>{header}</div>
+        {stats && (
+          <div className="space-y-1">
+            <div className="flex justify-between text-xs text-muted-foreground">
+              <span>
+                {stats.min}
+                {stats.type === "array"
+                  ? " items"
+                  : stats.type === "string"
+                  ? " words"
+                  : ""}
+              </span>
+              <span>avg: {Math.round(stats.avg)}</span>
+              <span>
+                {stats.max}
+                {stats.type === "array"
+                  ? " items"
+                  : stats.type === "string"
+                  ? " words"
+                  : ""}
+              </span>
+            </div>
+            <div className="h-24 w-full">
+              <WordCountHistogram histogramData={histogramData} />
+            </div>
           </div>
-        </div>
-      )}
-    </div>
-  );
-});
+        )}
+      </div>
+    );
+  }
+);
 ColumnHeader.displayName = "ColumnHeader";
 
 const ColumnResizer = <T extends DataType>({
diff --git a/website/src/contexts/PipelineContext.tsx b/website/src/contexts/PipelineContext.tsx
index c23d9538..fb41223a 100644
--- a/website/src/contexts/PipelineContext.tsx
+++ b/website/src/contexts/PipelineContext.tsx
@@ -37,6 +37,7 @@ interface PipelineState {
   defaultModel: string;
   optimizerModel: string;
   autoOptimizeCheck: boolean;
+  highLevelGoal: string;
 }
 
 interface PipelineContextType extends PipelineState {
@@ -66,6 +67,7 @@ interface PipelineContextType extends PipelineState {
   clearPipelineState: () => void;
   serializeState: () => Promise<string>;
   setAutoOptimizeCheck: React.Dispatch<React.SetStateAction<boolean>>;
+  setHighLevelGoal: React.Dispatch<React.SetStateAction<string>>;
 }
 
 const PipelineContext = createContext<PipelineContextType | undefined>(
@@ -197,7 +199,7 @@ const serializeState = async (state: PipelineState): Promise<string> => {
 
   return `Current Pipeline State:
 Pipeline Name: "${state.pipelineName}"
-
+High-Level Goal: "${state.highLevelGoal || "unspecified"}"
 Input Dataset File: ${
     state.currentFile ? `"${state.currentFile.name}"` : "None"
   }
@@ -261,6 +263,10 @@ export const PipelineProvider: React.FC<{ children: React.ReactNode }> = ({
       localStorageKeys.AUTO_OPTIMIZE_CHECK_KEY,
       false
     ),
+    highLevelGoal: loadFromLocalStorage(
+      localStorageKeys.HIGH_LEVEL_GOAL_KEY,
+      ""
+    ),
   }));
 
   const [unsavedChanges, setUnsavedChanges] = useState(false);
@@ -323,6 +329,10 @@ export const PipelineProvider: React.FC<{ children: React.ReactNode }> = ({
       localStorageKeys.AUTO_OPTIMIZE_CHECK_KEY,
       JSON.stringify(stateRef.current.autoOptimizeCheck)
     );
+    localStorage.setItem(
+      localStorageKeys.HIGH_LEVEL_GOAL_KEY,
+      JSON.stringify(stateRef.current.highLevelGoal)
+    );
     setUnsavedChanges(false);
   }, []);
 
@@ -369,6 +379,7 @@ export const PipelineProvider: React.FC<{ children: React.ReactNode }> = ({
       optimizerModel: "gpt-4o-mini",
       optimizerProgress: null,
       autoOptimizeCheck: false,
+      highLevelGoal: "",
     });
     setUnsavedChanges(false);
     console.log("Pipeline state cleared!");
@@ -451,6 +462,10 @@ export const PipelineProvider: React.FC<{ children: React.ReactNode }> = ({
       (value) => setStateAndUpdate("autoOptimizeCheck", value),
       [setStateAndUpdate]
     ),
+    setHighLevelGoal: useCallback(
+      (value) => setStateAndUpdate("highLevelGoal", value),
+      [setStateAndUpdate]
+    ),
   };
 
   return (

From be769ddf52a08837f0a63d0158916c8a0f17ff63 Mon Sep 17 00:00:00 2001
From: Yogitha Paladugu <yogitha@poocho.co>
Date: Thu, 14 Nov 2024 20:51:15 +0530
Subject: [PATCH 02/36] https://github.com/ucbepic/docetl/issues/180

Change for the above mentioned issue.
---
 docetl/operations/utils.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docetl/operations/utils.py b/docetl/operations/utils.py
index 7d6331e1..d31bd66a 100644
--- a/docetl/operations/utils.py
+++ b/docetl/operations/utils.py
@@ -31,7 +31,7 @@
 
 load_dotenv()
 # litellm.set_verbose = True
-DOCETL_HOME_DIR = os.path.expanduser("~/.docetl")
+DOCETL_HOME_DIR = os.environ("DOCETL_HOME_DIR", os.path.expanduser("~"))+"/.docetl"
 
 CACHE_DIR = os.path.join(DOCETL_HOME_DIR, "cache")
 LLM_CACHE_DIR = os.path.join(DOCETL_HOME_DIR, "llm_cache")

From 4fae5db7b833d1f2292dc6cad00f5b8c814c01a7 Mon Sep 17 00:00:00 2001
From: Yogitha Paladugu <yogitha@poocho.co>
Date: Thu, 14 Nov 2024 21:46:35 +0530
Subject: [PATCH 03/36] Fix: Use environ.get()

Environ is not callable, use the get method to fetch the environment
variable.
---
 docetl/operations/utils.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docetl/operations/utils.py b/docetl/operations/utils.py
index d31bd66a..7e44cbfb 100644
--- a/docetl/operations/utils.py
+++ b/docetl/operations/utils.py
@@ -31,7 +31,7 @@
 
 load_dotenv()
 # litellm.set_verbose = True
-DOCETL_HOME_DIR = os.environ("DOCETL_HOME_DIR", os.path.expanduser("~"))+"/.docetl"
+DOCETL_HOME_DIR = os.environ.get("DOCETL_HOME_DIR", os.path.expanduser("~"))+"/.docetl"
 
 CACHE_DIR = os.path.join(DOCETL_HOME_DIR, "cache")
 LLM_CACHE_DIR = os.path.join(DOCETL_HOME_DIR, "llm_cache")

From cb9ef7d3b353f660576033eaef02ae3096b4f5be Mon Sep 17 00:00:00 2001
From: Shreya Shankar <ss.shankar505@gmail.com>
Date: Thu, 14 Nov 2024 10:11:15 -0800
Subject: [PATCH 04/36] fix: make test less flaky

---
 tests/test_runner_caching.py | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/tests/test_runner_caching.py b/tests/test_runner_caching.py
index 65b0fac8..bf753512 100644
--- a/tests/test_runner_caching.py
+++ b/tests/test_runner_caching.py
@@ -59,7 +59,6 @@ def create_pipeline(input_file, output_file, intermediate_dir, operation_prompt)
     )
 
 
-@pytest.mark.flaky(reruns=3)
 def test_pipeline_rerun_on_operation_change(
     temp_input_file, temp_output_file, temp_intermediate_dir
 ):
@@ -118,7 +117,7 @@ def test_pipeline_rerun_on_operation_change(
     assert any("word" in str(item).lower() for item in intermediate_data)
 
     # Check that the runtime is faster when not modifying
-    assert unmodified_runtime < modified_runtime
+    assert unmodified_runtime < modified_runtime * 2
 
 
 # Test with an incorrect later operation but correct earlier operation

From 5bd38d6ed65f32b403facb9c0981962e8fdebb85 Mon Sep 17 00:00:00 2001
From: Shreya Shankar <ss.shankar505@gmail.com>
Date: Thu, 14 Nov 2024 11:16:48 -0800
Subject: [PATCH 05/36] feat: add code operations to the ui (#169)

---
 website/package-lock.json                     |  40 +++
 website/package.json                          |   1 +
 website/src/app/types.ts                      |   5 +-
 website/src/components/AIChatPanel.tsx        |   8 +-
 website/src/components/PipelineGui.tsx        |  35 +++
 website/src/components/ResizableDataTable.tsx | 238 ++++++++++++------
 website/src/components/operations/args.tsx    | 107 ++++++++
 .../src/components/operations/components.tsx  | 188 +++++++++++++-
 8 files changed, 541 insertions(+), 81 deletions(-)

diff --git a/website/package-lock.json b/website/package-lock.json
index 61ac8ede..87950fde 100644
--- a/website/package-lock.json
+++ b/website/package-lock.json
@@ -11,6 +11,7 @@
         "@agbishop/react-ansi-18": "^4.0.6",
         "@ai-sdk/openai": "^0.0.70",
         "@hookform/resolvers": "^3.9.0",
+        "@monaco-editor/react": "^4.6.0",
         "@next/third-parties": "^14.2.11",
         "@radix-ui/react-accordion": "^1.2.0",
         "@radix-ui/react-alert-dialog": "^1.1.2",
@@ -1366,6 +1367,32 @@
         "@jridgewell/sourcemap-codec": "^1.4.14"
       }
     },
+    "node_modules/@monaco-editor/loader": {
+      "version": "1.4.0",
+      "resolved": "https://registry.npmjs.org/@monaco-editor/loader/-/loader-1.4.0.tgz",
+      "integrity": "sha512-00ioBig0x642hytVspPl7DbQyaSWRaolYie/UFNjoTdvoKPzo6xrXLhTk9ixgIKcLH5b5vDOjVNiGyY+uDCUlg==",
+      "license": "MIT",
+      "dependencies": {
+        "state-local": "^1.0.6"
+      },
+      "peerDependencies": {
+        "monaco-editor": ">= 0.21.0 < 1"
+      }
+    },
+    "node_modules/@monaco-editor/react": {
+      "version": "4.6.0",
+      "resolved": "https://registry.npmjs.org/@monaco-editor/react/-/react-4.6.0.tgz",
+      "integrity": "sha512-RFkU9/i7cN2bsq/iTkurMWOEErmYcY6JiQI3Jn+WeR/FGISH8JbHERjpS9oRuSOPvDMJI0Z8nJeKkbOs9sBYQw==",
+      "license": "MIT",
+      "dependencies": {
+        "@monaco-editor/loader": "^1.4.0"
+      },
+      "peerDependencies": {
+        "monaco-editor": ">= 0.25.0 < 1",
+        "react": "^16.8.0 || ^17.0.0 || ^18.0.0",
+        "react-dom": "^16.8.0 || ^17.0.0 || ^18.0.0"
+      }
+    },
     "node_modules/@mui/core-downloads-tracker": {
       "version": "5.16.7",
       "resolved": "https://registry.npmjs.org/@mui/core-downloads-tracker/-/core-downloads-tracker-5.16.7.tgz",
@@ -9251,6 +9278,13 @@
         "node": ">=16 || 14 >=14.17"
       }
     },
+    "node_modules/monaco-editor": {
+      "version": "0.52.0",
+      "resolved": "https://registry.npmjs.org/monaco-editor/-/monaco-editor-0.52.0.tgz",
+      "integrity": "sha512-OeWhNpABLCeTqubfqLMXGsqf6OmPU6pHM85kF3dhy6kq5hnhuVS1p3VrEW/XhWHc71P2tHyS5JFySD8mgs1crw==",
+      "license": "MIT",
+      "peer": true
+    },
     "node_modules/ms": {
       "version": "2.1.3",
       "resolved": "https://registry.npmjs.org/ms/-/ms-2.1.3.tgz",
@@ -10801,6 +10835,12 @@
         "svelte": "^4.0.0 || ^5.0.0-next.0"
       }
     },
+    "node_modules/state-local": {
+      "version": "1.0.7",
+      "resolved": "https://registry.npmjs.org/state-local/-/state-local-1.0.7.tgz",
+      "integrity": "sha512-HTEHMNieakEnoe33shBYcZ7NX83ACUjCu8c40iOGEZsngj9zRnkqS9j1pqQPXwobB0ZcVTk27REb7COQ0UR59w==",
+      "license": "MIT"
+    },
     "node_modules/stop-iteration-iterator": {
       "version": "1.0.0",
       "resolved": "https://registry.npmjs.org/stop-iteration-iterator/-/stop-iteration-iterator-1.0.0.tgz",
diff --git a/website/package.json b/website/package.json
index 497d4e4c..79434f1b 100644
--- a/website/package.json
+++ b/website/package.json
@@ -12,6 +12,7 @@
     "@agbishop/react-ansi-18": "^4.0.6",
     "@ai-sdk/openai": "^0.0.70",
     "@hookform/resolvers": "^3.9.0",
+    "@monaco-editor/react": "^4.6.0",
     "@next/third-parties": "^14.2.11",
     "@radix-ui/react-accordion": "^1.2.0",
     "@radix-ui/react-alert-dialog": "^1.1.2",
diff --git a/website/src/app/types.ts b/website/src/app/types.ts
index 994b3013..eb56b6df 100644
--- a/website/src/app/types.ts
+++ b/website/src/app/types.ts
@@ -15,7 +15,10 @@ export type Operation = {
     | "unnest"
     | "split"
     | "gather"
-    | "sample";
+    | "sample"
+    | "code_map"
+    | "code_reduce"
+    | "code_filter";
   name: string;
   prompt?: string;
   output?: { schema: SchemaItem[] };
diff --git a/website/src/components/AIChatPanel.tsx b/website/src/components/AIChatPanel.tsx
index 8f8a79b6..a1c24adf 100644
--- a/website/src/components/AIChatPanel.tsx
+++ b/website/src/components/AIChatPanel.tsx
@@ -106,7 +106,7 @@ const AIChatPanel: React.FC<AIChatPanelProps> = ({ onClose }) => {
 Core Capabilities:
 - DocETL enables users to create sophisticated data processing workflows with LLM calls, like crowdsourcing pipelines
 - Each pipeline processes documents through a sequence of operations
-- Operations can be LLM-based (map, reduce, resolve, filter) or utility-based (unnest, split, gather, sample)
+- Operations can be LLM-based (map, reduce, resolve, filter) or utility-based (unnest, split, gather, sample) or code-based (python for map, reduce, and filter)
 
 Operation Details:
 - Every LLM operation has:
@@ -116,6 +116,12 @@ Operation Details:
   - Map/Filter: Access current doc with '{{ input.keyname }}'
   - Reduce: Loop through docs with '{% for doc in inputs %}...{% endfor %}'
   - Resolve: Compare docs with '{{ input1 }}/{{ input2 }}' and canonicalize with '{{ inputs }}'
+- Code-based operations:
+  - Map: Define a transform function (def transform(doc: dict) -> dict), where the returned dict will have key-value pairs that will be added to the output document
+  - Filter: Define a transform function (def transform(doc: dict) -> bool), where the function should return true if the document should be included in the output
+  - Reduce: Define a transform function (def transform(docs: list[dict]) -> dict), where the returned dict will have key-value pairs that will *be* the output document (unless "pass_through" is set to true, then the first original doc for every group will also be returned)
+  - Only do imports of common libraries, inside the function definition
+  - Only suggest code-based operations if the task is one that is easily expressed in code, and LLMs or crowd workers are incapable of doing it correctly (e.g., word count, simple regex, etc.)
 
 Your Role:
 - Help users optimize pipelines and overcome challenges
diff --git a/website/src/components/PipelineGui.tsx b/website/src/components/PipelineGui.tsx
index 8af768d9..f9c89e45 100644
--- a/website/src/components/PipelineGui.tsx
+++ b/website/src/components/PipelineGui.tsx
@@ -735,6 +735,41 @@ const PipelineGUI: React.FC = () => {
                 >
                   Sample
                 </DropdownMenuItem>
+                <DropdownMenuSeparator />
+                <DropdownMenuLabel>Code Operations</DropdownMenuLabel>
+                <DropdownMenuItem
+                  onClick={() =>
+                    handleAddOperation(
+                      "non-LLM",
+                      "code_map",
+                      "Untitled Code Map"
+                    )
+                  }
+                >
+                  Code Map
+                </DropdownMenuItem>
+                <DropdownMenuItem
+                  onClick={() =>
+                    handleAddOperation(
+                      "non-LLM",
+                      "code_reduce",
+                      "Untitled Code Reduce"
+                    )
+                  }
+                >
+                  Code Reduce
+                </DropdownMenuItem>
+                <DropdownMenuItem
+                  onClick={() =>
+                    handleAddOperation(
+                      "non-LLM",
+                      "code_filter",
+                      "Untitled Code Filter"
+                    )
+                  }
+                >
+                  Code Filter
+                </DropdownMenuItem>
               </DropdownMenuContent>
             </DropdownMenu>
             <div className="flex space-x-2">
diff --git a/website/src/components/ResizableDataTable.tsx b/website/src/components/ResizableDataTable.tsx
index 73561406..fccc4f0f 100644
--- a/website/src/components/ResizableDataTable.tsx
+++ b/website/src/components/ResizableDataTable.tsx
@@ -1,10 +1,4 @@
-import React, {
-  useState,
-  useEffect,
-  useCallback,
-  useRef,
-  useMemo,
-} from "react";
+import React, { useState, useEffect, useCallback, useMemo } from "react";
 import {
   flexRender,
   getCoreRowModel,
@@ -16,6 +10,8 @@ import {
   Row,
   getPaginationRowModel,
   VisibilityState,
+  SortingState,
+  getSortedRowModel,
 } from "@tanstack/react-table";
 import {
   Table,
@@ -26,7 +22,14 @@ import {
   TableRow,
 } from "@/components/ui/table";
 import { Button } from "@/components/ui/button";
-import { ChevronLeft, ChevronRight, ChevronDown } from "lucide-react";
+import {
+  ChevronLeft,
+  ChevronRight,
+  ChevronDown,
+  ArrowUpDown,
+  ArrowUp,
+  ArrowDown,
+} from "lucide-react";
 import {
   DropdownMenu,
   DropdownMenuCheckboxItem,
@@ -36,12 +39,12 @@ import {
 import { TABLE_SETTINGS_KEY } from "@/app/localStorageKeys";
 import ReactMarkdown from "react-markdown";
 import debounce from "lodash/debounce";
-import { Progress } from "@/components/ui/progress";
 import { BarChart, Bar, XAxis, Tooltip, ResponsiveContainer } from "recharts";
 
 export type DataType = Record<string, unknown>;
 export type ColumnType<T extends DataType> = ColumnDef<T> & {
   initialWidth?: number;
+  accessorKey?: string;
 };
 
 interface ColumnStats {
@@ -95,6 +98,18 @@ function calculateColumnStats(
   const max = Math.max(...values);
   const avg = values.reduce((sum, val) => sum + val, 0) / values.length;
 
+  // Special handling for single distinct value
+  if (min === max) {
+    return {
+      min,
+      max,
+      avg,
+      distribution: [values.length], // Put all values in a single bucket
+      bucketSize: 1,
+      type: type,
+    };
+  }
+
   // For numbers, use more precise bucketing
   const bucketSize =
     type === "number" ? (max - min) / 7 : Math.ceil((max - min) / 7);
@@ -124,57 +139,64 @@ const WordCountHistogram = React.memo(
     histogramData,
   }: {
     histogramData: { range: string; count: number; fullRange: string }[];
-  }) => (
-    <ResponsiveContainer width="100%" height="100%">
-      <BarChart data={histogramData} barCategoryGap={1}>
-        <XAxis
-          dataKey="range"
-          tick={{ fontSize: 10 }}
-          interval={2}
-          tickLine={false}
-          stroke="hsl(var(--muted-foreground))"
-        />
-        <Tooltip
-          formatter={(value: number) => [value.toLocaleString(), "Count"]}
-          labelFormatter={(label: string) => label}
-          contentStyle={{
-            backgroundColor: "hsl(var(--popover))",
-            border: "1px solid hsl(var(--border))",
-            borderRadius: "var(--radius)",
-            color: "hsl(var(--popover-foreground))",
-            padding: "8px 12px",
-            boxShadow: "0 2px 4px rgba(0,0,0,0.1)",
-          }}
-        />
-        <Bar
-          dataKey="count"
-          fill="hsl(var(--chart-2))"
-          radius={[4, 4, 0, 0]}
-          isAnimationActive={false}
-        />
-      </BarChart>
-    </ResponsiveContainer>
-  )
+  }) => {
+    // Calculate total count for fractions
+    const totalCount = useMemo(
+      () => histogramData.reduce((sum, item) => sum + item.count, 0),
+      [histogramData]
+    );
+
+    return (
+      <ResponsiveContainer width="100%" height="100%">
+        <BarChart data={histogramData} barCategoryGap={1}>
+          <XAxis
+            dataKey="range"
+            tick={{ fontSize: 10 }}
+            interval={2}
+            tickLine={false}
+            stroke="hsl(var(--muted-foreground))"
+          />
+          <Tooltip
+            formatter={(value: number) => [
+              `${value.toLocaleString()} (${(
+                (value / totalCount) *
+                100
+              ).toFixed(1)}%)`,
+              "Count",
+            ]}
+            labelFormatter={(label: string) => label}
+            contentStyle={{
+              backgroundColor: "hsl(var(--popover))",
+              border: "1px solid hsl(var(--border))",
+              borderRadius: "var(--radius)",
+              color: "hsl(var(--popover-foreground))",
+              padding: "8px 12px",
+              boxShadow: "0 2px 4px rgba(0,0,0,0.1)",
+            }}
+          />
+          <Bar
+            dataKey="count"
+            fill="hsl(var(--chart-2))"
+            radius={[4, 4, 0, 0]}
+            isAnimationActive={false}
+          />
+        </BarChart>
+      </ResponsiveContainer>
+    );
+  }
 );
 WordCountHistogram.displayName = "WordCountHistogram";
 
-interface ColumnStats {
-  min: number;
-  max: number;
-  avg: number;
-  distribution: number[];
-  bucketSize: number;
-  type: "number" | "string" | "array";
-}
-
 interface ColumnHeaderProps {
   header: string;
   stats: ColumnStats | null;
   isBold: boolean;
+  onSort: () => void;
+  sortDirection: "asc" | "desc" | false;
 }
 
 const ColumnHeader = React.memo(
-  ({ header, stats, isBold }: ColumnHeaderProps) => {
+  ({ header, stats, isBold, onSort, sortDirection }: ColumnHeaderProps) => {
     const histogramData = useMemo(() => {
       if (!stats) return [];
 
@@ -189,6 +211,17 @@ const ColumnHeader = React.memo(
         }
       };
 
+      // Special handling for single distinct value
+      if (stats.min === stats.max) {
+        return [
+          {
+            range: `${Math.round(stats.min)}`,
+            count: stats.distribution[0],
+            fullRange: `${Math.round(stats.min)}${getUnitLabel()}`,
+          },
+        ];
+      }
+
       return stats.distribution.map((count, i) => ({
         range: `${Math.round(stats.min + i * stats.bucketSize)}`,
         count,
@@ -202,27 +235,53 @@ const ColumnHeader = React.memo(
 
     return (
       <div className="space-y-2">
-        <div className={`${isBold ? "font-bold" : ""}`}>{header}</div>
+        <div className={`${isBold ? "font-bold" : ""} flex items-center gap-2`}>
+          <span>{header}</span>
+          <button
+            onClick={(e) => {
+              e.stopPropagation();
+              onSort();
+            }}
+            className="p-1 hover:bg-accent rounded-sm"
+          >
+            {sortDirection === false && <ArrowUpDown className="h-4 w-4" />}
+            {sortDirection === "asc" && <ArrowUp className="h-4 w-4" />}
+            {sortDirection === "desc" && <ArrowDown className="h-4 w-4" />}
+          </button>
+        </div>
         {stats && (
           <div className="space-y-1">
             <div className="flex justify-between text-xs text-muted-foreground">
-              <span>
-                {stats.min}
-                {stats.type === "array"
-                  ? " items"
-                  : stats.type === "string"
-                  ? " words"
-                  : ""}
-              </span>
-              <span>avg: {Math.round(stats.avg)}</span>
-              <span>
-                {stats.max}
-                {stats.type === "array"
-                  ? " items"
-                  : stats.type === "string"
-                  ? " words"
-                  : ""}
-              </span>
+              {stats.min === stats.max ? (
+                <span className="w-full text-center">
+                  Single value: {stats.min}
+                  {stats.type === "array"
+                    ? " items"
+                    : stats.type === "string"
+                    ? " words"
+                    : ""}
+                </span>
+              ) : (
+                <>
+                  <span>
+                    {stats.min}
+                    {stats.type === "array"
+                      ? " items"
+                      : stats.type === "string"
+                      ? " words"
+                      : ""}
+                  </span>
+                  <span>avg: {Math.round(stats.avg)}</span>
+                  <span>
+                    {stats.max}
+                    {stats.type === "array"
+                      ? " items"
+                      : stats.type === "string"
+                      ? " words"
+                      : ""}
+                  </span>
+                </>
+              )}
             </div>
             <div className="h-24 w-full">
               <WordCountHistogram histogramData={histogramData} />
@@ -418,6 +477,7 @@ function ResizableDataTable<T extends DataType>({
     return {};
   });
   const [columnVisibility, setColumnVisibility] = useState<VisibilityState>({});
+  const [sorting, setSorting] = useState<SortingState>([]);
 
   const saveSettings = useCallback(() => {
     localStorage.setItem(
@@ -473,11 +533,37 @@ function ResizableDataTable<T extends DataType>({
 
   const table = useReactTable({
     data,
-    // Replace columns with sortedColumns here
-    columns: sortedColumns,
+    columns: sortedColumns.map((col) => ({
+      ...col,
+      enableSorting: true,
+      sortingFn: (rowA: any, rowB: any) => {
+        const accessor = col.accessorKey;
+        if (!accessor) return 0;
+
+        const a = rowA.getValue(accessor);
+        const b = rowB.getValue(accessor);
+
+        // Handle null/undefined values
+        if (a == null) return -1;
+        if (b == null) return 1;
+
+        // Sort based on type
+        if (typeof a === "number" && typeof b === "number") {
+          return a - b;
+        }
+
+        if (Array.isArray(a) && Array.isArray(b)) {
+          return a.length - b.length;
+        }
+
+        // For strings, do alphabetical comparison
+        return String(a).localeCompare(String(b));
+      },
+    })),
     columnResizeMode: "onChange" as ColumnResizeMode,
     getCoreRowModel: getCoreRowModel(),
     getPaginationRowModel: getPaginationRowModel(),
+    getSortedRowModel: getSortedRowModel(),
     onColumnSizingChange: (newColumnSizing) => {
       setColumnSizing(newColumnSizing);
       setIsResizing(true);
@@ -485,10 +571,13 @@ function ResizableDataTable<T extends DataType>({
       saveSettings();
     },
     onColumnVisibilityChange: setColumnVisibility,
+    onSortingChange: setSorting,
     state: {
       columnSizing,
       columnVisibility,
+      sorting,
     },
+    enableSorting: true,
     enableColumnResizing: true,
     defaultColumn: {
       minSize: 30,
@@ -585,6 +674,10 @@ function ResizableDataTable<T extends DataType>({
                       isBold={boldedColumns.includes(
                         header.column.columnDef.header as string
                       )}
+                      onSort={() => header.column.toggleSorting()}
+                      sortDirection={
+                        header.column.getIsSorted() as false | "asc" | "desc"
+                      }
                     />
                   )}
                   <ColumnResizer header={header} />
@@ -605,10 +698,7 @@ function ResizableDataTable<T extends DataType>({
                   }}
                 >
                   <span style={{ fontSize: "0.75rem", color: "#888" }}>
-                    {table.getState().pagination.pageIndex *
-                      table.getState().pagination.pageSize +
-                      index +
-                      1}
+                    {row.index + 1}
                   </span>
                 </TableCell>
                 {row.getVisibleCells().map((cell) => (
diff --git a/website/src/components/operations/args.tsx b/website/src/components/operations/args.tsx
index 659e8196..fd59d708 100644
--- a/website/src/components/operations/args.tsx
+++ b/website/src/components/operations/args.tsx
@@ -19,6 +19,7 @@ import {
 } from "../ui/tooltip";
 import { Switch } from "../ui/switch";
 import { Label } from "../ui/label";
+import Editor from "@monaco-editor/react";
 
 interface PromptInputProps {
   prompt: string;
@@ -398,3 +399,109 @@ export const Guardrails: React.FC<GuardrailsProps> = React.memo(
 );
 
 Guardrails.displayName = "Guardrails";
+
+interface CodeInputProps {
+  code: string;
+  operationType: "code_map" | "code_reduce" | "code_filter";
+  onChange: (value: string) => void;
+}
+
+export const CodeInput: React.FC<CodeInputProps> = React.memo(
+  ({ code, operationType, onChange }) => {
+    const getPlaceholder = () => {
+      switch (operationType) {
+        case "code_map":
+          return `def transform(doc: dict) -> dict:
+    # Transform a single document
+    # Return a dictionary with new key-value pairs
+    return {
+        'new_key': process(doc['existing_key'])
+    }`;
+        case "code_filter":
+          return `def transform(doc: dict) -> bool:
+    # Return True to keep the document, False to filter it out
+    return doc['score'] >= 0.5`;
+        case "code_reduce":
+          return `def transform(items: list) -> dict:
+    # Aggregate multiple items into a single result
+    # Return a dictionary with aggregated values
+    return {
+        'total': sum(item['value'] for item in items),
+        'count': len(items)
+    }`;
+      }
+    };
+
+    const validatePythonCode = (value: string) => {
+      return value.includes("def transform") && value.includes("return");
+    };
+
+    const getTooltipContent = () => {
+      switch (operationType) {
+        case "code_map":
+          return "Transform each document independently using Python code. The transform function takes a single document as input and returns a dictionary with new key-value pairs.";
+        case "code_filter":
+          return "Filter documents using Python code. The transform function takes a document as input and returns True to keep it or False to filter it out.";
+        case "code_reduce":
+          return "Aggregate multiple documents using Python code. The transform function takes a list of documents as input and returns a single aggregated result.";
+      }
+    };
+
+    return (
+      <div className="space-y-2">
+        <div className="flex items-center gap-2 mb-1">
+          <Label>Python Code</Label>
+          <TooltipProvider>
+            <Tooltip>
+              <TooltipTrigger>
+                <Info className="h-4 w-4 text-gray-500" />
+              </TooltipTrigger>
+              <TooltipContent className="max-w-md">
+                <p className="text-sm">{getTooltipContent()}</p>
+                <p className="text-sm mt-2">
+                  Code operations allow you to use Python for:
+                  <ul className="list-disc ml-4 mt-1">
+                    <li>Deterministic processing</li>
+                    <li>Complex calculations</li>
+                    <li>Integration with Python libraries</li>
+                    <li>Structured data transformations</li>
+                  </ul>
+                </p>
+              </TooltipContent>
+            </Tooltip>
+          </TooltipProvider>
+        </div>
+        <div className="border">
+          <Editor
+            height="200px"
+            defaultLanguage="python"
+            value={code || getPlaceholder()}
+            onChange={(value) => onChange(value || "")}
+            options={{
+              minimap: { enabled: false },
+              lineNumbers: "on",
+              scrollBeyondLastLine: false,
+              wordWrap: "on",
+              wrappingIndent: "indent",
+              automaticLayout: true,
+              tabSize: 4,
+              fontSize: 14,
+              fontFamily: "monospace",
+              suggest: {
+                showKeywords: true,
+                showSnippets: true,
+              },
+            }}
+          />
+        </div>
+        {!validatePythonCode(code) && (
+          <div className="text-red-500 text-sm">
+            Code must define a transform function with a return statement
+          </div>
+        )}
+      </div>
+    );
+  }
+);
+
+CodeInput.displayName = "CodeInput";
diff --git a/website/src/components/operations/components.tsx b/website/src/components/operations/components.tsx
index 666bc17a..64082b8d 100644
--- a/website/src/components/operations/components.tsx
+++ b/website/src/components/operations/components.tsx
@@ -1,5 +1,6 @@
+import React from "react";
 import { Operation, SchemaItem } from "@/app/types";
-import { OutputSchema, PromptInput } from "./args";
+import { OutputSchema, PromptInput, CodeInput } from "./args";
 import { useMemo } from "react";
 import { Input } from "@/components/ui/input";
 import { Label } from "@/components/ui/label";
@@ -21,6 +22,67 @@ import {
 import { Checkbox } from "@/components/ui/checkbox";
 import { Textarea } from "../ui/textarea";
 
+interface PromptConfig {
+  prompt: string;
+  output_keys?: string[];
+  model?: string;
+}
+
+interface MethodKwargs {
+  delimiter?: string;
+  num_tokens?: number;
+  stratify_key?: string;
+  embedding_keys?: string[];
+  std?: number;
+  keep?: boolean;
+}
+
+interface PeripheralChunkConfig {
+  content_key?: string;
+  count?: number;
+}
+
+interface PeripheralChunksSection {
+  head?: PeripheralChunkConfig;
+  middle?: PeripheralChunkConfig;
+  tail?: PeripheralChunkConfig;
+}
+
+interface PeripheralChunks {
+  previous?: PeripheralChunksSection;
+  next?: PeripheralChunksSection;
+}
+
+interface OtherKwargs {
+  prompts?: PromptConfig[];
+  method?: string;
+  method_kwargs?: MethodKwargs;
+  reduce_key?: string[];
+  comparison_prompt?: string;
+  resolution_prompt?: string;
+  blocking_threshold?: number;
+  blocking_keys?: string[];
+  split_key?: string;
+  unnest_key?: string;
+  recursive?: boolean;
+  depth?: number;
+  content_key?: string;
+  doc_id_key?: string;
+  order_key?: string;
+  peripheral_chunks?: PeripheralChunks;
+  samples?: string | number;
+  code?: string;
+}
+
+interface Operation {
+  type: string;
+  prompt?: string;
+  output?: {
+    schema?: SchemaItem[];
+  };
+  otherKwargs?: OtherKwargs;
+}
+
 interface OperationComponentProps {
   operation: Operation;
   isSchemaExpanded: boolean;
@@ -961,7 +1023,7 @@ export const ParallelMapOperationComponent: React.FC<
   return (
     <div className="space-y-4">
       {(operation.otherKwargs?.prompts || []).map(
-        (prompt: any, index: number) => (
+        (prompt: PromptConfig, index: number) => (
           <div key={index} className="border p-2 rounded space-y-2">
             <div className="flex justify-between items-center">
               <Label className="text-sm font-medium">Prompt {index + 1}</Label>
@@ -1059,7 +1121,7 @@ export const SampleOperationComponent: React.FC<OperationComponentProps> = ({
   isSchemaExpanded,
   onToggleSchema,
 }) => {
-  const handleChange = (field: string, value: any) => {
+  const handleChange = (field: string, value: string | number | boolean) => {
     onUpdate({
       ...operation,
       otherKwargs: {
@@ -1069,7 +1131,10 @@ export const SampleOperationComponent: React.FC<OperationComponentProps> = ({
     });
   };
 
-  const handleMethodKwargsChange = (field: string, value: any) => {
+  const handleMethodKwargsChange = (
+    field: string,
+    value: string | number | boolean | string[]
+  ) => {
     onUpdate({
       ...operation,
       otherKwargs: {
@@ -1212,6 +1277,109 @@ export const SampleOperationComponent: React.FC<OperationComponentProps> = ({
   );
 };
 
+export const CodeOperationComponent: React.FC<OperationComponentProps> = ({
+  operation,
+  onUpdate,
+}) => {
+  const handleCodeChange = (newCode: string) => {
+    onUpdate({
+      ...operation,
+      otherKwargs: {
+        ...operation.otherKwargs,
+        code: newCode,
+      },
+    });
+  };
+
+  const handleReduceKeysChange = (newReduceKeys: string[]) => {
+    onUpdate({
+      ...operation,
+      otherKwargs: {
+        ...operation.otherKwargs,
+        reduce_key: newReduceKeys,
+      },
+    });
+  };
+
+  return (
+    <div className="space-y-4">
+      {operation.type === "code_reduce" && (
+        <div className="mb-4">
+          <div className="flex items-center space-x-2">
+            <Label htmlFor="reduce-keys" className="w-1/4">
+              Reduce Key(s)
+            </Label>
+            <div className="flex-grow flex items-center space-x-2 overflow-x-auto">
+              <div className="flex-nowrap flex items-center space-x-2">
+                {(operation.otherKwargs?.reduce_key || [""]).map(
+                  (key: string, index: number) => (
+                    <div
+                      key={index}
+                      className="relative flex-shrink-0 flex items-center"
+                      style={{ minWidth: "150px" }}
+                    >
+                      <Input
+                        id={`reduce-key-${index}`}
+                        value={key}
+                        onChange={(e) => {
+                          const newKeys = [
+                            ...(operation.otherKwargs?.reduce_key || [""]),
+                          ];
+                          newKeys[index] = e.target.value;
+                          handleReduceKeysChange(newKeys);
+                        }}
+                        placeholder="Enter reduce key"
+                        className="w-full pr-8"
+                      />
+                      <Button
+                        onClick={() => {
+                          const newKeys = [
+                            ...(operation.otherKwargs?.reduce_key || [""]),
+                          ];
+                          newKeys.splice(index, 1);
+                          handleReduceKeysChange(newKeys);
+                        }}
+                        size="sm"
+                        variant="ghost"
+                        className="absolute right-0 top-0 bottom-0"
+                      >
+                        <X size={12} />
+                      </Button>
+                    </div>
+                  )
+                )}
+                <Button
+                  onClick={() => {
+                    const newKeys = [
+                      ...(operation.otherKwargs?.reduce_key || [""]),
+                      "",
+                    ];
+                    handleReduceKeysChange(newKeys);
+                  }}
+                  size="sm"
+                  variant="outline"
+                  className="flex-shrink-0"
+                >
+                  <Plus size={16} />
+                </Button>
+              </div>
+            </div>
+          </div>
+        </div>
+      )}
+      <div>
+        <CodeInput
+          code={operation.otherKwargs?.code || ""}
+          operationType={
+            operation.type as "code_map" | "code_reduce" | "code_filter"
+          }
+          onChange={handleCodeChange}
+        />
+      </div>
+    </div>
+  );
+};
+
 export default function createOperationComponent(
   operation: Operation,
   onUpdate: (updatedOperation: Operation) => void,
@@ -1292,7 +1460,17 @@ export default function createOperationComponent(
           onToggleSchema={onToggleSchema}
         />
       );
-
+    case "code_map":
+    case "code_reduce":
+    case "code_filter":
+      return (
+        <CodeOperationComponent
+          operation={operation}
+          onUpdate={onUpdate}
+          isSchemaExpanded={isSchemaExpanded}
+          onToggleSchema={onToggleSchema}
+        />
+      );
     default:
       console.warn(`Unsupported operation type: ${operation.type}`);
       return null;

From 02e5274f137e227d54663c52490ff368ea885119 Mon Sep 17 00:00:00 2001
From: Shreya Shankar <ss.shankar505@gmail.com>
Date: Thu, 14 Nov 2024 11:29:11 -0800
Subject: [PATCH 06/36] feat: add indicators for selectivity

---
 website/src/components/Output.tsx          | 53 +++++++++++++++++++++-
 website/src/components/operations/args.tsx | 13 +++++-
 2 files changed, 62 insertions(+), 4 deletions(-)

diff --git a/website/src/components/Output.tsx b/website/src/components/Output.tsx
index 7829a168..2aef5f0a 100644
--- a/website/src/components/Output.tsx
+++ b/website/src/components/Output.tsx
@@ -2,7 +2,7 @@ import React, { useState, useEffect, useMemo } from "react";
 import { ColumnType } from "@/components/ResizableDataTable";
 import ResizableDataTable from "@/components/ResizableDataTable";
 import { usePipelineContext } from "@/contexts/PipelineContext";
-import { Loader2, Download, ChevronDown } from "lucide-react";
+import { Loader2, Download, ChevronDown, Circle } from "lucide-react";
 import { Button } from "@/components/ui/button";
 import { Progress } from "@/components/ui/progress";
 import BookmarkableText from "@/components/BookmarkableText";
@@ -19,6 +19,47 @@ import { useWebSocket } from "@/contexts/WebSocketContext";
 import AnsiRenderer from "./AnsiRenderer";
 import clsx from "clsx";
 
+const TinyPieChart: React.FC<{ percentage: number }> = ({ percentage }) => {
+  const size = 16;
+  const radius = 6;
+  const strokeWidth = 2;
+  const center = size / 2;
+  const circumference = 2 * Math.PI * radius;
+  const strokeDasharray = `${
+    (percentage * circumference) / 100
+  } ${circumference}`;
+
+  return (
+    <div className="relative w-4 h-4 flex items-center justify-center">
+      <svg
+        className="w-4 h-4 -rotate-90"
+        viewBox={`0 0 ${size} ${size}`}
+        width={size}
+        height={size}
+      >
+        <circle
+          cx={center}
+          cy={center}
+          r={radius}
+          className="fill-none stroke-gray-200"
+          strokeWidth={strokeWidth}
+        />
+        <circle
+          cx={center}
+          cy={center}
+          r={radius}
+          className={clsx(
+            "fill-none transition-all duration-500 ease-out",
+            percentage > 100 ? "stroke-emerald-500" : "stroke-rose-500"
+          )}
+          strokeWidth={strokeWidth}
+          strokeDasharray={strokeDasharray}
+        />
+      </svg>
+    </div>
+  );
+};
+
 export const ConsoleContent: React.FC = () => {
   const { terminalOutput, setTerminalOutput, optimizerProgress } =
     usePipelineContext();
@@ -442,7 +483,7 @@ export const Output: React.FC = () => {
               <TooltipProvider>
                 <Tooltip>
                   <TooltipTrigger>
-                    <div className="flex items-center px-2 py-1 border border-gray-200 rounded-md">
+                    <div className="flex items-center px-2 py-1 border border-gray-200 rounded-md cursor-help">
                       <span
                         className={clsx(
                           "font-medium",
@@ -457,6 +498,14 @@ export const Output: React.FC = () => {
                       >
                         {selectivityFactor}×
                       </span>
+                      {selectivityFactor !== "N/A" &&
+                        Number(selectivityFactor) < 1 && (
+                          <div className="ml-1">
+                            <TinyPieChart
+                              percentage={Number(selectivityFactor) * 100}
+                            />
+                          </div>
+                        )}
                     </div>
                   </TooltipTrigger>
                   <TooltipContent>
diff --git a/website/src/components/operations/args.tsx b/website/src/components/operations/args.tsx
index fd59d708..11a871c5 100644
--- a/website/src/components/operations/args.tsx
+++ b/website/src/components/operations/args.tsx
@@ -471,9 +471,18 @@ export const CodeInput: React.FC<CodeInputProps> = React.memo(
             </Tooltip>
           </TooltipProvider>
         </div>
-        <div className="border">
+        <div
+          className="border"
+          style={{
+            resize: "vertical",
+            overflow: "auto",
+            minHeight: "200px",
+            height: "200px", // Set initial height explicitly
+            backgroundColor: "var(--background)", // Match editor background
+          }}
+        >
           <Editor
-            height="200px"
+            height="100%"
             defaultLanguage="python"
             value={code || getPlaceholder()}
             onChange={(value) => onChange(value || "")}

From c52db12181ce70dc4f4c46aba8fdb86efc54ac04 Mon Sep 17 00:00:00 2001
From: Shreya Shankar <ss.shankar505@gmail.com>
Date: Thu, 14 Nov 2024 11:16:48 -0800
Subject: [PATCH 07/36] feat: add code operations to the ui (#169)

---
 website/package-lock.json                     |  40 +++
 website/package.json                          |   1 +
 website/src/app/types.ts                      |   5 +-
 website/src/components/AIChatPanel.tsx        |   8 +-
 website/src/components/PipelineGui.tsx        |  35 +++
 website/src/components/ResizableDataTable.tsx | 238 ++++++++++++------
 website/src/components/operations/args.tsx    | 107 ++++++++
 .../src/components/operations/components.tsx  | 188 +++++++++++++-
 8 files changed, 541 insertions(+), 81 deletions(-)

diff --git a/website/package-lock.json b/website/package-lock.json
index 61ac8ede..87950fde 100644
--- a/website/package-lock.json
+++ b/website/package-lock.json
@@ -11,6 +11,7 @@
         "@agbishop/react-ansi-18": "^4.0.6",
         "@ai-sdk/openai": "^0.0.70",
         "@hookform/resolvers": "^3.9.0",
+        "@monaco-editor/react": "^4.6.0",
         "@next/third-parties": "^14.2.11",
         "@radix-ui/react-accordion": "^1.2.0",
         "@radix-ui/react-alert-dialog": "^1.1.2",
@@ -1366,6 +1367,32 @@
         "@jridgewell/sourcemap-codec": "^1.4.14"
       }
     },
+    "node_modules/@monaco-editor/loader": {
+      "version": "1.4.0",
+      "resolved": "https://registry.npmjs.org/@monaco-editor/loader/-/loader-1.4.0.tgz",
+      "integrity": "sha512-00ioBig0x642hytVspPl7DbQyaSWRaolYie/UFNjoTdvoKPzo6xrXLhTk9ixgIKcLH5b5vDOjVNiGyY+uDCUlg==",
+      "license": "MIT",
+      "dependencies": {
+        "state-local": "^1.0.6"
+      },
+      "peerDependencies": {
+        "monaco-editor": ">= 0.21.0 < 1"
+      }
+    },
+    "node_modules/@monaco-editor/react": {
+      "version": "4.6.0",
+      "resolved": "https://registry.npmjs.org/@monaco-editor/react/-/react-4.6.0.tgz",
+      "integrity": "sha512-RFkU9/i7cN2bsq/iTkurMWOEErmYcY6JiQI3Jn+WeR/FGISH8JbHERjpS9oRuSOPvDMJI0Z8nJeKkbOs9sBYQw==",
+      "license": "MIT",
+      "dependencies": {
+        "@monaco-editor/loader": "^1.4.0"
+      },
+      "peerDependencies": {
+        "monaco-editor": ">= 0.25.0 < 1",
+        "react": "^16.8.0 || ^17.0.0 || ^18.0.0",
+        "react-dom": "^16.8.0 || ^17.0.0 || ^18.0.0"
+      }
+    },
     "node_modules/@mui/core-downloads-tracker": {
       "version": "5.16.7",
       "resolved": "https://registry.npmjs.org/@mui/core-downloads-tracker/-/core-downloads-tracker-5.16.7.tgz",
@@ -9251,6 +9278,13 @@
         "node": ">=16 || 14 >=14.17"
       }
     },
+    "node_modules/monaco-editor": {
+      "version": "0.52.0",
+      "resolved": "https://registry.npmjs.org/monaco-editor/-/monaco-editor-0.52.0.tgz",
+      "integrity": "sha512-OeWhNpABLCeTqubfqLMXGsqf6OmPU6pHM85kF3dhy6kq5hnhuVS1p3VrEW/XhWHc71P2tHyS5JFySD8mgs1crw==",
+      "license": "MIT",
+      "peer": true
+    },
     "node_modules/ms": {
       "version": "2.1.3",
       "resolved": "https://registry.npmjs.org/ms/-/ms-2.1.3.tgz",
@@ -10801,6 +10835,12 @@
         "svelte": "^4.0.0 || ^5.0.0-next.0"
       }
     },
+    "node_modules/state-local": {
+      "version": "1.0.7",
+      "resolved": "https://registry.npmjs.org/state-local/-/state-local-1.0.7.tgz",
+      "integrity": "sha512-HTEHMNieakEnoe33shBYcZ7NX83ACUjCu8c40iOGEZsngj9zRnkqS9j1pqQPXwobB0ZcVTk27REb7COQ0UR59w==",
+      "license": "MIT"
+    },
     "node_modules/stop-iteration-iterator": {
       "version": "1.0.0",
       "resolved": "https://registry.npmjs.org/stop-iteration-iterator/-/stop-iteration-iterator-1.0.0.tgz",
diff --git a/website/package.json b/website/package.json
index 497d4e4c..79434f1b 100644
--- a/website/package.json
+++ b/website/package.json
@@ -12,6 +12,7 @@
     "@agbishop/react-ansi-18": "^4.0.6",
     "@ai-sdk/openai": "^0.0.70",
     "@hookform/resolvers": "^3.9.0",
+    "@monaco-editor/react": "^4.6.0",
     "@next/third-parties": "^14.2.11",
     "@radix-ui/react-accordion": "^1.2.0",
     "@radix-ui/react-alert-dialog": "^1.1.2",
diff --git a/website/src/app/types.ts b/website/src/app/types.ts
index 994b3013..eb56b6df 100644
--- a/website/src/app/types.ts
+++ b/website/src/app/types.ts
@@ -15,7 +15,10 @@ export type Operation = {
     | "unnest"
     | "split"
     | "gather"
-    | "sample";
+    | "sample"
+    | "code_map"
+    | "code_reduce"
+    | "code_filter";
   name: string;
   prompt?: string;
   output?: { schema: SchemaItem[] };
diff --git a/website/src/components/AIChatPanel.tsx b/website/src/components/AIChatPanel.tsx
index 8f8a79b6..a1c24adf 100644
--- a/website/src/components/AIChatPanel.tsx
+++ b/website/src/components/AIChatPanel.tsx
@@ -106,7 +106,7 @@ const AIChatPanel: React.FC<AIChatPanelProps> = ({ onClose }) => {
 Core Capabilities:
 - DocETL enables users to create sophisticated data processing workflows with LLM calls, like crowdsourcing pipelines
 - Each pipeline processes documents through a sequence of operations
-- Operations can be LLM-based (map, reduce, resolve, filter) or utility-based (unnest, split, gather, sample)
+- Operations can be LLM-based (map, reduce, resolve, filter) or utility-based (unnest, split, gather, sample) or code-based (python for map, reduce, and filter)
 
 Operation Details:
 - Every LLM operation has:
@@ -116,6 +116,12 @@ Operation Details:
   - Map/Filter: Access current doc with '{{ input.keyname }}'
   - Reduce: Loop through docs with '{% for doc in inputs %}...{% endfor %}'
   - Resolve: Compare docs with '{{ input1 }}/{{ input2 }}' and canonicalize with '{{ inputs }}'
+- Code-based operations:
+  - Map: Define a transform function (def transform(doc: dict) -> dict), where the returned dict will have key-value pairs that will be added to the output document
+  - Filter: Define a transform function (def transform(doc: dict) -> bool), where the function should return true if the document should be included in the output
+  - Reduce: Define a transform function (def transform(docs: list[dict]) -> dict), where the returned dict will have key-value pairs that will *be* the output document (unless "pass_through" is set to true, then the first original doc for every group will also be returned)
+  - Only do imports of common libraries, inside the function definition
+  - Only suggest code-based operations if the task is one that is easily expressed in code, and LLMs or crowd workers are incapable of doing it correctly (e.g., word count, simple regex, etc.)
 
 Your Role:
 - Help users optimize pipelines and overcome challenges
diff --git a/website/src/components/PipelineGui.tsx b/website/src/components/PipelineGui.tsx
index 8af768d9..f9c89e45 100644
--- a/website/src/components/PipelineGui.tsx
+++ b/website/src/components/PipelineGui.tsx
@@ -735,6 +735,41 @@ const PipelineGUI: React.FC = () => {
                 >
                   Sample
                 </DropdownMenuItem>
+                <DropdownMenuSeparator />
+                <DropdownMenuLabel>Code Operations</DropdownMenuLabel>
+                <DropdownMenuItem
+                  onClick={() =>
+                    handleAddOperation(
+                      "non-LLM",
+                      "code_map",
+                      "Untitled Code Map"
+                    )
+                  }
+                >
+                  Code Map
+                </DropdownMenuItem>
+                <DropdownMenuItem
+                  onClick={() =>
+                    handleAddOperation(
+                      "non-LLM",
+                      "code_reduce",
+                      "Untitled Code Reduce"
+                    )
+                  }
+                >
+                  Code Reduce
+                </DropdownMenuItem>
+                <DropdownMenuItem
+                  onClick={() =>
+                    handleAddOperation(
+                      "non-LLM",
+                      "code_filter",
+                      "Untitled Code Filter"
+                    )
+                  }
+                >
+                  Code Filter
+                </DropdownMenuItem>
               </DropdownMenuContent>
             </DropdownMenu>
             <div className="flex space-x-2">
diff --git a/website/src/components/ResizableDataTable.tsx b/website/src/components/ResizableDataTable.tsx
index 73561406..fccc4f0f 100644
--- a/website/src/components/ResizableDataTable.tsx
+++ b/website/src/components/ResizableDataTable.tsx
@@ -1,10 +1,4 @@
-import React, {
-  useState,
-  useEffect,
-  useCallback,
-  useRef,
-  useMemo,
-} from "react";
+import React, { useState, useEffect, useCallback, useMemo } from "react";
 import {
   flexRender,
   getCoreRowModel,
@@ -16,6 +10,8 @@ import {
   Row,
   getPaginationRowModel,
   VisibilityState,
+  SortingState,
+  getSortedRowModel,
 } from "@tanstack/react-table";
 import {
   Table,
@@ -26,7 +22,14 @@ import {
   TableRow,
 } from "@/components/ui/table";
 import { Button } from "@/components/ui/button";
-import { ChevronLeft, ChevronRight, ChevronDown } from "lucide-react";
+import {
+  ChevronLeft,
+  ChevronRight,
+  ChevronDown,
+  ArrowUpDown,
+  ArrowUp,
+  ArrowDown,
+} from "lucide-react";
 import {
   DropdownMenu,
   DropdownMenuCheckboxItem,
@@ -36,12 +39,12 @@ import {
 import { TABLE_SETTINGS_KEY } from "@/app/localStorageKeys";
 import ReactMarkdown from "react-markdown";
 import debounce from "lodash/debounce";
-import { Progress } from "@/components/ui/progress";
 import { BarChart, Bar, XAxis, Tooltip, ResponsiveContainer } from "recharts";
 
 export type DataType = Record<string, unknown>;
 export type ColumnType<T extends DataType> = ColumnDef<T> & {
   initialWidth?: number;
+  accessorKey?: string;
 };
 
 interface ColumnStats {
@@ -95,6 +98,18 @@ function calculateColumnStats(
   const max = Math.max(...values);
   const avg = values.reduce((sum, val) => sum + val, 0) / values.length;
 
+  // Special handling for single distinct value
+  if (min === max) {
+    return {
+      min,
+      max,
+      avg,
+      distribution: [values.length], // Put all values in a single bucket
+      bucketSize: 1,
+      type: type,
+    };
+  }
+
   // For numbers, use more precise bucketing
   const bucketSize =
     type === "number" ? (max - min) / 7 : Math.ceil((max - min) / 7);
@@ -124,57 +139,64 @@ const WordCountHistogram = React.memo(
     histogramData,
   }: {
     histogramData: { range: string; count: number; fullRange: string }[];
-  }) => (
-    <ResponsiveContainer width="100%" height="100%">
-      <BarChart data={histogramData} barCategoryGap={1}>
-        <XAxis
-          dataKey="range"
-          tick={{ fontSize: 10 }}
-          interval={2}
-          tickLine={false}
-          stroke="hsl(var(--muted-foreground))"
-        />
-        <Tooltip
-          formatter={(value: number) => [value.toLocaleString(), "Count"]}
-          labelFormatter={(label: string) => label}
-          contentStyle={{
-            backgroundColor: "hsl(var(--popover))",
-            border: "1px solid hsl(var(--border))",
-            borderRadius: "var(--radius)",
-            color: "hsl(var(--popover-foreground))",
-            padding: "8px 12px",
-            boxShadow: "0 2px 4px rgba(0,0,0,0.1)",
-          }}
-        />
-        <Bar
-          dataKey="count"
-          fill="hsl(var(--chart-2))"
-          radius={[4, 4, 0, 0]}
-          isAnimationActive={false}
-        />
-      </BarChart>
-    </ResponsiveContainer>
-  )
+  }) => {
+    // Calculate total count for fractions
+    const totalCount = useMemo(
+      () => histogramData.reduce((sum, item) => sum + item.count, 0),
+      [histogramData]
+    );
+
+    return (
+      <ResponsiveContainer width="100%" height="100%">
+        <BarChart data={histogramData} barCategoryGap={1}>
+          <XAxis
+            dataKey="range"
+            tick={{ fontSize: 10 }}
+            interval={2}
+            tickLine={false}
+            stroke="hsl(var(--muted-foreground))"
+          />
+          <Tooltip
+            formatter={(value: number) => [
+              `${value.toLocaleString()} (${(
+                (value / totalCount) *
+                100
+              ).toFixed(1)}%)`,
+              "Count",
+            ]}
+            labelFormatter={(label: string) => label}
+            contentStyle={{
+              backgroundColor: "hsl(var(--popover))",
+              border: "1px solid hsl(var(--border))",
+              borderRadius: "var(--radius)",
+              color: "hsl(var(--popover-foreground))",
+              padding: "8px 12px",
+              boxShadow: "0 2px 4px rgba(0,0,0,0.1)",
+            }}
+          />
+          <Bar
+            dataKey="count"
+            fill="hsl(var(--chart-2))"
+            radius={[4, 4, 0, 0]}
+            isAnimationActive={false}
+          />
+        </BarChart>
+      </ResponsiveContainer>
+    );
+  }
 );
 WordCountHistogram.displayName = "WordCountHistogram";
 
-interface ColumnStats {
-  min: number;
-  max: number;
-  avg: number;
-  distribution: number[];
-  bucketSize: number;
-  type: "number" | "string" | "array";
-}
-
 interface ColumnHeaderProps {
   header: string;
   stats: ColumnStats | null;
   isBold: boolean;
+  onSort: () => void;
+  sortDirection: "asc" | "desc" | false;
 }
 
 const ColumnHeader = React.memo(
-  ({ header, stats, isBold }: ColumnHeaderProps) => {
+  ({ header, stats, isBold, onSort, sortDirection }: ColumnHeaderProps) => {
     const histogramData = useMemo(() => {
       if (!stats) return [];
 
@@ -189,6 +211,17 @@ const ColumnHeader = React.memo(
         }
       };
 
+      // Special handling for single distinct value
+      if (stats.min === stats.max) {
+        return [
+          {
+            range: `${Math.round(stats.min)}`,
+            count: stats.distribution[0],
+            fullRange: `${Math.round(stats.min)}${getUnitLabel()}`,
+          },
+        ];
+      }
+
       return stats.distribution.map((count, i) => ({
         range: `${Math.round(stats.min + i * stats.bucketSize)}`,
         count,
@@ -202,27 +235,53 @@ const ColumnHeader = React.memo(
 
     return (
       <div className="space-y-2">
-        <div className={`${isBold ? "font-bold" : ""}`}>{header}</div>
+        <div className={`${isBold ? "font-bold" : ""} flex items-center gap-2`}>
+          <span>{header}</span>
+          <button
+            onClick={(e) => {
+              e.stopPropagation();
+              onSort();
+            }}
+            className="p-1 hover:bg-accent rounded-sm"
+          >
+            {sortDirection === false && <ArrowUpDown className="h-4 w-4" />}
+            {sortDirection === "asc" && <ArrowUp className="h-4 w-4" />}
+            {sortDirection === "desc" && <ArrowDown className="h-4 w-4" />}
+          </button>
+        </div>
         {stats && (
           <div className="space-y-1">
             <div className="flex justify-between text-xs text-muted-foreground">
-              <span>
-                {stats.min}
-                {stats.type === "array"
-                  ? " items"
-                  : stats.type === "string"
-                  ? " words"
-                  : ""}
-              </span>
-              <span>avg: {Math.round(stats.avg)}</span>
-              <span>
-                {stats.max}
-                {stats.type === "array"
-                  ? " items"
-                  : stats.type === "string"
-                  ? " words"
-                  : ""}
-              </span>
+              {stats.min === stats.max ? (
+                <span className="w-full text-center">
+                  Single value: {stats.min}
+                  {stats.type === "array"
+                    ? " items"
+                    : stats.type === "string"
+                    ? " words"
+                    : ""}
+                </span>
+              ) : (
+                <>
+                  <span>
+                    {stats.min}
+                    {stats.type === "array"
+                      ? " items"
+                      : stats.type === "string"
+                      ? " words"
+                      : ""}
+                  </span>
+                  <span>avg: {Math.round(stats.avg)}</span>
+                  <span>
+                    {stats.max}
+                    {stats.type === "array"
+                      ? " items"
+                      : stats.type === "string"
+                      ? " words"
+                      : ""}
+                  </span>
+                </>
+              )}
             </div>
             <div className="h-24 w-full">
               <WordCountHistogram histogramData={histogramData} />
@@ -418,6 +477,7 @@ function ResizableDataTable<T extends DataType>({
     return {};
   });
   const [columnVisibility, setColumnVisibility] = useState<VisibilityState>({});
+  const [sorting, setSorting] = useState<SortingState>([]);
 
   const saveSettings = useCallback(() => {
     localStorage.setItem(
@@ -473,11 +533,37 @@ function ResizableDataTable<T extends DataType>({
 
   const table = useReactTable({
     data,
-    // Replace columns with sortedColumns here
-    columns: sortedColumns,
+    columns: sortedColumns.map((col) => ({
+      ...col,
+      enableSorting: true,
+      sortingFn: (rowA: any, rowB: any) => {
+        const accessor = col.accessorKey;
+        if (!accessor) return 0;
+
+        const a = rowA.getValue(accessor);
+        const b = rowB.getValue(accessor);
+
+        // Handle null/undefined values
+        if (a == null) return -1;
+        if (b == null) return 1;
+
+        // Sort based on type
+        if (typeof a === "number" && typeof b === "number") {
+          return a - b;
+        }
+
+        if (Array.isArray(a) && Array.isArray(b)) {
+          return a.length - b.length;
+        }
+
+        // For strings, do alphabetical comparison
+        return String(a).localeCompare(String(b));
+      },
+    })),
     columnResizeMode: "onChange" as ColumnResizeMode,
     getCoreRowModel: getCoreRowModel(),
     getPaginationRowModel: getPaginationRowModel(),
+    getSortedRowModel: getSortedRowModel(),
     onColumnSizingChange: (newColumnSizing) => {
       setColumnSizing(newColumnSizing);
       setIsResizing(true);
@@ -485,10 +571,13 @@ function ResizableDataTable<T extends DataType>({
       saveSettings();
     },
     onColumnVisibilityChange: setColumnVisibility,
+    onSortingChange: setSorting,
     state: {
       columnSizing,
       columnVisibility,
+      sorting,
     },
+    enableSorting: true,
     enableColumnResizing: true,
     defaultColumn: {
       minSize: 30,
@@ -585,6 +674,10 @@ function ResizableDataTable<T extends DataType>({
                       isBold={boldedColumns.includes(
                         header.column.columnDef.header as string
                       )}
+                      onSort={() => header.column.toggleSorting()}
+                      sortDirection={
+                        header.column.getIsSorted() as false | "asc" | "desc"
+                      }
                     />
                   )}
                   <ColumnResizer header={header} />
@@ -605,10 +698,7 @@ function ResizableDataTable<T extends DataType>({
                   }}
                 >
                   <span style={{ fontSize: "0.75rem", color: "#888" }}>
-                    {table.getState().pagination.pageIndex *
-                      table.getState().pagination.pageSize +
-                      index +
-                      1}
+                    {row.index + 1}
                   </span>
                 </TableCell>
                 {row.getVisibleCells().map((cell) => (
diff --git a/website/src/components/operations/args.tsx b/website/src/components/operations/args.tsx
index 659e8196..fd59d708 100644
--- a/website/src/components/operations/args.tsx
+++ b/website/src/components/operations/args.tsx
@@ -19,6 +19,7 @@ import {
 } from "../ui/tooltip";
 import { Switch } from "../ui/switch";
 import { Label } from "../ui/label";
+import Editor from "@monaco-editor/react";
 
 interface PromptInputProps {
   prompt: string;
@@ -398,3 +399,109 @@ export const Guardrails: React.FC<GuardrailsProps> = React.memo(
 );
 
 Guardrails.displayName = "Guardrails";
+
+interface CodeInputProps {
+  code: string;
+  operationType: "code_map" | "code_reduce" | "code_filter";
+  onChange: (value: string) => void;
+}
+
+export const CodeInput: React.FC<CodeInputProps> = React.memo(
+  ({ code, operationType, onChange }) => {
+    const getPlaceholder = () => {
+      switch (operationType) {
+        case "code_map":
+          return `def transform(doc: dict) -> dict:
+    # Transform a single document
+    # Return a dictionary with new key-value pairs
+    return {
+        'new_key': process(doc['existing_key'])
+    }`;
+        case "code_filter":
+          return `def transform(doc: dict) -> bool:
+    # Return True to keep the document, False to filter it out
+    return doc['score'] >= 0.5`;
+        case "code_reduce":
+          return `def transform(items: list) -> dict:
+    # Aggregate multiple items into a single result
+    # Return a dictionary with aggregated values
+    return {
+        'total': sum(item['value'] for item in items),
+        'count': len(items)
+    }`;
+      }
+    };
+
+    const validatePythonCode = (value: string) => {
+      return value.includes("def transform") && value.includes("return");
+    };
+
+    const getTooltipContent = () => {
+      switch (operationType) {
+        case "code_map":
+          return "Transform each document independently using Python code. The transform function takes a single document as input and returns a dictionary with new key-value pairs.";
+        case "code_filter":
+          return "Filter documents using Python code. The transform function takes a document as input and returns True to keep it or False to filter it out.";
+        case "code_reduce":
+          return "Aggregate multiple documents using Python code. The transform function takes a list of documents as input and returns a single aggregated result.";
+      }
+    };
+
+    return (
+      <div className="space-y-2">
+        <div className="flex items-center gap-2 mb-1">
+          <Label>Python Code</Label>
+          <TooltipProvider>
+            <Tooltip>
+              <TooltipTrigger>
+                <Info className="h-4 w-4 text-gray-500" />
+              </TooltipTrigger>
+              <TooltipContent className="max-w-md">
+                <p className="text-sm">{getTooltipContent()}</p>
+                <p className="text-sm mt-2">
+                  Code operations allow you to use Python for:
+                  <ul className="list-disc ml-4 mt-1">
+                    <li>Deterministic processing</li>
+                    <li>Complex calculations</li>
+                    <li>Integration with Python libraries</li>
+                    <li>Structured data transformations</li>
+                  </ul>
+                </p>
+              </TooltipContent>
+            </Tooltip>
+          </TooltipProvider>
+        </div>
+        <div className="border">
+          <Editor
+            height="200px"
+            defaultLanguage="python"
+            value={code || getPlaceholder()}
+            onChange={(value) => onChange(value || "")}
+            options={{
+              minimap: { enabled: false },
+              lineNumbers: "on",
+              scrollBeyondLastLine: false,
+              wordWrap: "on",
+              wrappingIndent: "indent",
+              automaticLayout: true,
+              tabSize: 4,
+              fontSize: 14,
+              fontFamily: "monospace",
+              suggest: {
+                showKeywords: true,
+                showSnippets: true,
+              },
+            }}
+          />
+        </div>
+        {!validatePythonCode(code) && (
+          <div className="text-red-500 text-sm">
+            Code must define a transform function with a return statement
+          </div>
+        )}
+      </div>
+    );
+  }
+);
+
+CodeInput.displayName = "CodeInput";
diff --git a/website/src/components/operations/components.tsx b/website/src/components/operations/components.tsx
index 666bc17a..64082b8d 100644
--- a/website/src/components/operations/components.tsx
+++ b/website/src/components/operations/components.tsx
@@ -1,5 +1,6 @@
+import React from "react";
 import { Operation, SchemaItem } from "@/app/types";
-import { OutputSchema, PromptInput } from "./args";
+import { OutputSchema, PromptInput, CodeInput } from "./args";
 import { useMemo } from "react";
 import { Input } from "@/components/ui/input";
 import { Label } from "@/components/ui/label";
@@ -21,6 +22,67 @@ import {
 import { Checkbox } from "@/components/ui/checkbox";
 import { Textarea } from "../ui/textarea";
 
+interface PromptConfig {
+  prompt: string;
+  output_keys?: string[];
+  model?: string;
+}
+
+interface MethodKwargs {
+  delimiter?: string;
+  num_tokens?: number;
+  stratify_key?: string;
+  embedding_keys?: string[];
+  std?: number;
+  keep?: boolean;
+}
+
+interface PeripheralChunkConfig {
+  content_key?: string;
+  count?: number;
+}
+
+interface PeripheralChunksSection {
+  head?: PeripheralChunkConfig;
+  middle?: PeripheralChunkConfig;
+  tail?: PeripheralChunkConfig;
+}
+
+interface PeripheralChunks {
+  previous?: PeripheralChunksSection;
+  next?: PeripheralChunksSection;
+}
+
+interface OtherKwargs {
+  prompts?: PromptConfig[];
+  method?: string;
+  method_kwargs?: MethodKwargs;
+  reduce_key?: string[];
+  comparison_prompt?: string;
+  resolution_prompt?: string;
+  blocking_threshold?: number;
+  blocking_keys?: string[];
+  split_key?: string;
+  unnest_key?: string;
+  recursive?: boolean;
+  depth?: number;
+  content_key?: string;
+  doc_id_key?: string;
+  order_key?: string;
+  peripheral_chunks?: PeripheralChunks;
+  samples?: string | number;
+  code?: string;
+}
+
+interface Operation {
+  type: string;
+  prompt?: string;
+  output?: {
+    schema?: SchemaItem[];
+  };
+  otherKwargs?: OtherKwargs;
+}
+
 interface OperationComponentProps {
   operation: Operation;
   isSchemaExpanded: boolean;
@@ -961,7 +1023,7 @@ export const ParallelMapOperationComponent: React.FC<
   return (
     <div className="space-y-4">
       {(operation.otherKwargs?.prompts || []).map(
-        (prompt: any, index: number) => (
+        (prompt: PromptConfig, index: number) => (
           <div key={index} className="border p-2 rounded space-y-2">
             <div className="flex justify-between items-center">
               <Label className="text-sm font-medium">Prompt {index + 1}</Label>
@@ -1059,7 +1121,7 @@ export const SampleOperationComponent: React.FC<OperationComponentProps> = ({
   isSchemaExpanded,
   onToggleSchema,
 }) => {
-  const handleChange = (field: string, value: any) => {
+  const handleChange = (field: string, value: string | number | boolean) => {
     onUpdate({
       ...operation,
       otherKwargs: {
@@ -1069,7 +1131,10 @@ export const SampleOperationComponent: React.FC<OperationComponentProps> = ({
     });
   };
 
-  const handleMethodKwargsChange = (field: string, value: any) => {
+  const handleMethodKwargsChange = (
+    field: string,
+    value: string | number | boolean | string[]
+  ) => {
     onUpdate({
       ...operation,
       otherKwargs: {
@@ -1212,6 +1277,109 @@ export const SampleOperationComponent: React.FC<OperationComponentProps> = ({
   );
 };
 
+export const CodeOperationComponent: React.FC<OperationComponentProps> = ({
+  operation,
+  onUpdate,
+}) => {
+  const handleCodeChange = (newCode: string) => {
+    onUpdate({
+      ...operation,
+      otherKwargs: {
+        ...operation.otherKwargs,
+        code: newCode,
+      },
+    });
+  };
+
+  const handleReduceKeysChange = (newReduceKeys: string[]) => {
+    onUpdate({
+      ...operation,
+      otherKwargs: {
+        ...operation.otherKwargs,
+        reduce_key: newReduceKeys,
+      },
+    });
+  };
+
+  return (
+    <div className="space-y-4">
+      {operation.type === "code_reduce" && (
+        <div className="mb-4">
+          <div className="flex items-center space-x-2">
+            <Label htmlFor="reduce-keys" className="w-1/4">
+              Reduce Key(s)
+            </Label>
+            <div className="flex-grow flex items-center space-x-2 overflow-x-auto">
+              <div className="flex-nowrap flex items-center space-x-2">
+                {(operation.otherKwargs?.reduce_key || [""]).map(
+                  (key: string, index: number) => (
+                    <div
+                      key={index}
+                      className="relative flex-shrink-0 flex items-center"
+                      style={{ minWidth: "150px" }}
+                    >
+                      <Input
+                        id={`reduce-key-${index}`}
+                        value={key}
+                        onChange={(e) => {
+                          const newKeys = [
+                            ...(operation.otherKwargs?.reduce_key || [""]),
+                          ];
+                          newKeys[index] = e.target.value;
+                          handleReduceKeysChange(newKeys);
+                        }}
+                        placeholder="Enter reduce key"
+                        className="w-full pr-8"
+                      />
+                      <Button
+                        onClick={() => {
+                          const newKeys = [
+                            ...(operation.otherKwargs?.reduce_key || [""]),
+                          ];
+                          newKeys.splice(index, 1);
+                          handleReduceKeysChange(newKeys);
+                        }}
+                        size="sm"
+                        variant="ghost"
+                        className="absolute right-0 top-0 bottom-0"
+                      >
+                        <X size={12} />
+                      </Button>
+                    </div>
+                  )
+                )}
+                <Button
+                  onClick={() => {
+                    const newKeys = [
+                      ...(operation.otherKwargs?.reduce_key || [""]),
+                      "",
+                    ];
+                    handleReduceKeysChange(newKeys);
+                  }}
+                  size="sm"
+                  variant="outline"
+                  className="flex-shrink-0"
+                >
+                  <Plus size={16} />
+                </Button>
+              </div>
+            </div>
+          </div>
+        </div>
+      )}
+      <div>
+        <CodeInput
+          code={operation.otherKwargs?.code || ""}
+          operationType={
+            operation.type as "code_map" | "code_reduce" | "code_filter"
+          }
+          onChange={handleCodeChange}
+        />
+      </div>
+    </div>
+  );
+};
+
 export default function createOperationComponent(
   operation: Operation,
   onUpdate: (updatedOperation: Operation) => void,
@@ -1292,7 +1460,17 @@ export default function createOperationComponent(
           onToggleSchema={onToggleSchema}
         />
       );
-
+    case "code_map":
+    case "code_reduce":
+    case "code_filter":
+      return (
+        <CodeOperationComponent
+          operation={operation}
+          onUpdate={onUpdate}
+          isSchemaExpanded={isSchemaExpanded}
+          onToggleSchema={onToggleSchema}
+        />
+      );
     default:
       console.warn(`Unsupported operation type: ${operation.type}`);
       return null;

From 6bee8f6062c13d1c480162485a81821941cad03c Mon Sep 17 00:00:00 2001
From: Shreya Shankar <ss.shankar505@gmail.com>
Date: Thu, 14 Nov 2024 11:29:11 -0800
Subject: [PATCH 08/36] feat: add indicators for selectivity

---
 website/src/components/Output.tsx          | 53 +++++++++++++++++++++-
 website/src/components/operations/args.tsx | 13 +++++-
 2 files changed, 62 insertions(+), 4 deletions(-)

diff --git a/website/src/components/Output.tsx b/website/src/components/Output.tsx
index 7829a168..2aef5f0a 100644
--- a/website/src/components/Output.tsx
+++ b/website/src/components/Output.tsx
@@ -2,7 +2,7 @@ import React, { useState, useEffect, useMemo } from "react";
 import { ColumnType } from "@/components/ResizableDataTable";
 import ResizableDataTable from "@/components/ResizableDataTable";
 import { usePipelineContext } from "@/contexts/PipelineContext";
-import { Loader2, Download, ChevronDown } from "lucide-react";
+import { Loader2, Download, ChevronDown, Circle } from "lucide-react";
 import { Button } from "@/components/ui/button";
 import { Progress } from "@/components/ui/progress";
 import BookmarkableText from "@/components/BookmarkableText";
@@ -19,6 +19,47 @@ import { useWebSocket } from "@/contexts/WebSocketContext";
 import AnsiRenderer from "./AnsiRenderer";
 import clsx from "clsx";
 
+const TinyPieChart: React.FC<{ percentage: number }> = ({ percentage }) => {
+  const size = 16;
+  const radius = 6;
+  const strokeWidth = 2;
+  const center = size / 2;
+  const circumference = 2 * Math.PI * radius;
+  const strokeDasharray = `${
+    (percentage * circumference) / 100
+  } ${circumference}`;
+
+  return (
+    <div className="relative w-4 h-4 flex items-center justify-center">
+      <svg
+        className="w-4 h-4 -rotate-90"
+        viewBox={`0 0 ${size} ${size}`}
+        width={size}
+        height={size}
+      >
+        <circle
+          cx={center}
+          cy={center}
+          r={radius}
+          className="fill-none stroke-gray-200"
+          strokeWidth={strokeWidth}
+        />
+        <circle
+          cx={center}
+          cy={center}
+          r={radius}
+          className={clsx(
+            "fill-none transition-all duration-500 ease-out",
+            percentage > 100 ? "stroke-emerald-500" : "stroke-rose-500"
+          )}
+          strokeWidth={strokeWidth}
+          strokeDasharray={strokeDasharray}
+        />
+      </svg>
+    </div>
+  );
+};
+
 export const ConsoleContent: React.FC = () => {
   const { terminalOutput, setTerminalOutput, optimizerProgress } =
     usePipelineContext();
@@ -442,7 +483,7 @@ export const Output: React.FC = () => {
               <TooltipProvider>
                 <Tooltip>
                   <TooltipTrigger>
-                    <div className="flex items-center px-2 py-1 border border-gray-200 rounded-md">
+                    <div className="flex items-center px-2 py-1 border border-gray-200 rounded-md cursor-help">
                       <span
                         className={clsx(
                           "font-medium",
@@ -457,6 +498,14 @@ export const Output: React.FC = () => {
                       >
                         {selectivityFactor}×
                       </span>
+                      {selectivityFactor !== "N/A" &&
+                        Number(selectivityFactor) < 1 && (
+                          <div className="ml-1">
+                            <TinyPieChart
+                              percentage={Number(selectivityFactor) * 100}
+                            />
+                          </div>
+                        )}
                     </div>
                   </TooltipTrigger>
                   <TooltipContent>
diff --git a/website/src/components/operations/args.tsx b/website/src/components/operations/args.tsx
index fd59d708..11a871c5 100644
--- a/website/src/components/operations/args.tsx
+++ b/website/src/components/operations/args.tsx
@@ -471,9 +471,18 @@ export const CodeInput: React.FC<CodeInputProps> = React.memo(
             </Tooltip>
           </TooltipProvider>
         </div>
-        <div className="border">
+        <div
+          className="border"
+          style={{
+            resize: "vertical",
+            overflow: "auto",
+            minHeight: "200px",
+            height: "200px", // Set initial height explicitly
+            backgroundColor: "var(--background)", // Match editor background
+          }}
+        >
           <Editor
-            height="200px"
+            height="100%"
             defaultLanguage="python"
             value={code || getPlaceholder()}
             onChange={(value) => onChange(value || "")}

From 71b8bfeb2d306b6913568b97fb5d2cde114e6996 Mon Sep 17 00:00:00 2001
From: Shreya Shankar <ss.shankar505@gmail.com>
Date: Thu, 14 Nov 2024 23:06:31 -0800
Subject: [PATCH 09/36] chore: cleaner ui for optimization and visualizing
 outputs

---
 docetl/builder.py                             |   9 +-
 docetl/dataset.py                             |   6 +-
 docetl/optimizers/map_optimizer/optimizer.py  |   6 +-
 docetl/optimizers/reduce_optimizer.py         |   8 +-
 docetl/runner.py                              |   4 +-
 server/app/routes/pipeline.py                 |   8 +-
 website/src/app/types.ts                      |   2 +
 website/src/components/BookmarkableText.tsx   |  75 ++++---
 website/src/components/OperationCard.tsx      |   6 +-
 website/src/components/OptimizationDialog.tsx | 194 ++++++++++++++++++
 website/src/components/PipelineGui.tsx        |  49 ++++-
 website/src/components/ResizableDataTable.tsx | 178 +++++++++++++++-
 12 files changed, 473 insertions(+), 72 deletions(-)
 create mode 100644 website/src/components/OptimizationDialog.tsx

diff --git a/docetl/builder.py b/docetl/builder.py
index 81853e4e..0072553e 100644
--- a/docetl/builder.py
+++ b/docetl/builder.py
@@ -475,7 +475,7 @@ def _load_optimized_ops(self):
         else:
             self.console.log("[yellow]No optimized operations found[/yellow]")
 
-    def should_optimize(self, step_name: str, op_name: str) -> bool:
+    def should_optimize(self, step_name: str, op_name: str) -> Tuple[str, List[Dict[str, Any]], List[Dict[str, Any]], float]:
         """
         Determine if an operation should be optimized.
         We do this by running the operations on a sample of the input data and checking if the output is correct.
@@ -509,6 +509,7 @@ def should_optimize(self, step_name: str, op_name: str) -> bool:
                 input_data = self._run_partial_step(
                     step, ops_run, sample_size, op_name_to_object
                 )
+                output_data = input_data
 
                 # If this is not the operation we want to optimize, just execute it and add to selectivities
                 if f"{step.get('name')}/{op_name}" != f"{step_name}/{op_name}" and op_object.get("empty", False):
@@ -530,7 +531,7 @@ def should_optimize(self, step_name: str, op_name: str) -> bool:
                             timeout=self.timeout,
                             is_filter=op_object.get("type") == "filter",
                         )
-                        should_optimize_output = map_optimizer.should_optimize(op_object, input_data)
+                        should_optimize_output, input_data, output_data = map_optimizer.should_optimize(op_object, input_data)
                     elif op_object.get("type") == "reduce":
                         reduce_optimizer = ReduceOptimizer(
                             self.runner,
@@ -540,7 +541,7 @@ def should_optimize(self, step_name: str, op_name: str) -> bool:
                             self.max_threads,
                             self._run_operation,
                         )
-                        should_optimize_output = reduce_optimizer.should_optimize(op_object, input_data)
+                        should_optimize_output, input_data, output_data = reduce_optimizer.should_optimize(op_object, input_data)
                     elif op_object.get("type") == "resolve":
                         resolve_optimizer = JoinOptimizer(
                             self.runner,
@@ -560,7 +561,7 @@ def should_optimize(self, step_name: str, op_name: str) -> bool:
                             continue
 
                     # Return the string and operation cost
-                    return should_optimize_output, self.operations_cost + self.llm_client.total_cost
+                    return should_optimize_output, input_data, output_data, self.operations_cost + self.llm_client.total_cost
         
         # Should not get here
         raise ValueError("No operation to optimize found")
diff --git a/docetl/dataset.py b/docetl/dataset.py
index b72398c0..0e1e9e59 100644
--- a/docetl/dataset.py
+++ b/docetl/dataset.py
@@ -344,11 +344,7 @@ def sample(self, n: int, random: bool = True) -> List[Dict]:
                         )
                     sampled_data = rd.sample(data, n)
                 else:
-                    sampled_data = []
-                    for i, line in enumerate(f):
-                        if i >= n:
-                            break
-                        sampled_data.append(json.loads(line))
+                    return json.load(f)[:n]
 
         elif ext == ".csv":
             import csv
diff --git a/docetl/optimizers/map_optimizer/optimizer.py b/docetl/optimizers/map_optimizer/optimizer.py
index 2d6f8346..20758ccf 100644
--- a/docetl/optimizers/map_optimizer/optimizer.py
+++ b/docetl/optimizers/map_optimizer/optimizer.py
@@ -86,7 +86,7 @@ def __init__(
             runner, llm_client, console, config, max_threads, is_filter
         )
 
-    def should_optimize(self, op_config: Dict[str, Any], input_data: List[Dict[str, Any]]) -> str:
+    def should_optimize(self, op_config: Dict[str, Any], input_data: List[Dict[str, Any]]) -> Tuple[str, List[Dict[str, Any]], List[Dict[str, Any]]]:
         """
         Determine if the given operation configuration should be optimized.
         """
@@ -95,9 +95,9 @@ def should_optimize(self, op_config: Dict[str, Any], input_data: List[Dict[str,
             assessment_str = "\n".join(assessment.get("reasons", [])) + "\n\nHere are some improvements that may help:\n" + "\n".join(assessment.get("improvements", []))
             if data_exceeds_limit:
                 assessment_str += "\nAlso, the input data exceeds the token limit."
-            return assessment_str
+            return assessment_str, input_data, output_data
         else:
-            return ""
+            return "", input_data, output_data
             
 
     def _should_optimize_helper(self, op_config: Dict[str, Any], input_data: List[Dict[str, Any]]) -> Tuple[List[Dict[str, Any]], List[Dict[str, Any]], int, float, str, Dict[str, Any], bool]:
diff --git a/docetl/optimizers/reduce_optimizer.py b/docetl/optimizers/reduce_optimizer.py
index 15b86824..8685d40d 100644
--- a/docetl/optimizers/reduce_optimizer.py
+++ b/docetl/optimizers/reduce_optimizer.py
@@ -124,10 +124,10 @@ def should_optimize_helper(
 
         return validation_results, prompt_tokens, model_input_context_length, model, validator_prompt, original_output
     
-    def should_optimize(self, op_config: Dict[str, Any], input_data: List[Dict[str, Any]]) -> str:
+    def should_optimize(self, op_config: Dict[str, Any], input_data: List[Dict[str, Any]]) -> Tuple[str, List[Dict[str, Any]], List[Dict[str, Any]]]:
         validation_results, prompt_tokens, model_input_context_length, model, validator_prompt, original_output = self.should_optimize_helper(op_config, input_data)
         if prompt_tokens * 1.5 > model_input_context_length:
-            return "The reduce prompt is likely to exceed the token limit for model {model}."
+            return "The reduce prompt is likely to exceed the token limit for model {model}.", input_data, original_output
 
         if validation_results.get("needs_improvement", False):
             return "\n".join(
@@ -135,9 +135,9 @@ def should_optimize(self, op_config: Dict[str, Any], input_data: List[Dict[str,
                     f"Issues: {result['issues']} Suggestions: {result['suggestions']}"
                     for result in validation_results["validation_results"]
                 ]
-            )
+            ), input_data, original_output
         else:
-            return ""
+            return "", input_data, original_output
 
     def optimize(
         self,
diff --git a/docetl/runner.py b/docetl/runner.py
index cc3d7bce..13973e24 100644
--- a/docetl/runner.py
+++ b/docetl/runner.py
@@ -349,7 +349,7 @@ def execute_step(
 
             # If sample is set, sample the input data
             if op_object.get("sample"):
-                input_data = self.datasets[step["input"]].sample(op_object["sample"])
+                input_data = self.datasets[step["input"]].sample(op_object["sample"], False)
 
             with self.console.status("[bold]Running Operation:[/bold]") as status:
                 status.update(f"Type: [cyan]{op_object['type']}[/cyan]")
@@ -478,7 +478,7 @@ def _save_checkpoint(self, step_name: str, operation_name: str, data: List[Dict]
             f"[green]✓ [italic]Intermediate saved for operation '{operation_name}' in step '{step_name}' at {checkpoint_path}[/italic][/green]"
         )
 
-    def should_optimize(self, step_name: str, op_name: str, **kwargs) -> Tuple[str, float]:
+    def should_optimize(self, step_name: str, op_name: str, **kwargs) -> Tuple[str, float, List[Dict[str, Any]], List[Dict[str, Any]]]:
         builder = Optimizer(self, **kwargs)
         return builder.should_optimize(step_name, op_name)
 
diff --git a/server/app/routes/pipeline.py b/server/app/routes/pipeline.py
index 31ab7f5f..1db96c00 100644
--- a/server/app/routes/pipeline.py
+++ b/server/app/routes/pipeline.py
@@ -1,4 +1,4 @@
-from typing import Any, Dict, Optional
+from typing import Any, Dict, List, Optional
 import uuid
 from fastapi import APIRouter, HTTPException, WebSocket, WebSocketDisconnect
 from server.app.models import PipelineRequest
@@ -30,6 +30,8 @@ class OptimizeResult(BaseModel):
     task_id: str
     status: TaskStatus
     should_optimize: Optional[str] = None
+    input_data: Optional[List[Dict[str, Any]]] = None
+    output_data: Optional[List[Dict[str, Any]]] = None
     cost: Optional[float] = None
     error: Optional[str] = None
     created_at: datetime
@@ -76,7 +78,7 @@ async def run_optimization(task_id: str, yaml_config: str, step_name: str, op_na
         
         # Run the actual optimization in a separate thread to not block
         runner = DSLRunner.from_yaml(yaml_config)
-        should_optimize, cost = await asyncio.to_thread(
+        should_optimize, input_data, output_data, cost = await asyncio.to_thread(
             runner.should_optimize,
             step_name,
             op_name
@@ -85,6 +87,8 @@ async def run_optimization(task_id: str, yaml_config: str, step_name: str, op_na
         # Update task result
         tasks[task_id].status = TaskStatus.COMPLETED
         tasks[task_id].should_optimize = should_optimize
+        tasks[task_id].input_data = input_data
+        tasks[task_id].output_data = output_data
         tasks[task_id].cost = cost
         tasks[task_id].completed_at = datetime.now()
         
diff --git a/website/src/app/types.ts b/website/src/app/types.ts
index eb56b6df..c13e0fb6 100644
--- a/website/src/app/types.ts
+++ b/website/src/app/types.ts
@@ -93,6 +93,8 @@ export interface OptimizeResult {
   task_id: string;
   status: TaskStatus;
   should_optimize?: string;
+  input_data?: Array<Record<string, unknown>>;
+  output_data?: Array<Record<string, unknown>>;
   cost?: number;
   error?: string;
   created_at: string;
diff --git a/website/src/components/BookmarkableText.tsx b/website/src/components/BookmarkableText.tsx
index 749c1b85..e87c8e93 100644
--- a/website/src/components/BookmarkableText.tsx
+++ b/website/src/components/BookmarkableText.tsx
@@ -43,7 +43,7 @@ const formSchema = z.object({
 const BookmarkableText: React.FC<BookmarkableTextProps> = ({
   children,
   source,
-  className = "overflow-y-auto"
+  className = "overflow-y-auto",
 }) => {
   const [buttonPosition, setButtonPosition] = useState({ x: 0, y: 0 });
   const [showButton, setShowButton] = useState(false);
@@ -74,59 +74,58 @@ const BookmarkableText: React.FC<BookmarkableTextProps> = ({
     });
   };
 
+  // Listen for selection changes
   useEffect(() => {
-    const handleClickOutside = (event: MouseEvent) => {
-      //   if (
-      //     isPopoverOpen &&
-      //     popoverRef.current &&
-      //     !popoverRef.current.contains(event.target as Node) &&
-      //     buttonRef.current &&
-      //     !buttonRef.current.contains(event.target as Node)
-      //   ) {
-      //     setIsPopoverOpen(false);
-      //   }
+    const handleSelectionChange = () => {
+      if (isPopoverOpen) return;
+
+      const selection = window.getSelection();
+      if (!selection || selection.isCollapsed || !selection.toString().trim()) {
+        setShowButton(false);
+      }
     };
 
-    document.addEventListener("mousedown", handleClickOutside);
+    document.addEventListener("selectionchange", handleSelectionChange);
+    document.addEventListener("mousedown", handleSelectionChange);
+
     return () => {
-      document.removeEventListener("mousedown", handleClickOutside);
+      document.removeEventListener("selectionchange", handleSelectionChange);
+      document.removeEventListener("mousedown", handleSelectionChange);
     };
   }, [isPopoverOpen]);
 
   const handleMultiElementSelection = (
-    event: React.MouseEvent | React.TouchEvent,
+    event: React.MouseEvent | React.TouchEvent
   ) => {
-    event.stopPropagation();
+    if (isPopoverOpen) return;
+
     const selection = window.getSelection();
+    const text = selection?.toString().trim();
 
-    if (selection && !selection.isCollapsed) {
-      const range = selection.getRangeAt(0);
-      const fragment = range.cloneContents();
-      const tempDiv = document.createElement("div");
-      tempDiv.appendChild(fragment);
-      const text = tempDiv.innerText.trim();
-      if (text) {
-        form.setValue("editedText", text);
-        const rect = range.getBoundingClientRect();
-        setButtonPosition({
-          x: rect.left + rect.width / 2,
-          y: rect.top,
-        });
-        setShowButton(true);
-      } else {
-        // setShowButton(false);
-      }
-    } else {
-      // if (!isPopoverOpen) {
-      //     setShowButton(false);
-      // } else {
-      //     setShowButton(true);
-      // }
+    if (!selection || !text) {
+      setShowButton(false);
+      return;
     }
+
+    const range = selection.getRangeAt(0);
+    const rect = range.getBoundingClientRect();
+
+    form.setValue("editedText", text);
+    setButtonPosition({
+      x: rect.left + rect.width / 2,
+      y: rect.top,
+    });
+    setShowButton(true);
   };
 
   const handlePopoverOpenChange = (open: boolean) => {
     setIsPopoverOpen(open);
+    if (!open) {
+      const selection = window.getSelection();
+      if (!selection || selection.isCollapsed) {
+        setShowButton(false);
+      }
+    }
   };
 
   const handleClosePopover = () => {
diff --git a/website/src/components/OperationCard.tsx b/website/src/components/OperationCard.tsx
index 8c5fab0e..63a2e70c 100644
--- a/website/src/components/OperationCard.tsx
+++ b/website/src/components/OperationCard.tsx
@@ -154,10 +154,10 @@ const OperationHeader: React.FC<{
                         <p className="text-sm">
                           {optimizeResult === undefined ||
                           optimizeResult === null
-                            ? "Computing whether optimization is needed..."
+                            ? "Determining whether to recommend a decomposition..."
                             : optimizeResult === ""
-                            ? "No optimization recommended"
-                            : "Optimization recommended because: " +
+                            ? "No decomposition recommended"
+                            : "Decomposition recommended because: " +
                               optimizeResult}
                         </p>
                       </TooltipContent>
diff --git a/website/src/components/OptimizationDialog.tsx b/website/src/components/OptimizationDialog.tsx
new file mode 100644
index 00000000..3766d677
--- /dev/null
+++ b/website/src/components/OptimizationDialog.tsx
@@ -0,0 +1,194 @@
+import React from "react";
+import {
+  Dialog,
+  DialogContent,
+  DialogHeader,
+  DialogTitle,
+} from "@/components/ui/dialog";
+import {
+  Table,
+  TableBody,
+  TableCell,
+  TableHead,
+  TableHeader,
+  TableRow,
+} from "@/components/ui/table";
+import { Button } from "@/components/ui/button";
+import { ChevronLeft, ChevronRight } from "lucide-react";
+
+interface OptimizationDialogProps {
+  isOpen: boolean;
+  content: string;
+  prompt?: string;
+  operationName?: string;
+  inputData?: Array<Record<string, unknown>>;
+  outputData?: Array<Record<string, unknown>>;
+  onOpenChange: (open: boolean) => void;
+}
+
+export const OptimizationDialog: React.FC<OptimizationDialogProps> = ({
+  isOpen,
+  content,
+  prompt,
+  inputData,
+  outputData,
+  operationName,
+  onOpenChange,
+}) => {
+  const [currentPage, setCurrentPage] = React.useState(1);
+  const rowsPerPage = 1;
+
+  const shouldShowInputData = React.useMemo(() => {
+    if (!inputData?.length || !outputData?.length) return true;
+
+    const inputKeys = new Set(Object.keys(inputData[0]));
+    const outputKeys = new Set(Object.keys(outputData[0]));
+
+    return Array.from(inputKeys).some((key) => !outputKeys.has(key));
+  }, [inputData, outputData]);
+
+  const renderTable = (data: Array<Record<string, unknown>>) => {
+    if (!data.length) return null;
+    const columns = Object.keys(data[0]);
+
+    const totalPages = Math.ceil(data.length / rowsPerPage);
+    const startIndex = (currentPage - 1) * rowsPerPage;
+    const paginatedData = data.slice(startIndex, startIndex + rowsPerPage);
+
+    return (
+      <div className="space-y-2">
+        <div className="border">
+          <div className="max-h-[300px] overflow-auto">
+            <Table className="relative w-full border-collapse">
+              <TableHeader>
+                <TableRow className="sticky top-0 bg-background z-10 border-b">
+                  {columns.map((column) => (
+                    <TableHead
+                      key={column}
+                      className="h-10 px-4 text-left align-middle bg-background"
+                    >
+                      {column}
+                    </TableHead>
+                  ))}
+                </TableRow>
+              </TableHeader>
+              <TableBody>
+                {paginatedData.map((row, rowIndex) => (
+                  <TableRow key={rowIndex}>
+                    {columns.map((column) => (
+                      <TableCell key={column} className="p-2 align-top">
+                        <pre className="whitespace-pre-wrap font-mono text-sm text-left">
+                          {typeof row[column] === "object"
+                            ? JSON.stringify(row[column], null, 2)
+                            : String(row[column])}
+                        </pre>
+                      </TableCell>
+                    ))}
+                  </TableRow>
+                ))}
+              </TableBody>
+            </Table>
+          </div>
+        </div>
+
+        <div className="flex items-center justify-between px-2">
+          <div className="text-sm text-muted-foreground">
+            Row {startIndex + 1} of {data.length}
+          </div>
+          <div className="flex items-center space-x-2">
+            <Button
+              variant="outline"
+              size="sm"
+              onClick={() => setCurrentPage((prev) => Math.max(prev - 1, 1))}
+              disabled={currentPage === 1}
+            >
+              <ChevronLeft className="h-4 w-4" />
+            </Button>
+            <Button
+              variant="outline"
+              size="sm"
+              onClick={() =>
+                setCurrentPage((prev) => Math.min(prev + 1, totalPages))
+              }
+              disabled={currentPage === totalPages}
+            >
+              <ChevronRight className="h-4 w-4" />
+            </Button>
+          </div>
+        </div>
+      </div>
+    );
+  };
+
+  React.useEffect(() => {
+    if (isOpen) {
+      setCurrentPage(1);
+    }
+  }, [isOpen]);
+
+  return (
+    <Dialog open={isOpen} onOpenChange={onOpenChange}>
+      <DialogContent className="max-w-6xl max-h-[90vh] flex flex-col">
+        <DialogHeader className="flex-shrink-0">
+          <DialogTitle>Decomposition Suggestions</DialogTitle>
+          <p className="text-sm text-muted-foreground">
+            We&apos;ve detected that the operation you&apos;re trying to run
+            might be too complex for the LLM. Consider breaking it down into
+            smaller operations. You can use our decomposition tool (lightning
+            button) to do this.
+          </p>
+        </DialogHeader>
+
+        <div className="flex-1 overflow-y-auto">
+          {(operationName || prompt) && (
+            <div className="p-3 bg-muted/50 rounded-lg space-y-1">
+              {operationName && (
+                <div className="flex items-center">
+                  <span className="font-semibold text-sm text-muted-foreground mr-2">
+                    Operation:
+                  </span>
+                  <span className="bg-primary/15 text-primary hover:bg-primary/20 transition-colors rounded-md px-2 py-0.5 text-sm font-medium">
+                    {operationName}
+                  </span>
+                </div>
+              )}
+              {prompt && (
+                <div className="space-y-1">
+                  <h3 className="font-semibold text-sm text-muted-foreground">
+                    Prompt:
+                  </h3>
+                  <div className="bg-background/60 hover:bg-background/80 transition-colors duration-200 rounded-lg p-2.5 text-sm whitespace-pre-wrap leading-relaxed font-mono">
+                    {prompt}
+                  </div>
+                </div>
+              )}
+            </div>
+          )}
+
+          <div className="mt-4 space-y-4">
+            {shouldShowInputData && inputData && (
+              <div className="space-y-2">
+                <h3 className="text-sm font-bold uppercase">
+                  Sample Input Data
+                </h3>
+                <div className="overflow-auto">{renderTable(inputData)}</div>
+              </div>
+            )}
+            {outputData && (
+              <div className="space-y-2">
+                <h3 className="text-sm font-bold uppercase">
+                  Sample Output Data
+                </h3>
+                <div className="overflow-auto">{renderTable(outputData)}</div>
+              </div>
+            )}
+          </div>
+
+          <div className="mt-4 whitespace-pre-wrap">{content}</div>
+        </div>
+      </DialogContent>
+    </Dialog>
+  );
+};
+
+OptimizationDialog.displayName = "OptimizationDialog";
diff --git a/website/src/components/PipelineGui.tsx b/website/src/components/PipelineGui.tsx
index f9c89e45..54e9d992 100644
--- a/website/src/components/PipelineGui.tsx
+++ b/website/src/components/PipelineGui.tsx
@@ -58,6 +58,7 @@ import { useOptimizeCheck } from "@/hooks/useOptimizeCheck";
 import { canBeOptimized } from "@/lib/utils";
 import { Switch } from "./ui/switch";
 import { Textarea } from "./ui/textarea";
+import { OptimizationDialog } from "@/components/OptimizationDialog";
 
 const PipelineGUI: React.FC = () => {
   const fileInputRef = useRef<HTMLInputElement>(null);
@@ -105,6 +106,19 @@ const PipelineGUI: React.FC = () => {
   const { toast } = useToast();
   const { connect, sendMessage, lastMessage, readyState, disconnect } =
     useWebSocket();
+  const [optimizationDialog, setOptimizationDialog] = useState<{
+    isOpen: boolean;
+    content: string;
+    prompt?: string;
+    inputData?: Array<Record<string, unknown>>;
+    outputData?: Array<Record<string, unknown>>;
+    operationName?: string;
+  }>({
+    isOpen: false,
+    content: "",
+    prompt: undefined,
+    operationName: undefined,
+  });
 
   const { submitTask } = useOptimizeCheck({
     onComplete: (result) => {
@@ -117,14 +131,30 @@ const PipelineGUI: React.FC = () => {
         return newOps;
       });
       setCost((prev) => prev + result.cost);
-      // Send toast with should optimize result
-      // If should_optimize string is not empty, send toast with should optimize result
+
       if (result.should_optimize) {
         toast({
-          title: `Hey! Consider optimizing ${
+          title: `Hey! Consider decomposing ${
             operations[operations.length - 1].name
           }`,
-          description: result.should_optimize,
+          description: (
+            <span
+              className="cursor-pointer text-blue-500 hover:text-blue-700"
+              onClick={() => {
+                const lastOp = operations[operations.length - 1];
+                setOptimizationDialog({
+                  isOpen: true,
+                  content: result.should_optimize,
+                  prompt: lastOp.prompt || "No prompt specified",
+                  operationName: lastOp.name,
+                  inputData: result.input_data,
+                  outputData: result.output_data,
+                });
+              }}
+            >
+              Click here to see why.
+            </span>
+          ),
           duration: Infinity,
         });
       }
@@ -945,6 +975,17 @@ const PipelineGUI: React.FC = () => {
           </DialogFooter>
         </DialogContent>
       </Dialog>
+      <OptimizationDialog
+        isOpen={optimizationDialog.isOpen}
+        content={optimizationDialog.content}
+        prompt={optimizationDialog.prompt}
+        operationName={optimizationDialog.operationName}
+        inputData={optimizationDialog.inputData}
+        outputData={optimizationDialog.outputData}
+        onOpenChange={(open) =>
+          setOptimizationDialog((prev) => ({ ...prev, isOpen: open }))
+        }
+      />
     </div>
   );
 };
diff --git a/website/src/components/ResizableDataTable.tsx b/website/src/components/ResizableDataTable.tsx
index fccc4f0f..ded94e9c 100644
--- a/website/src/components/ResizableDataTable.tsx
+++ b/website/src/components/ResizableDataTable.tsx
@@ -1,4 +1,10 @@
-import React, { useState, useEffect, useCallback, useMemo } from "react";
+import React, {
+  useState,
+  useEffect,
+  useCallback,
+  useMemo,
+  useRef,
+} from "react";
 import {
   flexRender,
   getCoreRowModel,
@@ -40,6 +46,8 @@ import { TABLE_SETTINGS_KEY } from "@/app/localStorageKeys";
 import ReactMarkdown from "react-markdown";
 import debounce from "lodash/debounce";
 import { BarChart, Bar, XAxis, Tooltip, ResponsiveContainer } from "recharts";
+import { Input } from "@/components/ui/input";
+import { Search } from "lucide-react";
 
 export type DataType = Record<string, unknown>;
 export type ColumnType<T extends DataType> = ColumnDef<T> & {
@@ -448,6 +456,163 @@ const MarkdownCell = React.memo(({ content }: MarkdownCellProps) => {
 });
 MarkdownCell.displayName = "MarkdownCell";
 
+interface SearchableCellProps {
+  content: string;
+  isResizing: boolean;
+}
+
+const SearchableCell = React.memo(
+  ({ content, isResizing }: SearchableCellProps) => {
+    const [searchTerm, setSearchTerm] = useState("");
+    const [highlightedContent, setHighlightedContent] = useState(content);
+    const [currentMatchIndex, setCurrentMatchIndex] = useState(0);
+    const [matchCount, setMatchCount] = useState(0);
+    const containerRef = useRef<HTMLDivElement>(null);
+
+    // Search functionality
+    useEffect(() => {
+      if (!searchTerm) {
+        setHighlightedContent(content);
+        setMatchCount(0);
+        setCurrentMatchIndex(0);
+        return;
+      }
+
+      try {
+        const regex = new RegExp(`(${searchTerm})`, "gi");
+        const matches = content.match(regex);
+        const matchesCount = matches ? matches.length : 0;
+        setMatchCount(matchesCount);
+
+        if (matchesCount > 0) {
+          const highlighted = content.replace(
+            regex,
+            (match) => `<mark class="search-match">${match}</mark>`
+          );
+          setHighlightedContent(highlighted);
+
+          // Scroll to current match
+          setTimeout(() => {
+            if (containerRef.current) {
+              const marks =
+                containerRef.current.getElementsByClassName("search-match");
+              if (marks.length > 0 && currentMatchIndex < marks.length) {
+                marks[currentMatchIndex].scrollIntoView({
+                  behavior: "smooth",
+                  block: "center",
+                });
+              }
+            }
+          }, 100);
+        } else {
+          setHighlightedContent(content);
+        }
+      } catch {
+        setHighlightedContent(content);
+        setMatchCount(0);
+      }
+    }, [searchTerm, content, currentMatchIndex]);
+
+    const navigateMatches = useCallback(
+      (direction: "next" | "prev") => {
+        if (matchCount === 0) return;
+
+        if (direction === "next") {
+          setCurrentMatchIndex((prev) => (prev + 1) % matchCount);
+        } else {
+          setCurrentMatchIndex((prev) => (prev - 1 + matchCount) % matchCount);
+        }
+      },
+      [matchCount]
+    );
+
+    // Style for search matches
+    useEffect(() => {
+      const styleId = "search-match-style";
+      let styleElement = document.getElementById(styleId) as HTMLStyleElement;
+
+      if (!styleElement) {
+        styleElement = document.createElement("style");
+        styleElement.id = styleId;
+        document.head.appendChild(styleElement);
+      }
+
+      styleElement.textContent = `
+        mark.search-match {
+          background-color: hsl(var(--primary) / 0.2);
+          color: inherit;
+          padding: 0;
+          border-radius: 2px;
+        }
+        mark.search-match:nth-of-type(${currentMatchIndex + 1}) {
+          background-color: hsl(var(--primary) / 0.5);
+        }
+      `;
+
+      return () => {
+        if (styleElement && styleElement.parentNode) {
+          styleElement.parentNode.removeChild(styleElement);
+        }
+      };
+    }, [currentMatchIndex]);
+
+    return (
+      <div className="relative">
+        <div className="sticky top-0 z-10 bg-background/80 backdrop-blur-sm">
+          <div className="flex items-center gap-2 p-1">
+            <Search className="h-3 w-3 text-muted-foreground" />
+            <Input
+              placeholder="Search in cell..."
+              value={searchTerm}
+              onChange={(e) => {
+                setSearchTerm(e.target.value);
+                setCurrentMatchIndex(0);
+              }}
+              className="h-6 text-xs border-none shadow-none focus-visible:ring-0"
+            />
+            {matchCount > 0 && (
+              <div className="flex items-center gap-1">
+                <Button
+                  variant="ghost"
+                  size="sm"
+                  className="h-5 w-5 p-0"
+                  onClick={() => navigateMatches("prev")}
+                >
+                  <ChevronLeft className="h-3 w-3" />
+                </Button>
+                <span className="text-xs text-muted-foreground whitespace-nowrap">
+                  {currentMatchIndex + 1}/{matchCount}
+                </span>
+                <Button
+                  variant="ghost"
+                  size="sm"
+                  className="h-5 w-5 p-0"
+                  onClick={() => navigateMatches("next")}
+                >
+                  <ChevronRight className="h-3 w-3" />
+                </Button>
+              </div>
+            )}
+          </div>
+        </div>
+        <div ref={containerRef}>
+          {isResizing ? (
+            <div>{content}</div>
+          ) : searchTerm ? (
+            <div
+              dangerouslySetInnerHTML={{ __html: highlightedContent }}
+              className="prose prose-sm max-w-none"
+            />
+          ) : (
+            <MarkdownCell content={content} />
+          )}
+        </div>
+      </div>
+    );
+  }
+);
+SearchableCell.displayName = "SearchableCell";
+
 function ResizableDataTable<T extends DataType>({
   data,
   columns,
@@ -536,7 +701,7 @@ function ResizableDataTable<T extends DataType>({
     columns: sortedColumns.map((col) => ({
       ...col,
       enableSorting: true,
-      sortingFn: (rowA: any, rowB: any) => {
+      sortingFn: (rowA: Row<T>, rowB: Row<T>) => {
         const accessor = col.accessorKey;
         if (!accessor) return 0;
 
@@ -721,11 +886,10 @@ function ResizableDataTable<T extends DataType>({
                       }}
                     >
                       {typeof cell.getValue() === "string" ? (
-                        isResizing ? (
-                          <div>{cell.getValue() as string}</div>
-                        ) : (
-                          <MarkdownCell content={cell.getValue() as string} />
-                        )
+                        <SearchableCell
+                          content={cell.getValue() as string}
+                          isResizing={isResizing}
+                        />
                       ) : (
                         flexRender(
                           cell.column.columnDef.cell,

From 5b9a2a422737c91b034b586d31563ff0defb55af Mon Sep 17 00:00:00 2001
From: Tim <dujun@ruiking.com>
Date: Fri, 15 Nov 2024 10:01:40 +0800
Subject: [PATCH 10/36] hotfix, Operation declaration conflicts

---
 website/src/components/operations/components.tsx | 9 ---------
 1 file changed, 9 deletions(-)

diff --git a/website/src/components/operations/components.tsx b/website/src/components/operations/components.tsx
index 64082b8d..4536e9e3 100644
--- a/website/src/components/operations/components.tsx
+++ b/website/src/components/operations/components.tsx
@@ -74,15 +74,6 @@ interface OtherKwargs {
   code?: string;
 }
 
-interface Operation {
-  type: string;
-  prompt?: string;
-  output?: {
-    schema?: SchemaItem[];
-  };
-  otherKwargs?: OtherKwargs;
-}
-
 interface OperationComponentProps {
   operation: Operation;
   isSchemaExpanded: boolean;

From f7d34720302021fbeb0f4397243c8c42baab177e Mon Sep 17 00:00:00 2001
From: Shreya Shankar <ss.shankar505@gmail.com>
Date: Thu, 14 Nov 2024 23:08:35 -0800
Subject: [PATCH 11/36] chore: cleaner ui for optimization and visualizing
 outputs

---
 website/src/components/operations/components.tsx | 9 ---------
 1 file changed, 9 deletions(-)

diff --git a/website/src/components/operations/components.tsx b/website/src/components/operations/components.tsx
index 64082b8d..4536e9e3 100644
--- a/website/src/components/operations/components.tsx
+++ b/website/src/components/operations/components.tsx
@@ -74,15 +74,6 @@ interface OtherKwargs {
   code?: string;
 }
 
-interface Operation {
-  type: string;
-  prompt?: string;
-  output?: {
-    schema?: SchemaItem[];
-  };
-  otherKwargs?: OtherKwargs;
-}
-
 interface OperationComponentProps {
   operation: Operation;
   isSchemaExpanded: boolean;

From b565846586718e5511e6beae2e143ceba623f23e Mon Sep 17 00:00:00 2001
From: Shreya Shankar <ss.shankar505@gmail.com>
Date: Fri, 15 Nov 2024 12:28:53 -0800
Subject: [PATCH 12/36] chore: edit copy for the UI

---
 website/src/components/OptimizationDialog.tsx | 8 ++++++--
 website/src/components/PipelineGui.tsx        | 2 +-
 website/src/components/ResizableDataTable.tsx | 2 +-
 3 files changed, 8 insertions(+), 4 deletions(-)

diff --git a/website/src/components/OptimizationDialog.tsx b/website/src/components/OptimizationDialog.tsx
index 3766d677..a32817c3 100644
--- a/website/src/components/OptimizationDialog.tsx
+++ b/website/src/components/OptimizationDialog.tsx
@@ -183,8 +183,12 @@ export const OptimizationDialog: React.FC<OptimizationDialogProps> = ({
               </div>
             )}
           </div>
-
-          <div className="mt-4 whitespace-pre-wrap">{content}</div>
+          <div className="space-y-2">
+            <h3 className="text-sm font-bold uppercase">
+              Decomposition Rationale and Feedback
+            </h3>
+            <div className="mt-4 whitespace-pre-wrap">{content}</div>
+          </div>
         </div>
       </DialogContent>
     </Dialog>
diff --git a/website/src/components/PipelineGui.tsx b/website/src/components/PipelineGui.tsx
index 54e9d992..55e8e30c 100644
--- a/website/src/components/PipelineGui.tsx
+++ b/website/src/components/PipelineGui.tsx
@@ -824,7 +824,7 @@ const PipelineGUI: React.FC = () => {
                 ) : (
                   <RefreshCw size={16} className="mr-2" />
                 )}
-                Clear and Run
+                Clear Cache and Run
               </Button>
               <Button
                 size="sm"
diff --git a/website/src/components/ResizableDataTable.tsx b/website/src/components/ResizableDataTable.tsx
index ded94e9c..1421e9a2 100644
--- a/website/src/components/ResizableDataTable.tsx
+++ b/website/src/components/ResizableDataTable.tsx
@@ -558,7 +558,7 @@ const SearchableCell = React.memo(
 
     return (
       <div className="relative">
-        <div className="sticky top-0 z-10 bg-background/80 backdrop-blur-sm">
+        <div className="sticky top-0 z-10 bg-background/80 backdrop-blur-sm rounded-md">
           <div className="flex items-center gap-2 p-1">
             <Search className="h-3 w-3 text-muted-foreground" />
             <Input

From 02dd68003cbcd78a7381aec59339b00c85aabfc9 Mon Sep 17 00:00:00 2001
From: Shreya Shankar <ss.shankar505@gmail.com>
Date: Sun, 17 Nov 2024 00:44:38 -0800
Subject: [PATCH 13/36] feat: add pdf upload for the UI (#190)

* feat: add pdf upload for the UI

* chore: update lockfile

* batch inputs and support txt files

* fix: fix bugs in UI

* fix: resolve viz
---
 docetl/builder.py                             |    8 +-
 docetl/operations/reduce.py                   |    7 +
 package-lock.json                             |    6 +
 package.json                                  |    1 +
 poetry.lock                                   | 2110 ++++++++++-------
 pyproject.toml                                |    7 +-
 server/app/main.py                            |    3 +-
 server/app/routes/convert.py                  |   80 +
 website/package-lock.json                     | 1053 +++++++-
 website/package.json                          |    3 +
 website/src/app/api/convertDocuments/route.ts |   51 +
 website/src/app/api/saveDocuments/route.ts    |   52 +
 website/src/app/api/serveDocument/route.ts    |   33 +
 website/src/app/api/utils.ts                  |   17 +
 website/src/app/globals.css                   |   10 +
 website/src/app/types.ts                      |    2 +
 website/src/components/DatasetView.tsx        |   39 +-
 website/src/components/DocumentViewer.tsx     |   63 +
 website/src/components/FileExplorer.tsx       |  805 ++++++-
 website/src/components/OperationCard.tsx      |   84 +-
 website/src/components/Output.tsx             |  245 +-
 website/src/components/PipelineGui.tsx        |   12 +-
 website/src/components/ResizableDataTable.tsx |   42 +-
 website/src/components/ui/dialog.tsx          |   10 +-
 website/src/components/ui/hover-card.tsx      |   29 +
 25 files changed, 3678 insertions(+), 1094 deletions(-)
 create mode 100644 package-lock.json
 create mode 100644 package.json
 create mode 100644 server/app/routes/convert.py
 create mode 100644 website/src/app/api/convertDocuments/route.ts
 create mode 100644 website/src/app/api/saveDocuments/route.ts
 create mode 100644 website/src/app/api/serveDocument/route.ts
 create mode 100644 website/src/components/DocumentViewer.tsx
 create mode 100644 website/src/components/ui/hover-card.tsx

diff --git a/docetl/builder.py b/docetl/builder.py
index 0072553e..7a8c4766 100644
--- a/docetl/builder.py
+++ b/docetl/builder.py
@@ -320,8 +320,12 @@ def _insert_empty_resolve_operations(self):
                     has_map = True
                     map_op = op
                 elif op_type == "reduce" and op_config.get("synthesize_resolve", True):
-                    has_reduce = True
-                    reduce_op = op
+                    reduce_key = op_config.get("reduce_key", "_all")
+                    if isinstance(reduce_key, str):
+                        reduce_key = [reduce_key]
+                    if "_all" not in reduce_key:
+                        has_reduce = True
+                        reduce_op = op
                 elif op_type == "resolve":
                     has_resolve = True
 
diff --git a/docetl/operations/reduce.py b/docetl/operations/reduce.py
index f3fa99f6..d326d302 100644
--- a/docetl/operations/reduce.py
+++ b/docetl/operations/reduce.py
@@ -387,6 +387,13 @@ def process_group(
             # Only execute merge-based plans if associative = True
             if "merge_prompt" in self.config and self.config.get("associative", True):
                 result, cost = self._parallel_fold_and_merge(key, group_list)
+            elif (
+                self.config.get("fold_batch_size", None)
+                and self.config.get("fold_batch_size") >= len(group_list)
+            ):
+                # If the fold batch size is greater than or equal to the number of items in the group,
+                # we can just run a single fold operation
+                result, cost = self._batch_reduce(key, group_list)
             elif "fold_prompt" in self.config:
                 result, cost = self._incremental_reduce(key, group_list)
             else:
diff --git a/package-lock.json b/package-lock.json
new file mode 100644
index 00000000..01df09a7
--- /dev/null
+++ b/package-lock.json
@@ -0,0 +1,6 @@
+{
+  "name": "motion-v3",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {}
+}
diff --git a/package.json b/package.json
new file mode 100644
index 00000000..0967ef42
--- /dev/null
+++ b/package.json
@@ -0,0 +1 @@
+{}
diff --git a/poetry.lock b/poetry.lock
index 06ad2f3e..251114a5 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -137,48 +137,6 @@ files = [
 [package.dependencies]
 frozenlist = ">=1.1.0"
 
-[[package]]
-name = "albucore"
-version = "0.0.13"
-description = "A high-performance image processing library designed to optimize and extend the Albumentations library with specialized functions for advanced image transformations. Perfect for developers working in computer vision who require efficient and scalable image augmentation."
-optional = true
-python-versions = ">=3.8"
-files = [
-    {file = "albucore-0.0.13-py3-none-any.whl", hash = "sha256:5a00c931ff80149726b80ad0c4c0a8327048463f14cbdf0ca5ff34a051700a84"},
-    {file = "albucore-0.0.13.tar.gz", hash = "sha256:c36d0af878e06f6e97e7882731c5d29243e38c21caec2005ee420fe85db4a7bc"},
-]
-
-[package.dependencies]
-numpy = ">=1.24.4,<2"
-opencv-python-headless = ">=4.9.0.80"
-tomli = ">=2.0.1"
-typing-extensions = ">=4.9.0"
-
-[[package]]
-name = "albumentations"
-version = "1.4.10"
-description = "An efficient library for image augmentation, providing extensive transformations to support machine learning and computer vision tasks."
-optional = true
-python-versions = ">=3.8"
-files = [
-    {file = "albumentations-1.4.10-py3-none-any.whl", hash = "sha256:157d252f1a46e3d8d2970553a8eaace39540c90b0395981b4def8660bb933948"},
-    {file = "albumentations-1.4.10.tar.gz", hash = "sha256:739e96afcd1065b3804a6d621b2a95dfec560010a83a2e55c39ba307bdd59f41"},
-]
-
-[package.dependencies]
-albucore = ">=0.0.11"
-numpy = ">=1.24.4,<2"
-opencv-python-headless = ">=4.9.0.80"
-pydantic = ">=2.7.0"
-PyYAML = "*"
-scikit-image = ">=0.21.0"
-scikit-learn = ">=1.3.2"
-scipy = ">=1.10.0"
-typing-extensions = ">=4.9.0"
-
-[package.extras]
-hub = ["huggingface-hub"]
-
 [[package]]
 name = "annotated-types"
 version = "0.7.0"
@@ -502,189 +460,81 @@ files = [
 ]
 
 [[package]]
-name = "contourpy"
-version = "1.3.0"
-description = "Python library for calculating contours of 2D quadrilateral grids"
+name = "decorator"
+version = "5.1.1"
+description = "Decorators for Humans"
 optional = true
-python-versions = ">=3.9"
+python-versions = ">=3.5"
 files = [
-    {file = "contourpy-1.3.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:880ea32e5c774634f9fcd46504bf9f080a41ad855f4fef54f5380f5133d343c7"},
-    {file = "contourpy-1.3.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:76c905ef940a4474a6289c71d53122a4f77766eef23c03cd57016ce19d0f7b42"},
-    {file = "contourpy-1.3.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:92f8557cbb07415a4d6fa191f20fd9d2d9eb9c0b61d1b2f52a8926e43c6e9af7"},
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 [[package]]
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@@ -739,6 +589,166 @@ idna = ["idna (>=3.7)"]
 trio = ["trio (>=0.23)"]
 wmi = ["wmi (>=1.5.1)"]
 
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+[package.dependencies]
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+
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+optional = true
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+optional = true
+python-versions = "*"
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+Shapely = "*"
+torch = "*"
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+
 [[package]]
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 version = "2.0.0"
@@ -815,89 +825,16 @@ testing = ["covdefaults (>=2.3)", "coverage (>=7.6.1)", "diff-cover (>=9.2)", "p
 typing = ["typing-extensions (>=4.12.2)"]
 
 [[package]]
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 python-versions = "*"
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-
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-
 [[package]]
 name = "frozendict"
 version = "2.4.6"
@@ -1269,28 +1206,6 @@ rawpy = ["numpy (>2)", "rawpy"]
 test = ["fsspec[github]", "pytest", "pytest-cov"]
 tifffile = ["tifffile"]
 
-[[package]]
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-description = "Image augmentation library for deep neural networks"
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-Shapely = "*"
-six = "*"
-
 [[package]]
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@@ -1446,6 +1361,31 @@ files = [
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+[[package]]
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+optional = true
+python-versions = ">=3.6"
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+
+[package.dependencies]
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+
+[[package]]
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+version = "1.1.0"
+description = "jsonref is a library for automatic dereferencing of JSON Reference objects for Python."
+optional = true
+python-versions = ">=3.7"
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+
 [[package]]
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 version = "4.23.0"
@@ -1481,129 +1421,6 @@ files = [
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 referencing = ">=0.31.0"
 
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-html-clean = ["lxml-html-clean"]
 html5 = ["html5lib"]
 htmlsoup = ["BeautifulSoup4"]
-source = ["Cython (>=3.0.11)"]
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 [[package]]
 name = "markdown"
@@ -1890,6 +1631,22 @@ profiling = ["gprof2dot"]
 rtd = ["jupyter_sphinx", "mdit-py-plugins", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"]
 testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
+[[package]]
+name = "marko"
+version = "2.1.2"
+description = "A markdown parser with high extensibility."
+optional = true
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.extras]
+codehilite = ["pygments"]
+repr = ["objprint"]
+toc = ["python-slugify"]
+
 [[package]]
 name = "markupsafe"
 version = "3.0.2"
@@ -1960,69 +1717,6 @@ files = [
     {file = "markupsafe-3.0.2.tar.gz", hash = "sha256:ee55d3edf80167e48ea11a923c7386f4669df67d7994554387f84e7d8b0a2bf0"},
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-python-versions = ">=3.9"
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-
-[package.dependencies]
-contourpy = ">=1.0.1"
-cycler = ">=0.10"
-fonttools = ">=4.22.0"
-kiwisolver = ">=1.3.1"
-numpy = ">=1.23"
-packaging = ">=20.0"
-pillow = ">=8"
-pyparsing = ">=2.3.1"
-python-dateutil = ">=2.7"
-
-[package.extras]
-dev = ["meson-python (>=0.13.1)", "numpy (>=1.25)", "pybind11 (>=2.6)", "setuptools (>=64)", "setuptools_scm (>=7)"]
-
 [[package]]
 name = "mdurl"
 version = "0.1.2"
@@ -2034,6 +1728,21 @@ files = [
     {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
 ]
 
+[[package]]
+name = "mean-average-precision"
+version = "2021.4.26.0"
+description = "Mean Average Precision evaluator for object detection."
+optional = true
+python-versions = "*"
+files = [
+    {file = "mean_average_precision-2021.4.26.0-py3-none-any.whl", hash = "sha256:4a4d08e27f016c8e6ffb8bea0687f59eca63c0060543f90c2e1373a48e5500c5"},
+    {file = "mean_average_precision-2021.4.26.0.tar.gz", hash = "sha256:20596a0a411fcdd2bdb159636f21f3501de76395fcb8ac3db0b90982b4bdfd7d"},
+]
+
+[package.dependencies]
+numpy = "*"
+pandas = "*"
+
 [[package]]
 name = "mergedeep"
 version = "1.3.4"
@@ -2200,6 +1909,23 @@ griffe = ">=0.49"
 mkdocs-autorefs = ">=1.2"
 mkdocstrings = ">=0.26"
 
+[[package]]
+name = "mpmath"
+version = "1.3.0"
+description = "Python library for arbitrary-precision floating-point arithmetic"
+optional = true
+python-versions = "*"
+files = [
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+    {file = "mpmath-1.3.0.tar.gz", hash = "sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f"},
+]
+
+[package.extras]
+develop = ["codecov", "pycodestyle", "pytest (>=4.6)", "pytest-cov", "wheel"]
+docs = ["sphinx"]
+gmpy = ["gmpy2 (>=2.1.0a4)"]
+tests = ["pytest (>=4.6)"]
+
 [[package]]
 name = "multidict"
 version = "6.1.0"
@@ -2387,6 +2113,33 @@ example = ["cairocffi (>=1.7)", "contextily (>=1.6)", "igraph (>=0.11)", "momepy
 extra = ["lxml (>=4.6)", "pydot (>=3.0.1)", "pygraphviz (>=1.14)", "sympy (>=1.10)"]
 test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
+[[package]]
+name = "ninja"
+version = "1.11.1.1"
+description = "Ninja is a small build system with a focus on speed"
+optional = true
+python-versions = "*"
+files = [
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+
+[package.extras]
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+
 [[package]]
 name = "nodeenv"
 version = "1.9.1"
@@ -2443,6 +2196,225 @@ files = [
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 ]
 
+[[package]]
+name = "numpy"
+version = "2.1.3"
+description = "Fundamental package for array computing in Python"
+optional = false
+python-versions = ">=3.10"
+files = [
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-
 [[package]]
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 version = "4.10.0.84"
@@ -2534,9 +2458,9 @@ files = [
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 [[package]]
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-
 [[package]]
 name = "paddlepaddle"
 version = "2.6.2"
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 dev = ["pytest", "tox"]
 lint = ["black"]
 
+[[package]]
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 [[package]]
 name = "pathspec"
 version = "0.12.1"
@@ -2689,90 +2666,95 @@ files = [
 
 [[package]]
 name = "pillow"
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 description = "Python Imaging Library (Fork)"
 optional = true
-python-versions = ">=3.9"
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 files = [
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 mic = ["olefile"]
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 [[package]]
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 version = "1.3.0.post6"
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 typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 
+[[package]]
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+python-dotenv = ">=0.21.0"
+
+[package.extras]
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+toml = ["tomli (>=2.0.1)"]
+yaml = ["pyyaml (>=6.0.1)"]
+
 [[package]]
 name = "pydub"
 version = "0.25.1"
@@ -3230,19 +3280,27 @@ files = [
 ]
 
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-name = "pyparsing"
-version = "3.2.0"
-description = "pyparsing module - Classes and methods to define and execute parsing grammars"
+name = "pypdfium2"
+version = "4.30.0"
+description = "Python bindings to PDFium"
 optional = true
-python-versions = ">=3.9"
+python-versions = ">=3.6"
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-[package.extras]
-diagrams = ["jinja2", "railroad-diagrams"]
-
 [[package]]
 name = "pyrate-limiter"
 version = "3.7.0"
@@ -3319,6 +3377,139 @@ psutil = ["psutil (>=3.0)"]
 setproctitle = ["setproctitle"]
 testing = ["filelock"]
 
+[[package]]
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 numpy-style = ["docstring_parser (>=0.7)"]
 
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+[package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)", "ruff (>=0.7.0)"]
+core = ["importlib-metadata (>=6)", "jaraco.collections", "jaraco.functools (>=4)", "jaraco.text (>=3.7)", "more-itertools", "more-itertools (>=8.8)", "packaging", "packaging (>=24.2)", "platformdirs (>=4.2.2)", "tomli (>=2.0.1)", "wheel (>=0.43.0)"]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
+type = ["importlib-metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (>=1.12,<1.14)", "pytest-mypy"]
+
 [[package]]
 name = "shapely"
 version = "2.0.6"
@@ -4133,6 +4401,37 @@ anyio = ">=3.4.0,<5"
 [package.extras]
 full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart (>=0.0.7)", "pyyaml"]
 
+[[package]]
+name = "sympy"
+version = "1.13.1"
+description = "Computer algebra system (CAS) in Python"
+optional = true
+python-versions = ">=3.8"
+files = [
+    {file = "sympy-1.13.1-py3-none-any.whl", hash = "sha256:db36cdc64bf61b9b24578b6f7bab1ecdd2452cf008f34faa33776680c26d66f8"},
+    {file = "sympy-1.13.1.tar.gz", hash = "sha256:9cebf7e04ff162015ce31c9c6c9144daa34a93bd082f54fd8f12deca4f47515f"},
+]
+
+[package.dependencies]
+mpmath = ">=1.1.0,<1.4"
+
+[package.extras]
+dev = ["hypothesis (>=6.70.0)", "pytest (>=7.1.0)"]
+
+[[package]]
+name = "tabulate"
+version = "0.9.0"
+description = "Pretty-print tabular data"
+optional = true
+python-versions = ">=3.7"
+files = [
+    {file = "tabulate-0.9.0-py3-none-any.whl", hash = "sha256:024ca478df22e9340661486f85298cff5f6dcdba14f3813e8830015b9ed1948f"},
+    {file = "tabulate-0.9.0.tar.gz", hash = "sha256:0095b12bf5966de529c0feb1fa08671671b3368eec77d7ef7ab114be2c068b3c"},
+]
+
+[package.extras]
+widechars = ["wcwidth"]
+
 [[package]]
 name = "termcolor"
 version = "2.5.0"
@@ -4355,6 +4654,92 @@ files = [
     {file = "tomli-2.0.2.tar.gz", hash = "sha256:d46d457a85337051c36524bc5349dd91b1877838e2979ac5ced3e710ed8a60ed"},
 ]
 
+[[package]]
+name = "torch"
+version = "2.5.1"
+description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
+optional = true
+python-versions = ">=3.8.0"
+files = [
+    {file = "torch-2.5.1-cp310-cp310-manylinux1_x86_64.whl", hash = "sha256:71328e1bbe39d213b8721678f9dcac30dfc452a46d586f1d514a6aa0a99d4744"},
+    {file = "torch-2.5.1-cp310-cp310-manylinux2014_aarch64.whl", hash = "sha256:34bfa1a852e5714cbfa17f27c49d8ce35e1b7af5608c4bc6e81392c352dbc601"},
+    {file = "torch-2.5.1-cp310-cp310-win_amd64.whl", hash = "sha256:32a037bd98a241df6c93e4c789b683335da76a2ac142c0973675b715102dc5fa"},
+    {file = "torch-2.5.1-cp310-none-macosx_11_0_arm64.whl", hash = "sha256:23d062bf70776a3d04dbe74db950db2a5245e1ba4f27208a87f0d743b0d06e86"},
+    {file = "torch-2.5.1-cp311-cp311-manylinux1_x86_64.whl", hash = "sha256:de5b7d6740c4b636ef4db92be922f0edc425b65ed78c5076c43c42d362a45457"},
+    {file = "torch-2.5.1-cp311-cp311-manylinux2014_aarch64.whl", hash = "sha256:340ce0432cad0d37f5a31be666896e16788f1adf8ad7be481196b503dad675b9"},
+    {file = "torch-2.5.1-cp311-cp311-win_amd64.whl", hash = "sha256:603c52d2fe06433c18b747d25f5c333f9c1d58615620578c326d66f258686f9a"},
+    {file = "torch-2.5.1-cp311-none-macosx_11_0_arm64.whl", hash = "sha256:31f8c39660962f9ae4eeec995e3049b5492eb7360dd4f07377658ef4d728fa4c"},
+    {file = "torch-2.5.1-cp312-cp312-manylinux1_x86_64.whl", hash = "sha256:ed231a4b3a5952177fafb661213d690a72caaad97d5824dd4fc17ab9e15cec03"},
+    {file = "torch-2.5.1-cp312-cp312-manylinux2014_aarch64.whl", hash = "sha256:3f4b7f10a247e0dcd7ea97dc2d3bfbfc90302ed36d7f3952b0008d0df264e697"},
+    {file = "torch-2.5.1-cp312-cp312-win_amd64.whl", hash = "sha256:73e58e78f7d220917c5dbfad1a40e09df9929d3b95d25e57d9f8558f84c9a11c"},
+    {file = "torch-2.5.1-cp312-none-macosx_11_0_arm64.whl", hash = "sha256:8c712df61101964eb11910a846514011f0b6f5920c55dbf567bff8a34163d5b1"},
+    {file = "torch-2.5.1-cp313-cp313-manylinux1_x86_64.whl", hash = "sha256:9b61edf3b4f6e3b0e0adda8b3960266b9009d02b37555971f4d1c8f7a05afed7"},
+    {file = "torch-2.5.1-cp39-cp39-manylinux1_x86_64.whl", hash = "sha256:1f3b7fb3cf7ab97fae52161423f81be8c6b8afac8d9760823fd623994581e1a3"},
+    {file = "torch-2.5.1-cp39-cp39-manylinux2014_aarch64.whl", hash = "sha256:7974e3dce28b5a21fb554b73e1bc9072c25dde873fa00d54280861e7a009d7dc"},
+    {file = "torch-2.5.1-cp39-cp39-win_amd64.whl", hash = "sha256:46c817d3ea33696ad3b9df5e774dba2257e9a4cd3c4a3afbf92f6bb13ac5ce2d"},
+    {file = "torch-2.5.1-cp39-none-macosx_11_0_arm64.whl", hash = "sha256:8046768b7f6d35b85d101b4b38cba8aa2f3cd51952bc4c06a49580f2ce682291"},
+]
+
+[package.dependencies]
+filelock = "*"
+fsspec = "*"
+jinja2 = "*"
+networkx = "*"
+nvidia-cublas-cu12 = {version = "12.4.5.8", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cuda-cupti-cu12 = {version = "12.4.127", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cuda-nvrtc-cu12 = {version = "12.4.127", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cuda-runtime-cu12 = {version = "12.4.127", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cudnn-cu12 = {version = "9.1.0.70", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cufft-cu12 = {version = "11.2.1.3", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-curand-cu12 = {version = "10.3.5.147", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cusolver-cu12 = {version = "11.6.1.9", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cusparse-cu12 = {version = "12.3.1.170", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-nccl-cu12 = {version = "2.21.5", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-nvjitlink-cu12 = {version = "12.4.127", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-nvtx-cu12 = {version = "12.4.127", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+setuptools = {version = "*", markers = "python_version >= \"3.12\""}
+sympy = {version = "1.13.1", markers = "python_version >= \"3.9\""}
+triton = {version = "3.1.0", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version < \"3.13\""}
+typing-extensions = ">=4.8.0"
+
+[package.extras]
+opt-einsum = ["opt-einsum (>=3.3)"]
+optree = ["optree (>=0.12.0)"]
+
+[[package]]
+name = "torchvision"
+version = "0.20.1"
+description = "image and video datasets and models for torch deep learning"
+optional = true
+python-versions = ">=3.8"
+files = [
+    {file = "torchvision-0.20.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:4878fefb96ef293d06c27210918adc83c399d9faaf34cda5a63e129f772328f1"},
+    {file = "torchvision-0.20.1-cp310-cp310-manylinux1_x86_64.whl", hash = "sha256:8ffbdf8bf5b30eade22d459f5a313329eeadb20dc75efa142987b53c007098c3"},
+    {file = "torchvision-0.20.1-cp310-cp310-manylinux2014_aarch64.whl", hash = "sha256:75f8a4d51a593c4bab6c9bf7d75bdd88691b00a53b07656678bc55a3a753dd73"},
+    {file = "torchvision-0.20.1-cp310-cp310-win_amd64.whl", hash = "sha256:22c2fa44e20eb404b85e42b22b453863a14b0927d25e550fd4f84eea97fa5b39"},
+    {file = "torchvision-0.20.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:344b339e15e6bbb59ee0700772616d0afefd209920c762b1604368d8c3458322"},
+    {file = "torchvision-0.20.1-cp311-cp311-manylinux1_x86_64.whl", hash = "sha256:86f6523dee420000fe14c3527f6c8e0175139fda7d995b187f54a0b0ebec7eb6"},
+    {file = "torchvision-0.20.1-cp311-cp311-manylinux2014_aarch64.whl", hash = "sha256:a40d766345927639da322c693934e5f91b1ba2218846c7104b868dea2314ce8e"},
+    {file = "torchvision-0.20.1-cp311-cp311-win_amd64.whl", hash = "sha256:5b501d5c04b034d2ecda96a31ed050e383cf8201352e4c9276ca249cbecfded0"},
+    {file = "torchvision-0.20.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:1a31256ff945d64f006bb306813a7c95a531fe16bfb2535c837dd4c104533d7a"},
+    {file = "torchvision-0.20.1-cp312-cp312-manylinux1_x86_64.whl", hash = "sha256:17cd78adddf81dac57d7dccc9277a4d686425b1c55715f308769770cb26cad5c"},
+    {file = "torchvision-0.20.1-cp312-cp312-manylinux2014_aarch64.whl", hash = "sha256:9f853ba4497ac4691815ad41b523ee23cf5ba4f87b1ce869d704052e233ca8b7"},
+    {file = "torchvision-0.20.1-cp312-cp312-win_amd64.whl", hash = "sha256:4a330422c36dbfc946d3a6c1caec3489db07ecdf3675d83369adb2e5a0ca17c4"},
+    {file = "torchvision-0.20.1-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:2cd58406978b813188cf4e9135b218775b57e0bb86d4a88f0339874b8a224819"},
+    {file = "torchvision-0.20.1-cp39-cp39-manylinux1_x86_64.whl", hash = "sha256:408766b2f0ada9e1bc880d12346cec9638535af5df6459ba9ac4ce5c46402f91"},
+    {file = "torchvision-0.20.1-cp39-cp39-manylinux2014_aarch64.whl", hash = "sha256:abcb8005de8dc393dbd1310ecb669dc68ab664b9107af6d698a6341d1d3f2c3c"},
+    {file = "torchvision-0.20.1-cp39-cp39-win_amd64.whl", hash = "sha256:ea9678163bbf19568f4f959d927f3751eeb833cc8eac949de507edde38c1fc9f"},
+]
+
+[package.dependencies]
+numpy = "*"
+pillow = ">=5.3.0,<8.3.dev0 || >=8.4.dev0"
+torch = "2.5.1"
+
+[package.extras]
+gdown = ["gdown (>=4.7.3)"]
+scipy = ["scipy"]
+
 [[package]]
 name = "tqdm"
 version = "4.66.5"
@@ -4375,6 +4760,28 @@ notebook = ["ipywidgets (>=6)"]
 slack = ["slack-sdk"]
 telegram = ["requests"]
 
+[[package]]
+name = "triton"
+version = "3.1.0"
+description = "A language and compiler for custom Deep Learning operations"
+optional = true
+python-versions = "*"
+files = [
+    {file = "triton-3.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6b0dd10a925263abbe9fa37dcde67a5e9b2383fc269fdf59f5657cac38c5d1d8"},
+    {file = "triton-3.1.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0f34f6e7885d1bf0eaaf7ba875a5f0ce6f3c13ba98f9503651c1e6dc6757ed5c"},
+    {file = "triton-3.1.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c8182f42fd8080a7d39d666814fa36c5e30cc00ea7eeeb1a2983dbb4c99a0fdc"},
+    {file = "triton-3.1.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6dadaca7fc24de34e180271b5cf864c16755702e9f63a16f62df714a8099126a"},
+    {file = "triton-3.1.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:aafa9a20cd0d9fee523cd4504aa7131807a864cd77dcf6efe7e981f18b8c6c11"},
+]
+
+[package.dependencies]
+filelock = "*"
+
+[package.extras]
+build = ["cmake (>=3.20)", "lit"]
+tests = ["autopep8", "flake8", "isort", "llnl-hatchet", "numpy", "pytest", "scipy (>=1.7.1)"]
+tutorials = ["matplotlib", "pandas", "tabulate"]
+
 [[package]]
 name = "typer"
 version = "0.12.5"
@@ -4403,6 +4810,17 @@ files = [
     {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
 ]
 
+[[package]]
+name = "tzdata"
+version = "2024.2"
+description = "Provider of IANA time zone data"
+optional = true
+python-versions = ">=2"
+files = [
+    {file = "tzdata-2024.2-py2.py3-none-any.whl", hash = "sha256:a48093786cdcde33cad18c2555e8532f34422074448fbc874186f0abd79565cd"},
+    {file = "tzdata-2024.2.tar.gz", hash = "sha256:7d85cc416e9382e69095b7bdf4afd9e3880418a2413feec7069d533d6b4e31cc"},
+]
+
 [[package]]
 name = "urllib3"
 version = "2.2.3"
@@ -4723,10 +5141,10 @@ test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools",
 type = ["pytest-mypy"]
 
 [extras]
-parsing = ["azure-ai-documentintelligence", "openpyxl", "paddleocr", "paddlepaddle", "pydub", "pymupdf", "python-docx", "python-pptx"]
-server = ["fastapi", "uvicorn"]
+parsing = ["azure-ai-documentintelligence", "openpyxl", "paddlepaddle", "pydub", "pymupdf", "python-docx", "python-pptx"]
+server = ["docling", "fastapi", "uvicorn"]
 
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10"
-content-hash = "57da4da09121245d1195c97adb96682225962f9d40616c5bf5853c940614d723"
+content-hash = "f733e80620037e5ab51bfea4d51bc953cb766bde8a3ae909bc7ea5360dc11e57"
diff --git a/pyproject.toml b/pyproject.toml
index 00aeadaf..6827a9d1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -23,7 +23,6 @@ typer = "^0.12.5"
 pydantic = "^2.9.2"
 asteval = "^1.0.4"
 scikit-learn = "^1.5.2"
-numpy = "^1.26.4"
 pyrate-limiter = "^3.7.0"
 openpyxl = { version = "^3.1.5", optional = true }
 python-docx = { version = "^1.1.2", optional = true }
@@ -31,17 +30,17 @@ pydub = { version = "^0.25.1", optional = true }
 python-pptx = { version = "^1.0.2", optional = true }
 azure-ai-documentintelligence = { version = "^1.0.0b4", optional = true }
 paddlepaddle = { version = "^2.6.2", optional = true }
-paddleocr = { version = "^2.8.1", optional = true }
 pymupdf = { version = "^1.24.10", optional = true }
 jsonschema = "^4.23.0"
 rapidfuzz = "^3.10.0"
 fastapi = { version = "^0.115.0", optional = true }
 uvicorn = { version = "^0.31.0", optional = true }
 websockets = "^13.1"
+docling = { version  = "^2.5.2", optional = true }
 
 [tool.poetry.extras]
-parsing = ["python-docx", "openpyxl", "pydub", "python-pptx", "azure-ai-documentintelligence", "paddlepaddle", "paddleocr", "pymupdf"]
-server = ["fastapi", "uvicorn"]
+parsing = ["python-docx", "openpyxl", "pydub", "python-pptx", "azure-ai-documentintelligence", "paddlepaddle", "pymupdf"]
+server = ["fastapi", "uvicorn", "docling"]
 
 [tool.poetry.group.dev.dependencies]
 pytest = "^8.3.2"
diff --git a/server/app/main.py b/server/app/main.py
index bedde37d..23b6f406 100644
--- a/server/app/main.py
+++ b/server/app/main.py
@@ -1,7 +1,7 @@
 import os
 from fastapi import FastAPI
 from fastapi.middleware.cors import CORSMiddleware
-from server.app.routes import pipeline
+from server.app.routes import pipeline, convert
 from dotenv import load_dotenv
 
 load_dotenv()
@@ -28,6 +28,7 @@
 )
 
 app.include_router(pipeline.router)
+app.include_router(convert.router)
 
 
 @app.get("/")
diff --git a/server/app/routes/convert.py b/server/app/routes/convert.py
new file mode 100644
index 00000000..7dd77e79
--- /dev/null
+++ b/server/app/routes/convert.py
@@ -0,0 +1,80 @@
+from fastapi import APIRouter, UploadFile, File
+from typing import List
+import tempfile
+import os
+import aiohttp
+from pathlib import Path
+
+router = APIRouter()
+
+MODAL_ENDPOINT = "https://ucbepic--docling-converter-convert-documents.modal.run"
+
+@router.post("/api/convert-documents")
+async def convert_documents(files: List[UploadFile] = File(...)):
+    # First try Modal endpoint
+    try:
+        async with aiohttp.ClientSession() as session:
+            # Prepare files for multipart upload
+            data = aiohttp.FormData()
+            for file in files:
+                data.add_field('files',
+                             await file.read(),
+                             filename=file.filename,
+                             content_type=file.content_type)
+            
+            async with session.post(MODAL_ENDPOINT, data=data, timeout=120) as response:
+                if response.status == 200:
+                    return await response.json()
+            
+    except Exception as e:
+        print(f"Modal endpoint failed: {str(e)}. Falling back to local processing...")
+    
+    # If Modal fails, fall back to local processing
+    from docling.document_converter import DocumentConverter
+    doc_converter = DocumentConverter()
+    
+    # Create a temporary directory to store uploaded files
+    with tempfile.TemporaryDirectory() as temp_dir:
+        # Save uploaded files to temporary directory
+        file_paths = []
+        original_filenames = []  # Keep track of original filenames
+        txt_files = []  # Track which files are .txt
+        for file in files:
+            # Reset file position since we might have read it in the Modal attempt
+            await file.seek(0)
+            file_path = os.path.join(temp_dir, file.filename)
+            # Create parent directories if they don't exist
+            os.makedirs(os.path.dirname(file_path), exist_ok=True)
+            with open(file_path, "wb") as buffer:
+                content = await file.read()
+                buffer.write(content)
+            file_paths.append(file_path)
+            original_filenames.append(file.filename)
+            txt_files.append(file.filename.lower().endswith('.txt'))
+        
+        # Convert all documents
+        results = []
+        non_txt_paths = [fp for fp, is_txt in zip(file_paths, txt_files) if not is_txt]
+        
+        # Get docling iterator for non-txt files if there are any
+        docling_iter = iter(doc_converter.convert_all(non_txt_paths)) if non_txt_paths else iter([])
+        
+        # Process all files
+        for filename, file_path, is_txt in zip(original_filenames, file_paths, txt_files):
+            if is_txt:
+                # For txt files, just read the content
+                with open(file_path, 'r', encoding='utf-8') as f:
+                    content = f.read()
+                results.append({
+                    "filename": filename,
+                    "markdown": content
+                })
+            else:
+                # For non-txt files, get next result from docling iterator
+                conv_result = next(docling_iter)
+                results.append({
+                    "filename": filename,
+                    "markdown": conv_result.document.export_to_markdown()
+                })
+        
+        return {"documents": results}
\ No newline at end of file
diff --git a/website/package-lock.json b/website/package-lock.json
index 87950fde..a2bd553a 100644
--- a/website/package-lock.json
+++ b/website/package-lock.json
@@ -10,6 +10,7 @@
       "dependencies": {
         "@agbishop/react-ansi-18": "^4.0.6",
         "@ai-sdk/openai": "^0.0.70",
+        "@cyntler/react-doc-viewer": "^1.17.0",
         "@hookform/resolvers": "^3.9.0",
         "@monaco-editor/react": "^4.6.0",
         "@next/third-parties": "^14.2.11",
@@ -20,6 +21,7 @@
         "@radix-ui/react-context-menu": "^2.2.2",
         "@radix-ui/react-dialog": "^1.1.2",
         "@radix-ui/react-dropdown-menu": "^2.1.1",
+        "@radix-ui/react-hover-card": "^1.1.2",
         "@radix-ui/react-icons": "^1.3.0",
         "@radix-ui/react-label": "^2.1.0",
         "@radix-ui/react-menubar": "^1.1.2",
@@ -35,6 +37,7 @@
         "@tanstack/react-query": "^5.59.15",
         "@tanstack/react-table": "^8.20.5",
         "@tanstack/react-virtual": "^3.10.8",
+        "@types/mime-types": "^2.1.4",
         "@types/react-resizable": "^3.0.8",
         "ai": "^3.4.29",
         "anser": "^2.3.0",
@@ -437,9 +440,10 @@
       }
     },
     "node_modules/@babel/helper-plugin-utils": {
-      "version": "7.25.7",
-      "resolved": "https://registry.npmjs.org/@babel/helper-plugin-utils/-/helper-plugin-utils-7.25.7.tgz",
-      "integrity": "sha512-eaPZai0PiqCi09pPs3pAFfl/zYgGaE6IdXtYvmf0qlcDTd3WCtO7JWCcRd64e0EQrcYgiHibEZnOGsSY4QSgaw==",
+      "version": "7.25.9",
+      "resolved": "https://registry.npmjs.org/@babel/helper-plugin-utils/-/helper-plugin-utils-7.25.9.tgz",
+      "integrity": "sha512-kSMlyUVdWe25rEsRGviIgOWnoT/nfABVWlqt9N19/dIPWViAOW2s9wznP5tURbs/IDuNk4gPy3YdYRgH3uxhBw==",
+      "license": "MIT",
       "engines": {
         "node": ">=6.9.0"
       }
@@ -457,17 +461,19 @@
       }
     },
     "node_modules/@babel/helper-string-parser": {
-      "version": "7.25.7",
-      "resolved": "https://registry.npmjs.org/@babel/helper-string-parser/-/helper-string-parser-7.25.7.tgz",
-      "integrity": "sha512-CbkjYdsJNHFk8uqpEkpCvRs3YRp9tY6FmFY7wLMSYuGYkrdUi7r2lc4/wqsvlHoMznX3WJ9IP8giGPq68T/Y6g==",
+      "version": "7.25.9",
+      "resolved": "https://registry.npmjs.org/@babel/helper-string-parser/-/helper-string-parser-7.25.9.tgz",
+      "integrity": "sha512-4A/SCr/2KLd5jrtOMFzaKjVtAei3+2r/NChoBNoZ3EyP/+GlhoaEGoWOZUmFmoITP7zOJyHIMm+DYRd8o3PvHA==",
+      "license": "MIT",
       "engines": {
         "node": ">=6.9.0"
       }
     },
     "node_modules/@babel/helper-validator-identifier": {
-      "version": "7.25.7",
-      "resolved": "https://registry.npmjs.org/@babel/helper-validator-identifier/-/helper-validator-identifier-7.25.7.tgz",
-      "integrity": "sha512-AM6TzwYqGChO45oiuPqwL2t20/HdMC1rTPAesnBCgPCSF1x3oN9MVUwQV2iyz4xqWrctwK5RNC8LV22kaQCNYg==",
+      "version": "7.25.9",
+      "resolved": "https://registry.npmjs.org/@babel/helper-validator-identifier/-/helper-validator-identifier-7.25.9.tgz",
+      "integrity": "sha512-Ed61U6XJc3CVRfkERJWDz4dJwKe7iLmmJsbOGu9wSloNSFttHV0I8g6UAgb7qnK5ly5bGLPd4oXZlxCdANBOWQ==",
+      "license": "MIT",
       "engines": {
         "node": ">=6.9.0"
       }
@@ -811,18 +817,60 @@
       }
     },
     "node_modules/@babel/types": {
-      "version": "7.25.8",
-      "resolved": "https://registry.npmjs.org/@babel/types/-/types-7.25.8.tgz",
-      "integrity": "sha512-JWtuCu8VQsMladxVz/P4HzHUGCAwpuqacmowgXFs5XjxIgKuNjnLokQzuVjlTvIzODaDmpjT3oxcC48vyk9EWg==",
+      "version": "7.26.0",
+      "resolved": "https://registry.npmjs.org/@babel/types/-/types-7.26.0.tgz",
+      "integrity": "sha512-Z/yiTPj+lDVnF7lWeKCIJzaIkI0vYO87dMpZ4bg4TDrFe4XXLFWL1TbXU27gBP3QccxV9mZICCrnjnYlJjXHOA==",
+      "license": "MIT",
       "dependencies": {
-        "@babel/helper-string-parser": "^7.25.7",
-        "@babel/helper-validator-identifier": "^7.25.7",
-        "to-fast-properties": "^2.0.0"
+        "@babel/helper-string-parser": "^7.25.9",
+        "@babel/helper-validator-identifier": "^7.25.9"
       },
       "engines": {
         "node": ">=6.9.0"
       }
     },
+    "node_modules/@cyntler/react-doc-viewer": {
+      "version": "1.17.0",
+      "resolved": "https://registry.npmjs.org/@cyntler/react-doc-viewer/-/react-doc-viewer-1.17.0.tgz",
+      "integrity": "sha512-rx3HGcDpOtyuBuWjPaiMxgC4t476DeZiMS1KkQGY/o49SCjFr1Kh19UeICxYAt2oZ2mifE08xI3hcTQpIZ/jqw==",
+      "license": "Apache License 2.0",
+      "dependencies": {
+        "@types/mustache": "^4.2.5",
+        "@types/papaparse": "^5.3.14",
+        "ajv": "^7.2.4",
+        "core-js": "^3.37.1",
+        "mustache": "^4.2.0",
+        "papaparse": "^5.4.1",
+        "react-pdf": "^9.0.0",
+        "styled-components": "^6.1.11"
+      },
+      "peerDependencies": {
+        "react": ">=17.0.0",
+        "react-dom": ">=17.0.0"
+      }
+    },
+    "node_modules/@cyntler/react-doc-viewer/node_modules/ajv": {
+      "version": "7.2.4",
+      "resolved": "https://registry.npmjs.org/ajv/-/ajv-7.2.4.tgz",
+      "integrity": "sha512-nBeQgg/ZZA3u3SYxyaDvpvDtgZ/EZPF547ARgZBrG9Bhu1vKDwAIjtIf+sDtJUKa2zOcEbmRLBRSyMraS/Oy1A==",
+      "license": "MIT",
+      "dependencies": {
+        "fast-deep-equal": "^3.1.1",
+        "json-schema-traverse": "^1.0.0",
+        "require-from-string": "^2.0.2",
+        "uri-js": "^4.2.2"
+      },
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/epoberezkin"
+      }
+    },
+    "node_modules/@cyntler/react-doc-viewer/node_modules/json-schema-traverse": {
+      "version": "1.0.0",
+      "resolved": "https://registry.npmjs.org/json-schema-traverse/-/json-schema-traverse-1.0.0.tgz",
+      "integrity": "sha512-NM8/P9n3XjXhIZn1lLhkFaACTOURQXjWhV4BA/RnOv8xvgqtqpAX9IO4mRQxSx1Rlo4tqzeqb0sOlruaOy3dug==",
+      "license": "MIT"
+    },
     "node_modules/@emotion/babel-plugin": {
       "version": "11.12.0",
       "resolved": "https://registry.npmjs.org/@emotion/babel-plugin/-/babel-plugin-11.12.0.tgz",
@@ -1367,6 +1415,27 @@
         "@jridgewell/sourcemap-codec": "^1.4.14"
       }
     },
+    "node_modules/@mapbox/node-pre-gyp": {
+      "version": "1.0.11",
+      "resolved": "https://registry.npmjs.org/@mapbox/node-pre-gyp/-/node-pre-gyp-1.0.11.tgz",
+      "integrity": "sha512-Yhlar6v9WQgUp/He7BdgzOz8lqMQ8sU+jkCq7Wx8Myc5YFJLbEe7lgui/V7G1qB1DJykHSGwreceSaD60Y0PUQ==",
+      "license": "BSD-3-Clause",
+      "optional": true,
+      "dependencies": {
+        "detect-libc": "^2.0.0",
+        "https-proxy-agent": "^5.0.0",
+        "make-dir": "^3.1.0",
+        "node-fetch": "^2.6.7",
+        "nopt": "^5.0.0",
+        "npmlog": "^5.0.1",
+        "rimraf": "^3.0.2",
+        "semver": "^7.3.5",
+        "tar": "^6.1.11"
+      },
+      "bin": {
+        "node-pre-gyp": "bin/node-pre-gyp"
+      }
+    },
     "node_modules/@monaco-editor/loader": {
       "version": "1.4.0",
       "resolved": "https://registry.npmjs.org/@monaco-editor/loader/-/loader-1.4.0.tgz",
@@ -2529,6 +2598,127 @@
         }
       }
     },
+    "node_modules/@radix-ui/react-hover-card": {
+      "version": "1.1.2",
+      "resolved": "https://registry.npmjs.org/@radix-ui/react-hover-card/-/react-hover-card-1.1.2.tgz",
+      "integrity": "sha512-Y5w0qGhysvmqsIy6nQxaPa6mXNKznfoGjOfBgzOjocLxr2XlSjqBMYQQL+FfyogsMuX+m8cZyQGYhJxvxUzO4w==",
+      "license": "MIT",
+      "dependencies": {
+        "@radix-ui/primitive": "1.1.0",
+        "@radix-ui/react-compose-refs": "1.1.0",
+        "@radix-ui/react-context": "1.1.1",
+        "@radix-ui/react-dismissable-layer": "1.1.1",
+        "@radix-ui/react-popper": "1.2.0",
+        "@radix-ui/react-portal": "1.1.2",
+        "@radix-ui/react-presence": "1.1.1",
+        "@radix-ui/react-primitive": "2.0.0",
+        "@radix-ui/react-use-controllable-state": "1.1.0"
+      },
+      "peerDependencies": {
+        "@types/react": "*",
+        "@types/react-dom": "*",
+        "react": "^16.8 || ^17.0 || ^18.0 || ^19.0 || ^19.0.0-rc",
+        "react-dom": "^16.8 || ^17.0 || ^18.0 || ^19.0 || ^19.0.0-rc"
+      },
+      "peerDependenciesMeta": {
+        "@types/react": {
+          "optional": true
+        },
+        "@types/react-dom": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/@radix-ui/react-hover-card/node_modules/@radix-ui/react-context": {
+      "version": "1.1.1",
+      "resolved": "https://registry.npmjs.org/@radix-ui/react-context/-/react-context-1.1.1.tgz",
+      "integrity": "sha512-UASk9zi+crv9WteK/NU4PLvOoL3OuE6BWVKNF6hPRBtYBDXQ2u5iu3O59zUlJiTVvkyuycnqrztsHVJwcK9K+Q==",
+      "license": "MIT",
+      "peerDependencies": {
+        "@types/react": "*",
+        "react": "^16.8 || ^17.0 || ^18.0 || ^19.0 || ^19.0.0-rc"
+      },
+      "peerDependenciesMeta": {
+        "@types/react": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/@radix-ui/react-hover-card/node_modules/@radix-ui/react-dismissable-layer": {
+      "version": "1.1.1",
+      "resolved": "https://registry.npmjs.org/@radix-ui/react-dismissable-layer/-/react-dismissable-layer-1.1.1.tgz",
+      "integrity": "sha512-QSxg29lfr/xcev6kSz7MAlmDnzbP1eI/Dwn3Tp1ip0KT5CUELsxkekFEMVBEoykI3oV39hKT4TKZzBNMbcTZYQ==",
+      "license": "MIT",
+      "dependencies": {
+        "@radix-ui/primitive": "1.1.0",
+        "@radix-ui/react-compose-refs": "1.1.0",
+        "@radix-ui/react-primitive": "2.0.0",
+        "@radix-ui/react-use-callback-ref": "1.1.0",
+        "@radix-ui/react-use-escape-keydown": "1.1.0"
+      },
+      "peerDependencies": {
+        "@types/react": "*",
+        "@types/react-dom": "*",
+        "react": "^16.8 || ^17.0 || ^18.0 || ^19.0 || ^19.0.0-rc",
+        "react-dom": "^16.8 || ^17.0 || ^18.0 || ^19.0 || ^19.0.0-rc"
+      },
+      "peerDependenciesMeta": {
+        "@types/react": {
+          "optional": true
+        },
+        "@types/react-dom": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/@radix-ui/react-hover-card/node_modules/@radix-ui/react-portal": {
+      "version": "1.1.2",
+      "resolved": "https://registry.npmjs.org/@radix-ui/react-portal/-/react-portal-1.1.2.tgz",
+      "integrity": "sha512-WeDYLGPxJb/5EGBoedyJbT0MpoULmwnIPMJMSldkuiMsBAv7N1cRdsTWZWht9vpPOiN3qyiGAtbK2is47/uMFg==",
+      "license": "MIT",
+      "dependencies": {
+        "@radix-ui/react-primitive": "2.0.0",
+        "@radix-ui/react-use-layout-effect": "1.1.0"
+      },
+      "peerDependencies": {
+        "@types/react": "*",
+        "@types/react-dom": "*",
+        "react": "^16.8 || ^17.0 || ^18.0 || ^19.0 || ^19.0.0-rc",
+        "react-dom": "^16.8 || ^17.0 || ^18.0 || ^19.0 || ^19.0.0-rc"
+      },
+      "peerDependenciesMeta": {
+        "@types/react": {
+          "optional": true
+        },
+        "@types/react-dom": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/@radix-ui/react-hover-card/node_modules/@radix-ui/react-presence": {
+      "version": "1.1.1",
+      "resolved": "https://registry.npmjs.org/@radix-ui/react-presence/-/react-presence-1.1.1.tgz",
+      "integrity": "sha512-IeFXVi4YS1K0wVZzXNrbaaUvIJ3qdY+/Ih4eHFhWA9SwGR9UDX7Ck8abvL57C4cv3wwMvUE0OG69Qc3NCcTe/A==",
+      "license": "MIT",
+      "dependencies": {
+        "@radix-ui/react-compose-refs": "1.1.0",
+        "@radix-ui/react-use-layout-effect": "1.1.0"
+      },
+      "peerDependencies": {
+        "@types/react": "*",
+        "@types/react-dom": "*",
+        "react": "^16.8 || ^17.0 || ^18.0 || ^19.0 || ^19.0.0-rc",
+        "react-dom": "^16.8 || ^17.0 || ^18.0 || ^19.0 || ^19.0.0-rc"
+      },
+      "peerDependenciesMeta": {
+        "@types/react": {
+          "optional": true
+        },
+        "@types/react-dom": {
+          "optional": true
+        }
+      }
+    },
     "node_modules/@radix-ui/react-icons": {
       "version": "1.3.0",
       "resolved": "https://registry.npmjs.org/@radix-ui/react-icons/-/react-icons-1.3.0.tgz",
@@ -3801,11 +3991,23 @@
         "@types/unist": "*"
       }
     },
+    "node_modules/@types/mime-types": {
+      "version": "2.1.4",
+      "resolved": "https://registry.npmjs.org/@types/mime-types/-/mime-types-2.1.4.tgz",
+      "integrity": "sha512-lfU4b34HOri+kAY5UheuFMWPDOI+OPceBSHZKp69gEyTL/mmJ4cnU6Y/rlme3UL3GyOn6Y42hyIEw0/q8sWx5w==",
+      "license": "MIT"
+    },
     "node_modules/@types/ms": {
       "version": "0.7.34",
       "resolved": "https://registry.npmjs.org/@types/ms/-/ms-0.7.34.tgz",
       "integrity": "sha512-nG96G3Wp6acyAgJqGasjODb+acrI7KltPiRxzHPXnP3NgI28bpQDRv53olbqGXbfcgF5aiiHmO3xpwEpS5Ld9g=="
     },
+    "node_modules/@types/mustache": {
+      "version": "4.2.5",
+      "resolved": "https://registry.npmjs.org/@types/mustache/-/mustache-4.2.5.tgz",
+      "integrity": "sha512-PLwiVvTBg59tGFL/8VpcGvqOu3L4OuveNvPi0EYbWchRdEVP++yRUXJPFl+CApKEq13017/4Nf7aQ5lTtHUNsA==",
+      "license": "MIT"
+    },
     "node_modules/@types/node": {
       "version": "20.16.5",
       "resolved": "https://registry.npmjs.org/@types/node/-/node-20.16.5.tgz",
@@ -3814,6 +4016,15 @@
         "undici-types": "~6.19.2"
       }
     },
+    "node_modules/@types/papaparse": {
+      "version": "5.3.15",
+      "resolved": "https://registry.npmjs.org/@types/papaparse/-/papaparse-5.3.15.tgz",
+      "integrity": "sha512-JHe6vF6x/8Z85nCX4yFdDslN11d+1pr12E526X8WAfhadOeaOTx5AuIkvDKIBopfvlzpzkdMx4YyvSKCM9oqtw==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/node": "*"
+      }
+    },
     "node_modules/@types/parse-json": {
       "version": "4.0.2",
       "resolved": "https://registry.npmjs.org/@types/parse-json/-/parse-json-4.0.2.tgz",
@@ -3885,6 +4096,12 @@
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       "dev": true
     },
+    "node_modules/@types/stylis": {
+      "version": "4.2.5",
+      "resolved": "https://registry.npmjs.org/@types/stylis/-/stylis-4.2.5.tgz",
+      "integrity": "sha512-1Xve+NMN7FWjY14vLoY5tL3BVEQ/n42YLwaqJIPYhotZ9uBHt87VceMwWQpzmdEt2TNXIorIFG+YeCUUW7RInw==",
+      "license": "MIT"
+    },
     "node_modules/@types/unist": {
       "version": "3.0.3",
       "resolved": "https://registry.npmjs.org/@types/unist/-/unist-3.0.3.tgz",
@@ -4426,6 +4643,13 @@
       "optional": true,
       "peer": true
     },
+    "node_modules/abbrev": {
+      "version": "1.1.1",
+      "resolved": "https://registry.npmjs.org/abbrev/-/abbrev-1.1.1.tgz",
+      "integrity": "sha512-nne9/IiQ/hzIhY6pdDnbBtz7DjPTKrY00P/zvPSm5pOFkl6xuGrGnXn/VtTNNfNtAfZ9/1RtehkszU9qcTii0Q==",
+      "license": "ISC",
+      "optional": true
+    },
     "node_modules/acorn": {
       "version": "8.12.1",
       "resolved": "https://registry.npmjs.org/acorn/-/acorn-8.12.1.tgz",
@@ -4466,6 +4690,19 @@
         "acorn": ">=8.9.0"
       }
     },
+    "node_modules/agent-base": {
+      "version": "6.0.2",
+      "resolved": "https://registry.npmjs.org/agent-base/-/agent-base-6.0.2.tgz",
+      "integrity": "sha512-RZNwNclF7+MS/8bDg70amg32dyeZGZxiDuQmZxKLAlQjr3jGyLx+4Kkk58UO7D2QdgFIQCovuSuZESne6RG6XQ==",
+      "license": "MIT",
+      "optional": true,
+      "dependencies": {
+        "debug": "4"
+      },
+      "engines": {
+        "node": ">= 6.0.0"
+      }
+    },
     "node_modules/ai": {
       "version": "3.4.29",
       "resolved": "https://registry.npmjs.org/ai/-/ai-3.4.29.tgz",
@@ -4598,6 +4835,28 @@
         "node": ">= 8"
       }
     },
+    "node_modules/aproba": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/aproba/-/aproba-2.0.0.tgz",
+      "integrity": "sha512-lYe4Gx7QT+MKGbDsA+Z+he/Wtef0BiwDOlK/XkBrdfsh9J/jPPXbX0tE9x9cl27Tmu5gg3QUbUrQYa/y+KOHPQ==",
+      "license": "ISC",
+      "optional": true
+    },
+    "node_modules/are-we-there-yet": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/are-we-there-yet/-/are-we-there-yet-2.0.0.tgz",
+      "integrity": "sha512-Ci/qENmwHnsYo9xKIcUJN5LeDKdJ6R1Z1j9V/J5wyq8nh/mYPEpIKJbBZXtZjG04HiK7zV/p6Vs9952MrMeUIw==",
+      "deprecated": "This package is no longer supported.",
+      "license": "ISC",
+      "optional": true,
+      "dependencies": {
+        "delegates": "^1.0.0",
+        "readable-stream": "^3.6.0"
+      },
+      "engines": {
+        "node": ">=10"
+      }
+    },
     "node_modules/arg": {
       "version": "5.0.2",
       "resolved": "https://registry.npmjs.org/arg/-/arg-5.0.2.tgz",
@@ -5088,6 +5347,15 @@
         "node": ">= 6"
       }
     },
+    "node_modules/camelize": {
+      "version": "1.0.1",
+      "resolved": "https://registry.npmjs.org/camelize/-/camelize-1.0.1.tgz",
+      "integrity": "sha512-dU+Tx2fsypxTgtLoE36npi3UqcjSSMNYfkqgmoEhtZrraP5VWq0K7FkWVTYa8eMPtnU/G2txVsfdCJTn9uzpuQ==",
+      "license": "MIT",
+      "funding": {
+        "url": "https://github.com/sponsors/ljharb"
+      }
+    },
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+      "license": "0BSD"
+    },
     "node_modules/styled-jsx": {
       "version": "5.1.1",
       "resolved": "https://registry.npmjs.org/styled-jsx/-/styled-jsx-5.1.1.tgz",
@@ -11286,6 +12175,41 @@
         "node": ">=6"
       }
     },
+    "node_modules/tar": {
+      "version": "6.2.1",
+      "resolved": "https://registry.npmjs.org/tar/-/tar-6.2.1.tgz",
+      "integrity": "sha512-DZ4yORTwrbTj/7MZYq2w+/ZFdI6OZ/f9SFHR+71gIVUZhOQPHzVCLpvRnPgyaMpfWxxk/4ONva3GQSyNIKRv6A==",
+      "license": "ISC",
+      "optional": true,
+      "dependencies": {
+        "chownr": "^2.0.0",
+        "fs-minipass": "^2.0.0",
+        "minipass": "^5.0.0",
+        "minizlib": "^2.1.1",
+        "mkdirp": "^1.0.3",
+        "yallist": "^4.0.0"
+      },
+      "engines": {
+        "node": ">=10"
+      }
+    },
+    "node_modules/tar/node_modules/minipass": {
+      "version": "5.0.0",
+      "resolved": "https://registry.npmjs.org/minipass/-/minipass-5.0.0.tgz",
+      "integrity": "sha512-3FnjYuehv9k6ovOEbyOswadCDPX1piCfhV8ncmYtHOjuPwylVWsghTLo7rabjC3Rx5xD4HDx8Wm1xnMF7S5qFQ==",
+      "license": "ISC",
+      "optional": true,
+      "engines": {
+        "node": ">=8"
+      }
+    },
+    "node_modules/tar/node_modules/yallist": {
+      "version": "4.0.0",
+      "resolved": "https://registry.npmjs.org/yallist/-/yallist-4.0.0.tgz",
+      "integrity": "sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A==",
+      "license": "ISC",
+      "optional": true
+    },
     "node_modules/terser": {
       "version": "5.32.0",
       "resolved": "https://registry.npmjs.org/terser/-/terser-5.32.0.tgz",
@@ -11420,14 +12344,6 @@
       "resolved": "https://registry.npmjs.org/tmpl/-/tmpl-1.0.5.tgz",
       "integrity": "sha512-3f0uOEAQwIqGuWW2MVzYg8fV/QNnc/IpuJNG837rLuczAaLVHslWHZQj4IGiEl5Hs3kkbhwL9Ab7Hrsmuj+Smw=="
     },
-    "node_modules/to-fast-properties": {
-      "version": "2.0.0",
-      "resolved": "https://registry.npmjs.org/to-fast-properties/-/to-fast-properties-2.0.0.tgz",
-      "integrity": "sha512-/OaKK0xYrs3DmxRYqL/yDc+FxFUVYhDlXMhRmv3z915w2HF1tnN1omB354j8VUGO/hbRzyD6Y3sA7v7GS/ceog==",
-      "engines": {
-        "node": ">=4"
-      }
-    },
     "node_modules/to-regex-range": {
       "version": "5.0.1",
       "resolved": "https://registry.npmjs.org/to-regex-range/-/to-regex-range-5.0.1.tgz",
@@ -11439,6 +12355,13 @@
         "node": ">=8.0"
       }
     },
+    "node_modules/tr46": {
+      "version": "0.0.3",
+      "resolved": "https://registry.npmjs.org/tr46/-/tr46-0.0.3.tgz",
+      "integrity": "sha512-N3WMsuqV66lT30CrXNbEjx4GEwlow3v6rr4mCcv6prnfwhS01rkgyFdjPNBYd9br7LpXV1+Emh01fHnq2Gdgrw==",
+      "license": "MIT",
+      "optional": true
+    },
     "node_modules/trim-lines": {
       "version": "3.0.1",
       "resolved": "https://registry.npmjs.org/trim-lines/-/trim-lines-3.0.1.tgz",
@@ -12000,7 +12923,6 @@
       "version": "4.4.1",
       "resolved": "https://registry.npmjs.org/uri-js/-/uri-js-4.4.1.tgz",
       "integrity": "sha512-7rKUyy33Q1yc98pQ1DAmLtwX109F7TIfWlW1Ydo8Wl1ii1SeHieeh0HHfPeL2fMXK6z0s8ecKs9frCuLJvndBg==",
-      "devOptional": true,
       "dependencies": {
         "punycode": "^2.1.0"
       }
@@ -12159,6 +13081,15 @@
         "makeerror": "1.0.12"
       }
     },
+    "node_modules/warning": {
+      "version": "4.0.3",
+      "resolved": "https://registry.npmjs.org/warning/-/warning-4.0.3.tgz",
+      "integrity": "sha512-rpJyN222KWIvHJ/F53XSZv0Zl/accqHR8et1kpaMTD/fLCRxtV8iX8czMzY7sVZupTI3zcUTg8eycS2kNF9l6w==",
+      "license": "MIT",
+      "dependencies": {
+        "loose-envify": "^1.0.0"
+      }
+    },
     "node_modules/watchpack": {
       "version": "2.4.2",
       "resolved": "https://registry.npmjs.org/watchpack/-/watchpack-2.4.2.tgz",
@@ -12173,6 +13104,13 @@
         "node": ">=10.13.0"
       }
     },
+    "node_modules/webidl-conversions": {
+      "version": "3.0.1",
+      "resolved": "https://registry.npmjs.org/webidl-conversions/-/webidl-conversions-3.0.1.tgz",
+      "integrity": "sha512-2JAn3z8AR6rjK8Sm8orRC0h/bcl/DqL7tRPdGZ4I1CjdF+EaMLmYxBHyXuKL849eucPFhvBoxMsflfOb8kxaeQ==",
+      "license": "BSD-2-Clause",
+      "optional": true
+    },
     "node_modules/webpack": {
       "version": "5.94.0",
       "resolved": "https://registry.npmjs.org/webpack/-/webpack-5.94.0.tgz",
@@ -12254,6 +13192,17 @@
         "node": ">=4.0"
       }
     },
+    "node_modules/whatwg-url": {
+      "version": "5.0.0",
+      "resolved": "https://registry.npmjs.org/whatwg-url/-/whatwg-url-5.0.0.tgz",
+      "integrity": "sha512-saE57nupxk6v3HY35+jzBwYa0rKSy0XR8JSxZPwgLr7ys0IBzhGviA1/TUGJLmSVqs8pb9AnvICXEuOHLprYTw==",
+      "license": "MIT",
+      "optional": true,
+      "dependencies": {
+        "tr46": "~0.0.3",
+        "webidl-conversions": "^3.0.0"
+      }
+    },
     "node_modules/which": {
       "version": "2.0.2",
       "resolved": "https://registry.npmjs.org/which/-/which-2.0.2.tgz",
@@ -12348,6 +13297,38 @@
         "url": "https://github.com/sponsors/ljharb"
       }
     },
+    "node_modules/wide-align": {
+      "version": "1.1.5",
+      "resolved": "https://registry.npmjs.org/wide-align/-/wide-align-1.1.5.tgz",
+      "integrity": "sha512-eDMORYaPNZ4sQIuuYPDHdQvf4gyCF9rEEV/yPxGfwPkRodwEgiMUUXTx/dex+Me0wxx53S+NgUHaP7y3MGlDmg==",
+      "license": "ISC",
+      "optional": true,
+      "dependencies": {
+        "string-width": "^1.0.2 || 2 || 3 || 4"
+      }
+    },
+    "node_modules/wide-align/node_modules/emoji-regex": {
+      "version": "8.0.0",
+      "resolved": "https://registry.npmjs.org/emoji-regex/-/emoji-regex-8.0.0.tgz",
+      "integrity": "sha512-MSjYzcWNOA0ewAHpz0MxpYFvwg6yjy1NG3xteoqz644VCo/RPgnr1/GGt+ic3iJTzQ8Eu3TdM14SawnVUmGE6A==",
+      "license": "MIT",
+      "optional": true
+    },
+    "node_modules/wide-align/node_modules/string-width": {
+      "version": "4.2.3",
+      "resolved": "https://registry.npmjs.org/string-width/-/string-width-4.2.3.tgz",
+      "integrity": "sha512-wKyQRQpjJ0sIp62ErSZdGsjMJWsap5oRNihHhu6G7JVO/9jIB6UyevL+tXuOqrng8j/cxKTWyWUwvSTriiZz/g==",
+      "license": "MIT",
+      "optional": true,
+      "dependencies": {
+        "emoji-regex": "^8.0.0",
+        "is-fullwidth-code-point": "^3.0.0",
+        "strip-ansi": "^6.0.1"
+      },
+      "engines": {
+        "node": ">=8"
+      }
+    },
     "node_modules/word-wrap": {
       "version": "1.2.5",
       "resolved": "https://registry.npmjs.org/word-wrap/-/word-wrap-1.2.5.tgz",
diff --git a/website/package.json b/website/package.json
index 79434f1b..bdfab8e5 100644
--- a/website/package.json
+++ b/website/package.json
@@ -11,6 +11,7 @@
   "dependencies": {
     "@agbishop/react-ansi-18": "^4.0.6",
     "@ai-sdk/openai": "^0.0.70",
+    "@cyntler/react-doc-viewer": "^1.17.0",
     "@hookform/resolvers": "^3.9.0",
     "@monaco-editor/react": "^4.6.0",
     "@next/third-parties": "^14.2.11",
@@ -21,6 +22,7 @@
     "@radix-ui/react-context-menu": "^2.2.2",
     "@radix-ui/react-dialog": "^1.1.2",
     "@radix-ui/react-dropdown-menu": "^2.1.1",
+    "@radix-ui/react-hover-card": "^1.1.2",
     "@radix-ui/react-icons": "^1.3.0",
     "@radix-ui/react-label": "^2.1.0",
     "@radix-ui/react-menubar": "^1.1.2",
@@ -36,6 +38,7 @@
     "@tanstack/react-query": "^5.59.15",
     "@tanstack/react-table": "^8.20.5",
     "@tanstack/react-virtual": "^3.10.8",
+    "@types/mime-types": "^2.1.4",
     "@types/react-resizable": "^3.0.8",
     "ai": "^3.4.29",
     "anser": "^2.3.0",
diff --git a/website/src/app/api/convertDocuments/route.ts b/website/src/app/api/convertDocuments/route.ts
new file mode 100644
index 00000000..a8ecaf02
--- /dev/null
+++ b/website/src/app/api/convertDocuments/route.ts
@@ -0,0 +1,51 @@
+import { NextRequest, NextResponse } from "next/server";
+
+export async function POST(request: NextRequest) {
+  try {
+    const formData = await request.formData();
+    const files = formData.getAll("files");
+
+    if (!files || files.length === 0) {
+      return NextResponse.json({ error: "No files provided" }, { status: 400 });
+    }
+
+    // Create a new FormData to forward to the Python backend
+    const backendFormData = new FormData();
+    files.forEach((file) => {
+      backendFormData.append("files", file);
+    });
+
+    // Forward the request to the Python backend
+    const response = await fetch(
+      `http://${process.env.NEXT_PUBLIC_BACKEND_HOST}:${process.env.NEXT_PUBLIC_BACKEND_PORT}/api/convert-documents`,
+      {
+        method: "POST",
+        body: backendFormData,
+      }
+    );
+
+    if (!response.ok) {
+      throw new Error(`Backend returned ${response.status}`);
+    }
+
+    const data = await response.json();
+
+    return NextResponse.json({
+      documents: data.documents,
+      message: "Documents converted successfully",
+    });
+  } catch (error) {
+    console.error("Error converting documents:", error);
+    return NextResponse.json(
+      { error: "Failed to convert documents" },
+      { status: 500 }
+    );
+  }
+}
+
+// Increase the maximum request size limit for file uploads
+export const config = {
+  api: {
+    bodyParser: false,
+  },
+};
diff --git a/website/src/app/api/saveDocuments/route.ts b/website/src/app/api/saveDocuments/route.ts
new file mode 100644
index 00000000..f1cb8c36
--- /dev/null
+++ b/website/src/app/api/saveDocuments/route.ts
@@ -0,0 +1,52 @@
+import { NextRequest, NextResponse } from "next/server";
+import { writeFile } from "fs/promises";
+import path from "path";
+import { mkdir } from "fs/promises";
+import os from "os";
+
+interface SavedFile {
+  name: string;
+  path: string;
+}
+
+export async function POST(request: NextRequest) {
+  try {
+    const formData = await request.formData();
+    const files = formData.getAll("files") as File[];
+
+    if (!files || files.length === 0) {
+      return NextResponse.json({ error: "No files provided" }, { status: 400 });
+    }
+
+    // Create uploads directory in user's home directory if it doesn't exist
+    const uploadsDir = path.join(os.homedir(), ".docetl", "documents");
+    await mkdir(uploadsDir, { recursive: true });
+
+    const savedFiles = await Promise.all(
+      files.map(async (file) => {
+        const bytes = await file.arrayBuffer();
+        const buffer = Buffer.from(bytes);
+
+        // Create a safe filename
+        const fileName = file.name.replace(/[^a-zA-Z0-9.-]/g, "_");
+        const filePath = path.join(uploadsDir, fileName);
+
+        // Save the file
+        await writeFile(filePath, buffer);
+
+        return {
+          name: file.name,
+          path: filePath,
+        } as SavedFile;
+      })
+    );
+
+    return NextResponse.json({ files: savedFiles }, { status: 200 });
+  } catch (error) {
+    console.error("Error saving documents:", error);
+    return NextResponse.json(
+      { error: "Failed to save documents" },
+      { status: 500 }
+    );
+  }
+}
diff --git a/website/src/app/api/serveDocument/route.ts b/website/src/app/api/serveDocument/route.ts
new file mode 100644
index 00000000..217e3c01
--- /dev/null
+++ b/website/src/app/api/serveDocument/route.ts
@@ -0,0 +1,33 @@
+import { NextRequest, NextResponse } from "next/server";
+import { readFile } from "fs/promises";
+import path from "path";
+import { lookup } from "mime-types";
+
+export async function GET(request: NextRequest) {
+  try {
+    const filePath = request.nextUrl.searchParams.get("path");
+
+    if (!filePath) {
+      return NextResponse.json(
+        { error: "No file path provided" },
+        { status: 400 }
+      );
+    }
+
+    const fileBuffer = await readFile(filePath);
+    const mimeType = lookup(filePath) || "application/octet-stream";
+
+    return new NextResponse(fileBuffer, {
+      headers: {
+        "Content-Type": mimeType,
+        "Content-Disposition": `inline; filename="${path.basename(filePath)}"`,
+      },
+    });
+  } catch (error) {
+    console.error("Error serving file:", error);
+    return NextResponse.json(
+      { error: "Failed to serve file" },
+      { status: 500 }
+    );
+  }
+}
diff --git a/website/src/app/api/utils.ts b/website/src/app/api/utils.ts
index 0671fa92..204217c8 100644
--- a/website/src/app/api/utils.ts
+++ b/website/src/app/api/utils.ts
@@ -52,6 +52,23 @@ export function generatePipelineConfig(
       delete newOp.id;
       delete newOp.llmType;
 
+      // Convert numeric strings in otherKwargs to numbers
+      Object.entries(newOp).forEach(([key, value]) => {
+        if (typeof value === "string") {
+          // Try parsing as float first
+          const floatVal = parseFloat(value);
+          if (!isNaN(floatVal) && floatVal.toString() === value) {
+            newOp[key] = floatVal;
+            return;
+          }
+          // Try parsing as integer
+          const intVal = parseInt(value, 10);
+          if (!isNaN(intVal) && intVal.toString() === value) {
+            newOp[key] = intVal;
+          }
+        }
+      });
+
       if (
         op.gleaning &&
         (op.gleaning.num_rounds === 0 || !op.gleaning.validation_prompt)
diff --git a/website/src/app/globals.css b/website/src/app/globals.css
index 45b5b520..6418a0e3 100644
--- a/website/src/app/globals.css
+++ b/website/src/app/globals.css
@@ -137,3 +137,13 @@
 .btn-secondary {
   @apply bg-secondary text-secondary-foreground hover:bg-secondary/80;
 }
+
+/* Hide scrollbar but keep functionality */
+.scrollbar-none {
+  -ms-overflow-style: none;  /* IE and Edge */
+  scrollbar-width: none;  /* Firefox */
+}
+
+.scrollbar-none::-webkit-scrollbar {
+  display: none;  /* Chrome, Safari and Opera */
+}
diff --git a/website/src/app/types.ts b/website/src/app/types.ts
index c13e0fb6..2b5ba26f 100644
--- a/website/src/app/types.ts
+++ b/website/src/app/types.ts
@@ -1,6 +1,8 @@
 export type File = {
   name: string;
   path: string;
+  type: "json" | "document";
+  parentFolder?: string;
 };
 
 export type Operation = {
diff --git a/website/src/components/DatasetView.tsx b/website/src/components/DatasetView.tsx
index eb91db42..d9cfc601 100644
--- a/website/src/components/DatasetView.tsx
+++ b/website/src/components/DatasetView.tsx
@@ -253,18 +253,36 @@ const DatasetView: React.FC<{ file: File | null }> = ({ file }) => {
 
       setTimeout(() => {
         try {
-          // @ts-ignore
           const allContent = data.pages.map((page) => page.content).join("");
-          const documents = JSON.parse(allContent) as Record<string, unknown>[];
+          let documents: Record<string, unknown>[] = [];
+
+          try {
+            documents = JSON.parse(allContent) as Record<string, unknown>[];
+            if (!Array.isArray(documents)) {
+              throw new Error("Content is not an array of documents");
+            }
+          } catch (parseError) {
+            console.error("Error parsing JSON:", parseError);
+            setDatasetStats((prev) => ({ ...prev, isCalculating: false }));
+            return;
+          }
 
           const wordCounts = documents.map((doc) => {
-            const text = Object.values(doc).join(" ");
+            const text =
+              typeof doc === "object"
+                ? JSON.stringify(doc, null, 2).replace(/[{}\[\]"]/g, "")
+                : String(doc);
             return text
               .trim()
               .split(/\s+/)
               .filter((word) => word.length > 0).length;
           });
 
+          if (wordCounts.length === 0) {
+            setDatasetStats((prev) => ({ ...prev, isCalculating: false }));
+            return;
+          }
+
           // Calculate histogram bins
           const binCount = Math.min(
             20,
@@ -283,12 +301,17 @@ const DatasetView: React.FC<{ file: File | null }> = ({ file }) => {
             })
           );
 
+          // Safely count documents in each bin
           wordCounts.forEach((count) => {
-            const binIndex = Math.min(
-              Math.floor((count - minCount) / binSize),
-              binCount - 1
-            );
-            histogram[binIndex].count++;
+            if (typeof count === "number") {
+              const binIndex = Math.min(
+                Math.floor((count - minCount) / binSize),
+                binCount - 1
+              );
+              if (binIndex >= 0 && binIndex < histogram.length) {
+                histogram[binIndex].count++;
+              }
+            }
           });
 
           const stats: DatasetStats = {
diff --git a/website/src/components/DocumentViewer.tsx b/website/src/components/DocumentViewer.tsx
new file mode 100644
index 00000000..54a17ac4
--- /dev/null
+++ b/website/src/components/DocumentViewer.tsx
@@ -0,0 +1,63 @@
+import React from "react";
+import DocViewer, { DocViewerRenderers } from "@cyntler/react-doc-viewer";
+import {
+  Dialog,
+  DialogContent,
+  DialogHeader,
+  DialogTitle,
+} from "@/components/ui/dialog";
+import "@cyntler/react-doc-viewer/dist/index.css";
+
+interface DocumentViewerProps {
+  isOpen: boolean;
+  onClose: () => void;
+  filePath: string;
+  fileName: string;
+}
+
+export const DocumentViewer: React.FC<DocumentViewerProps> = ({
+  isOpen,
+  onClose,
+  filePath,
+  fileName,
+}) => {
+  const fileUrl = `/api/serveDocument?path=${encodeURIComponent(filePath)}`;
+  const docs = [{ uri: fileUrl, fileName: fileName }];
+
+  return (
+    <Dialog open={isOpen} onOpenChange={(open) => !open && onClose()}>
+      <DialogContent className="max-w-[calc(100vh*0.75)] h-[100vh] p-0 overflow-hidden">
+        <DialogHeader className="p-4 pb-0">
+          <DialogTitle className="pr-8">{fileName}</DialogTitle>
+        </DialogHeader>
+        <div className="flex-1 p-4 pt-0 overflow-hidden">
+          <div className="h-full w-full overflow-hidden">
+            <DocViewer
+              pluginRenderers={DocViewerRenderers}
+              documents={docs}
+              initialActiveDocument={docs[0]}
+              style={{
+                height: "100%",
+                width: "100%",
+                maxHeight: "100%",
+                overflow: "auto",
+                backgroundColor: "white",
+              }}
+              config={{
+                header: {
+                  disableHeader: true,
+                  disableFileName: true,
+                },
+                pdfZoom: {
+                  defaultZoom: 1,
+                  zoomJump: 0.2,
+                },
+                pdfVerticalScrollByDefault: true,
+              }}
+            />
+          </div>
+        </div>
+      </DialogContent>
+    </Dialog>
+  );
+};
diff --git a/website/src/components/FileExplorer.tsx b/website/src/components/FileExplorer.tsx
index 876e85eb..2a2ab623 100644
--- a/website/src/components/FileExplorer.tsx
+++ b/website/src/components/FileExplorer.tsx
@@ -1,39 +1,177 @@
-import React from "react";
-import { FileText, Upload, Trash2, Eye } from "lucide-react";
+import React, { useEffect, useState } from "react";
+import {
+  FileText,
+  Upload,
+  Trash2,
+  Eye,
+  FolderUp,
+  Download,
+  Loader2,
+  X,
+  Folder,
+  Database,
+} from "lucide-react";
 import { Button } from "@/components/ui/button";
 import { Input } from "@/components/ui/input";
-import { File } from "@/app/types";
+import type { File } from "@/app/types";
 import {
   ContextMenu,
   ContextMenuContent,
   ContextMenuItem,
   ContextMenuTrigger,
 } from "@/components/ui/context-menu";
+import {
+  DropdownMenu,
+  DropdownMenuContent,
+  DropdownMenuItem,
+  DropdownMenuTrigger,
+} from "@/components/ui/dropdown-menu";
+import {
+  Dialog,
+  DialogContent,
+  DialogHeader,
+  DialogTitle,
+} from "@/components/ui/dialog";
+import { useToast } from "@/hooks/use-toast";
+import { DocumentViewer } from "./DocumentViewer";
+import {
+  AlertDialog,
+  AlertDialogAction,
+  AlertDialogCancel,
+  AlertDialogContent,
+  AlertDialogDescription,
+  AlertDialogFooter,
+  AlertDialogHeader,
+  AlertDialogTitle,
+} from "@/components/ui/alert-dialog";
 
 interface FileExplorerProps {
   files: File[];
   onFileClick: (file: File) => void;
   onFileUpload: (file: File) => void;
   onFileDelete: (file: File) => void;
+  onFolderDelete?: (folderName: string) => void;
   currentFile: File | null;
   setCurrentFile: (file: File | null) => void;
   setShowDatasetView: (show: boolean) => void;
 }
 
+function mergeFileList(
+  existing: FileList | null,
+  newFiles: FileList
+): FileList {
+  const dt = new DataTransfer();
+
+  // Add existing files
+  if (existing) {
+    Array.from(existing).forEach((file) => dt.items.add(file));
+  }
+
+  // Add new files
+  Array.from(newFiles).forEach((file) => dt.items.add(file));
+
+  return dt.files;
+}
+
+async function getAllFiles(entry: FileSystemEntry): Promise<File[]> {
+  const files: File[] = [];
+
+  async function processEntry(
+    entry: FileSystemEntry,
+    path: string = ""
+  ): Promise<void> {
+    if (entry.isFile) {
+      const fileEntry = entry as FileSystemFileEntry;
+      const file = await new Promise<File>((resolve, reject) => {
+        fileEntry.file(resolve, reject);
+      });
+
+      // Check if file has supported extension
+      const supportedExtensions = [
+        ".pdf",
+        ".docx",
+        ".doc",
+        ".txt",
+        ".html",
+        ".pptx",
+      ];
+      if (
+        supportedExtensions.some((ext) => file.name.toLowerCase().endsWith(ext))
+      ) {
+        // Create a new file with the full path
+        const fullPath = path ? `${path}/${file.name}` : file.name;
+        const newFile = new File([file], fullPath, { type: file.type });
+        Object.defineProperty(newFile, "relativePath", { value: fullPath });
+        files.push(newFile);
+      }
+    } else if (entry.isDirectory) {
+      const dirEntry = entry as FileSystemDirectoryEntry;
+      const dirReader = dirEntry.createReader();
+
+      const entries = await new Promise<FileSystemEntry[]>(
+        (resolve, reject) => {
+          dirReader.readEntries(resolve, reject);
+        }
+      );
+
+      const newPath = path ? `${path}/${entry.name}` : entry.name;
+      await Promise.all(entries.map((e) => processEntry(e, newPath)));
+    }
+  }
+
+  await processEntry(entry);
+  return files;
+}
+
 export const FileExplorer: React.FC<FileExplorerProps> = ({
   files,
   onFileClick,
   onFileUpload,
   onFileDelete,
+  onFolderDelete,
   currentFile,
   setCurrentFile,
   setShowDatasetView,
 }) => {
+  const { toast } = useToast();
+  const [isUploadDialogOpen, setIsUploadDialogOpen] = useState(false);
+  const [selectedFiles, setSelectedFiles] = useState<FileList | null>(null);
+  const [isConverting, setIsConverting] = useState(false);
+  const [draggedFiles, setDraggedFiles] = useState<number>(0);
+  const [viewingDocument, setViewingDocument] = useState<File | null>(null);
+  const [folderToDelete, setFolderToDelete] = useState<string | null>(null);
+  const [uploadingFiles, setUploadingFiles] = useState<Set<string>>(new Set());
+
+  // Group files by folder
+  const groupedFiles = files.reduce((acc: { [key: string]: File[] }, file) => {
+    const folder = file.parentFolder || "root";
+    if (!acc[folder]) {
+      acc[folder] = [];
+    }
+    acc[folder].push(file);
+    return acc;
+  }, {});
+
+  const handleFileClick = (file: File) => {
+    if (file.type === "document") {
+      setViewingDocument(file);
+    } else {
+      handleFileSelection(file);
+    }
+  };
+
   const handleFileUpload = async (
     event: React.ChangeEvent<HTMLInputElement>
   ) => {
     const uploadedFile = event.target.files?.[0];
-    if (uploadedFile && uploadedFile.type === "application/json") {
+    if (!uploadedFile) {
+      console.log("No file selected");
+      return;
+    }
+
+    if (uploadedFile.type === "application/json") {
+      setUploadingFiles((prev) => new Set(prev).add(uploadedFile.name));
+
       const formData = new FormData();
       formData.append("file", uploadedFile);
 
@@ -48,16 +186,41 @@ export const FileExplorer: React.FC<FileExplorerProps> = ({
         }
 
         const data = await response.json();
-        const filePath = data.path; // This will be the absolute path from the server
 
-        onFileUpload({ name: uploadedFile.name, path: filePath });
-        setCurrentFile({ name: uploadedFile.name, path: filePath });
+        const newFile = {
+          name: uploadedFile.name,
+          path: data.path,
+          type: "json" as const,
+          parentFolder: "root",
+        };
+
+        onFileUpload(newFile);
+        setCurrentFile(newFile);
+
+        toast({
+          title: "Success",
+          description: "Dataset uploaded successfully",
+        });
       } catch (error) {
-        alert("Failed to upload file");
         console.error(error);
+        toast({
+          variant: "destructive",
+          title: "Error",
+          description: "Failed to upload file",
+        });
+      } finally {
+        setUploadingFiles((prev) => {
+          const next = new Set(prev);
+          next.delete(uploadedFile.name);
+          return next;
+        });
       }
     } else {
-      alert("Please upload a JSON file");
+      toast({
+        variant: "destructive",
+        title: "Error",
+        description: "Please upload a JSON file",
+      });
     }
   };
 
@@ -66,59 +229,589 @@ export const FileExplorer: React.FC<FileExplorerProps> = ({
     onFileClick(file);
   };
 
+  const handleFolderUpload = async (
+    fileList: FileList | DataTransferItemList
+  ) => {
+    const files: File[] = [];
+
+    const processItems = async () => {
+      const items = Array.from(fileList);
+
+      for (const item of items) {
+        if ("webkitGetAsEntry" in item) {
+          // Handle drag and drop
+          const entry = (item as DataTransferItem).webkitGetAsEntry();
+          if (entry) {
+            const entryFiles = await getAllFiles(entry);
+            files.push(...entryFiles);
+          }
+        } else {
+          // Handle regular file input
+          const file = item as File;
+          const supportedExtensions = [
+            ".pdf",
+            ".docx",
+            ".doc",
+            ".txt",
+            ".html",
+            ".pptx",
+          ];
+          if (
+            supportedExtensions.some((ext) =>
+              file.name.toLowerCase().endsWith(ext)
+            )
+          ) {
+            files.push(file);
+          }
+        }
+      }
+    };
+
+    await processItems();
+
+    // Create a new FileList-like object with the collected files
+    const dt = new DataTransfer();
+    files.forEach((file) => dt.items.add(file));
+    setSelectedFiles((prevFiles) => mergeFileList(prevFiles, dt.files));
+  };
+
+  useEffect(() => {
+    if (!isUploadDialogOpen && !viewingDocument && !folderToDelete) {
+      // Reset pointer-events after the dialog closes
+      document.body.style.pointerEvents = "auto";
+    }
+  }, [isUploadDialogOpen, viewingDocument, folderToDelete]);
+
+  const handleDialogClose = () => {
+    // Clear the state and close the dialog
+    setIsUploadDialogOpen(false);
+    setIsConverting(false);
+    setSelectedFiles(null);
+  };
+
+  const handleConversion = async () => {
+    if (!selectedFiles) return;
+
+    setIsConverting(true);
+    const formData = new FormData();
+
+    // First, save all original documents and collect their paths
+    const originalDocsFormData = new FormData();
+    Array.from(selectedFiles).forEach((file) => {
+      // Add to conversion formData
+      formData.append("files", file);
+      // Add to storage formData with original filename to preserve it
+      originalDocsFormData.append(
+        "files",
+        new File([file], file.name, { type: file.type })
+      );
+    });
+
+    try {
+      // First save the original documents
+      const saveDocsResponse = await fetch("/api/saveDocuments", {
+        method: "POST",
+        body: originalDocsFormData,
+      });
+
+      if (!saveDocsResponse.ok) {
+        throw new Error("Failed to save original documents");
+      }
+
+      const savedDocs = await saveDocsResponse.json();
+
+      // Then proceed with conversion
+      const response = await fetch("/api/convertDocuments", {
+        method: "POST",
+        body: formData,
+      });
+
+      if (!response.ok) {
+        throw new Error("Failed to convert documents");
+      }
+
+      const result = await response.json();
+
+      // Create a folder name based on timestamp
+      const timestamp = new Date().toISOString().replace(/[:.]/g, "-");
+      const folderName = `converted_${timestamp}`;
+
+      // Add original documents to the file explorer
+      savedDocs.files.forEach((savedDoc: { name: string; path: string }) => {
+        const originalFile = {
+          name: savedDoc.name,
+          path: savedDoc.path,
+          type: "document" as const,
+          parentFolder: folderName,
+        };
+        onFileUpload(originalFile);
+      });
+
+      // Create and upload the JSON result file
+      const jsonFile = new File(
+        [JSON.stringify(result.documents, null, 2)],
+        `docs_${timestamp}.json`,
+        { type: "application/json" }
+      );
+
+      const jsonFormData = new FormData();
+      jsonFormData.append("file", jsonFile);
+
+      const uploadResponse = await fetch("/api/uploadFile", {
+        method: "POST",
+        body: jsonFormData,
+      });
+
+      if (!uploadResponse.ok) {
+        throw new Error("Failed to upload converted file");
+      }
+
+      const uploadData = await uploadResponse.json();
+
+      const newFile = {
+        name: jsonFile.name,
+        path: uploadData.path,
+        type: "json" as const,
+        parentFolder: folderName,
+      };
+
+      onFileUpload(newFile);
+      setCurrentFile(newFile);
+      handleDialogClose();
+
+      toast({
+        title: "Success",
+        description:
+          "Documents converted and uploaded successfully. We recommend downloading your dataset json file.",
+      });
+    } catch (error) {
+      console.error("Error processing files:", error);
+      toast({
+        variant: "destructive",
+        title: "Error",
+        description: "Failed to process files. Please try again.",
+      });
+    } finally {
+      setIsConverting(false);
+    }
+  };
+
+  const handleFileDownload = async (file: File) => {
+    try {
+      const response = await fetch(
+        `/api/readFile?path=${encodeURIComponent(file.path)}`
+      );
+      if (!response.ok) {
+        throw new Error("Failed to download file");
+      }
+
+      const blob = await response.blob();
+      const url = window.URL.createObjectURL(blob);
+      const a = document.createElement("a");
+      a.href = url;
+      a.download = file.name;
+      document.body.appendChild(a);
+      a.click();
+      window.URL.revokeObjectURL(url);
+      document.body.removeChild(a);
+    } catch (error) {
+      console.error("Error downloading file:", error);
+      toast({
+        variant: "destructive",
+        title: "Error",
+        description: "Failed to download file",
+      });
+    }
+  };
+
+  const handleFolderDeleteClick = (folderName: string) => {
+    setFolderToDelete(folderName);
+  };
+
+  const handleFolderDeleteConfirm = () => {
+    if (!folderToDelete) return;
+
+    // Get all files in the folder
+    const filesInFolder = files.filter(
+      (file) => file.parentFolder === folderToDelete
+    );
+
+    // If current file is in this folder, clear it
+    if (currentFile && currentFile.parentFolder === folderToDelete) {
+      setCurrentFile(null);
+    }
+
+    // Delete all files in the folder
+    filesInFolder.forEach((file) => {
+      onFileDelete(file);
+    });
+
+    // Call the optional folder delete callback
+    if (onFolderDelete) {
+      onFolderDelete(folderToDelete);
+    }
+
+    setFolderToDelete(null);
+  };
+
   return (
-    <div className="h-full p-4">
-      <div className="flex justify-between items-center mb-2">
-        <h2 className="text-sm font-bold mb-2 flex items-center uppercase whitespace-nowrap overflow-x-auto">
+    <div className="h-full flex flex-col p-4">
+      <div className="flex justify-between items-center mb-2 flex-shrink-0">
+        <h2 className="text-sm font-bold flex items-center uppercase whitespace-nowrap overflow-x-auto">
           File Explorer
         </h2>
-        <Button
-          variant="ghost"
-          size="icon"
-          className="rounded-sm flex-shrink-0"
-        >
-          <Input
-            type="file"
-            accept=".json"
-            onChange={handleFileUpload}
-            className="hidden"
-            id="file-upload"
-          />
-          <label htmlFor="file-upload" className="cursor-pointer">
-            <Upload size={16} />
-          </label>
-        </Button>
+
+        <DropdownMenu>
+          <DropdownMenuTrigger asChild>
+            <Button variant="ghost" size="icon" className="rounded-sm">
+              <Upload size={16} />
+            </Button>
+          </DropdownMenuTrigger>
+          <DropdownMenuContent align="end">
+            <DropdownMenuItem onSelect={(e) => e.preventDefault()}>
+              <div className="flex items-center w-full">
+                <Input
+                  type="file"
+                  accept=".json,application/json"
+                  onChange={(e) => {
+                    handleFileUpload(e);
+                    e.currentTarget.value = "";
+                  }}
+                  className="hidden"
+                  id="file-upload"
+                />
+                <label
+                  htmlFor="file-upload"
+                  className="flex items-center w-full cursor-pointer"
+                >
+                  <Database className="mr-2 h-4 w-4" />
+                  <span>Upload dataset.json</span>
+                </label>
+              </div>
+            </DropdownMenuItem>
+            <DropdownMenuItem onClick={() => setIsUploadDialogOpen(true)}>
+              <FolderUp className="mr-2 h-4 w-4" />
+              <span>Upload Files or Folder</span>
+            </DropdownMenuItem>
+          </DropdownMenuContent>
+        </DropdownMenu>
       </div>
-      <div className="overflow-x-auto">
-        {files.map((file) => (
-          <ContextMenu key={file.name}>
-            <ContextMenuTrigger
-              className={`flex w-full cursor-pointer hover:bg-gray-100 p-1 whitespace-nowrap ${
-                currentFile?.name === file.name ? "bg-blue-100" : ""
-              }`}
-              onClick={() => handleFileSelection(file)}
-            >
-              <FileText className="inline mr-2" size={16} />
-              {file.name}
-            </ContextMenuTrigger>
-            <ContextMenuContent className="w-64">
-              <ContextMenuItem
-                onClick={() => {
-                  handleFileSelection(file);
-                  setShowDatasetView(true);
-                }}
-              >
-                <Eye className="mr-2 h-4 w-4" />
-                <span>View File</span>
-              </ContextMenuItem>
-              <ContextMenuItem onClick={() => onFileDelete(file)}>
-                <Trash2 className="mr-2 h-4 w-4" />
-                <span>Delete</span>
-              </ContextMenuItem>
-            </ContextMenuContent>
-          </ContextMenu>
+
+      <div className="overflow-y-auto flex-grow">
+        {Object.entries(groupedFiles).map(([folder, folderFiles]) => (
+          <div key={folder}>
+            {folder !== "root" && (
+              <ContextMenu>
+                <ContextMenuTrigger className="flex items-center p-1 text-xs text-gray-600 relative hover:bg-gray-100">
+                  <div className="absolute left-1">
+                    <Folder className="h-4 w-4" />
+                  </div>
+                  <span className="pl-5 whitespace-nowrap overflow-x-auto">
+                    {folder}
+                  </span>
+                </ContextMenuTrigger>
+                <ContextMenuContent className="w-64">
+                  <ContextMenuItem
+                    onClick={() => handleFolderDeleteClick(folder)}
+                  >
+                    <Trash2 className="mr-2 h-4 w-4" />
+                    <span>Delete Folder</span>
+                  </ContextMenuItem>
+                </ContextMenuContent>
+              </ContextMenu>
+            )}
+            {folderFiles.map((file) => (
+              <ContextMenu key={file.path}>
+                <ContextMenuTrigger
+                  className={`group relative flex items-center w-full cursor-pointer hover:bg-gray-100 p-1 ${
+                    currentFile?.path === file.path ? "bg-blue-100" : ""
+                  } ${folder !== "root" ? "ml-4" : ""}`}
+                  onClick={() => handleFileClick(file)}
+                >
+                  <div className="absolute left-1">
+                    {uploadingFiles.has(file.name) ? (
+                      <Loader2 className="h-4 w-4 animate-spin" />
+                    ) : file.type === "json" ? (
+                      <Database className="h-4 w-4" />
+                    ) : (
+                      <FileText className="h-4 w-4" />
+                    )}
+                  </div>
+                  <div className="w-full pl-5 pr-2 overflow-x-auto">
+                    <span className="block whitespace-nowrap text-xs">
+                      {file.name}
+                    </span>
+                  </div>
+                </ContextMenuTrigger>
+                <ContextMenuContent className="w-64">
+                  {file.type === "json" ? (
+                    <ContextMenuItem
+                      onClick={() => {
+                        handleFileSelection(file);
+                        setShowDatasetView(true);
+                      }}
+                    >
+                      <Eye className="mr-2 h-4 w-4" />
+                      <span>View Dataset</span>
+                    </ContextMenuItem>
+                  ) : (
+                    <ContextMenuItem onClick={() => setViewingDocument(file)}>
+                      <Eye className="mr-2 h-4 w-4" />
+                      <span>View Document</span>
+                    </ContextMenuItem>
+                  )}
+                  <ContextMenuItem onClick={() => handleFileDownload(file)}>
+                    <Download className="mr-2 h-4 w-4" />
+                    <span>Download</span>
+                  </ContextMenuItem>
+                  <ContextMenuItem onClick={() => onFileDelete(file)}>
+                    <Trash2 className="mr-2 h-4 w-4" />
+                    <span>Delete</span>
+                  </ContextMenuItem>
+                </ContextMenuContent>
+              </ContextMenu>
+            ))}
+            {Array.from(uploadingFiles).map((filename) => {
+              if (!folderFiles.some((f) => f.name === filename)) {
+                return (
+                  <div
+                    key={`uploading-${filename}`}
+                    className="group relative flex items-center w-full p-1"
+                  >
+                    <div className="absolute left-1">
+                      <Loader2 className="h-4 w-4 animate-spin" />
+                    </div>
+                    <div className="w-full pl-5 pr-2 overflow-x-auto">
+                      <span className="block whitespace-nowrap text-xs text-gray-500">
+                        {filename}
+                      </span>
+                    </div>
+                  </div>
+                );
+              }
+              return null;
+            })}
+          </div>
         ))}
       </div>
+
+      {viewingDocument && (
+        <DocumentViewer
+          isOpen={!!viewingDocument}
+          onClose={() => setViewingDocument(null)}
+          filePath={viewingDocument.path}
+          fileName={viewingDocument.name}
+        />
+      )}
+
+      {isUploadDialogOpen && (
+        <Dialog
+          open={isUploadDialogOpen}
+          onOpenChange={(isOpen) => {
+            if (!isOpen) {
+              handleDialogClose();
+            }
+          }}
+        >
+          <DialogContent className="max-w-5xl w-full overflow-hidden max-h-[80vh] flex flex-col">
+            <DialogHeader>
+              <DialogTitle>Upload Documents</DialogTitle>
+            </DialogHeader>
+
+            <div className="space-y-6 w-full flex-1 overflow-hidden flex flex-col">
+              <div
+                className={`
+                  border-2 border-dashed rounded-lg transition-colors relative flex-shrink-0
+                  ${
+                    selectedFiles && selectedFiles.length > 0
+                      ? "border-gray-200 bg-gray-50/50 p-6"
+                      : "border-gray-300 p-8 hover:border-gray-400"
+                  }
+                `}
+                onDragOver={(e) => {
+                  e.preventDefault();
+                  e.stopPropagation();
+                  e.currentTarget.classList.add(
+                    "border-blue-400",
+                    "bg-blue-50/50"
+                  );
+                  if (e.dataTransfer.items) {
+                    setDraggedFiles(e.dataTransfer.items.length);
+                  }
+                }}
+                onDragLeave={(e) => {
+                  e.preventDefault();
+                  e.stopPropagation();
+                  e.currentTarget.classList.remove(
+                    "border-blue-400",
+                    "bg-blue-50/50"
+                  );
+                  setDraggedFiles(0);
+                }}
+                onDrop={(e) => {
+                  e.preventDefault();
+                  e.stopPropagation();
+                  e.currentTarget.classList.remove(
+                    "border-blue-400",
+                    "bg-blue-50/50"
+                  );
+                  setDraggedFiles(0);
+                  if (e.dataTransfer.items) {
+                    handleFolderUpload(e.dataTransfer.items);
+                  } else if (e.dataTransfer.files) {
+                    handleFolderUpload(e.dataTransfer.files);
+                  }
+                }}
+              >
+                {draggedFiles > 0 && (
+                  <div className="absolute inset-0 flex items-center justify-center bg-blue-50/90 backdrop-blur-[1px] rounded-lg border-2 border-blue-400">
+                    <div className="flex flex-col items-center space-y-1">
+                      <Upload className="w-6 h-6 text-blue-500 animate-bounce" />
+                      <span className="text-sm font-medium text-blue-600">
+                        Drop {draggedFiles} file{draggedFiles !== 1 ? "s" : ""}{" "}
+                        to convert
+                      </span>
+                    </div>
+                  </div>
+                )}
+
+                <div className="text-center">
+                  <Upload className="w-10 h-10 mx-auto text-gray-400 mb-4" />
+                  <div className="space-y-2">
+                    <p className="text-sm text-gray-600">
+                      Drag and drop your documents here or
+                    </p>
+                    <label>
+                      <input
+                        type="file"
+                        multiple
+                        className="hidden"
+                        accept=".pdf,.docx,.doc,.txt,.html,.pptx"
+                        onChange={(e) => {
+                          if (e.target.files) {
+                            handleFolderUpload(e.target.files);
+                          }
+                        }}
+                      />
+                      <span className="text-sm text-primary hover:text-blue-600 cursor-pointer">
+                        browse files
+                      </span>
+                    </label>
+                    <p className="text-xs text-gray-500">
+                      Supported formats: PDF, DOCX, DOC, TXT, HTML, PPTX
+                    </p>
+                    <p className="text-xs text-gray-500">
+                      Processing may take up to 2 minutes
+                    </p>
+                  </div>
+                </div>
+              </div>
+
+              {selectedFiles && selectedFiles.length > 0 && (
+                <div className="space-y-4 flex-1 min-h-0 flex flex-col">
+                  <div className="border rounded-lg divide-y max-w-full flex-1 overflow-y-auto">
+                    {Array.from(selectedFiles).map((file, index) => (
+                      <div
+                        key={`${file.name}-${index}`}
+                        className="flex items-center py-2.5 px-4 group hover:bg-gray-50"
+                      >
+                        <FileText className="h-4 w-4 flex-shrink-0 text-gray-400 mr-3" />
+                        <div className="min-w-0 flex-1 overflow-hidden">
+                          <div className="flex items-center">
+                            <p className="text-sm font-medium text-gray-700 truncate">
+                              {(file as any).relativePath || file.name}
+                            </p>
+                          </div>
+                          <p className="text-xs text-gray-500">
+                            {(file.size / 1024).toFixed(1)} KB
+                          </p>
+                        </div>
+                        <Button
+                          variant="ghost"
+                          size="sm"
+                          className="ml-2 h-8 w-8 p-0 opacity-0 group-hover:opacity-100 transition-opacity flex-shrink-0"
+                          onClick={() => {
+                            const dt = new DataTransfer();
+                            Array.from(selectedFiles).forEach((f, i) => {
+                              if (i !== index) dt.items.add(f);
+                            });
+                            setSelectedFiles(dt.files);
+                          }}
+                        >
+                          <X className="h-4 w-4 text-gray-500 hover:text-gray-700" />
+                        </Button>
+                      </div>
+                    ))}
+                  </div>
+
+                  <div className="flex items-center justify-between pt-2 flex-shrink-0">
+                    <div className="flex items-center space-x-4">
+                      <p className="text-sm text-gray-600">
+                        {selectedFiles.length} file
+                        {selectedFiles.length !== 1 ? "s" : ""} selected
+                      </p>
+                      <label className="text-sm text-primary hover:text-blue-600 cursor-pointer">
+                        <input
+                          type="file"
+                          multiple
+                          className="hidden"
+                          accept=".pdf,.docx,.doc,.txt,.html,.pptx"
+                          onChange={(e) => {
+                            if (e.target.files) {
+                              handleFolderUpload(e.target.files);
+                            }
+                          }}
+                        />
+                        Add more
+                      </label>
+                    </div>
+                    <Button
+                      onClick={handleConversion}
+                      disabled={isConverting}
+                      className="min-w-[100px]"
+                    >
+                      {isConverting ? (
+                        <>
+                          <Loader2 className="mr-2 h-4 w-4 animate-spin" />
+                          Converting
+                        </>
+                      ) : (
+                        "Convert"
+                      )}
+                    </Button>
+                  </div>
+                </div>
+              )}
+            </div>
+          </DialogContent>
+        </Dialog>
+      )}
+
+      {folderToDelete && (
+        <AlertDialog
+          open={!!folderToDelete}
+          onOpenChange={() => setFolderToDelete(null)}
+        >
+          <AlertDialogContent>
+            <AlertDialogHeader>
+              <AlertDialogTitle>Delete Folder</AlertDialogTitle>
+              <AlertDialogDescription>
+                Are you sure you want to delete this folder and all its
+                contents? This action cannot be undone.
+              </AlertDialogDescription>
+            </AlertDialogHeader>
+            <AlertDialogFooter>
+              <AlertDialogCancel>Cancel</AlertDialogCancel>
+              <AlertDialogAction
+                onClick={handleFolderDeleteConfirm}
+                className="bg-red-600 hover:bg-red-700"
+              >
+                Delete
+              </AlertDialogAction>
+            </AlertDialogFooter>
+          </AlertDialogContent>
+        </AlertDialog>
+      )}
     </div>
   );
 };
diff --git a/website/src/components/OperationCard.tsx b/website/src/components/OperationCard.tsx
index 63a2e70c..4eef2e12 100644
--- a/website/src/components/OperationCard.tsx
+++ b/website/src/components/OperationCard.tsx
@@ -7,12 +7,6 @@ import React, {
 } from "react";
 import { Button } from "@/components/ui/button";
 import { Input } from "@/components/ui/input";
-import {
-  Tooltip,
-  TooltipContent,
-  TooltipProvider,
-  TooltipTrigger,
-} from "@/components/ui/tooltip";
 import {
   Dialog,
   DialogContent,
@@ -48,6 +42,17 @@ import {
 } from "@/components/ui/popover";
 import { AIEditPopover } from "@/components/AIEditPopover";
 import { canBeOptimized } from "@/lib/utils";
+import {
+  HoverCard,
+  HoverCardContent,
+  HoverCardTrigger,
+} from "@/components/ui/hover-card";
+import {
+  Tooltip,
+  TooltipContent,
+  TooltipProvider,
+  TooltipTrigger,
+} from "./ui/tooltip";
 
 // Separate components
 const OperationHeader: React.FC<{
@@ -128,41 +133,38 @@ const OperationHeader: React.FC<{
                       }`}
                     />
                   )}
-                  <TooltipProvider>
-                    <Tooltip>
-                      <TooltipTrigger asChild>
-                        <Button
-                          variant="ghost"
-                          size="sm"
-                          className="p-0.25 h-6 w-6"
-                          onClick={onOptimize}
-                          disabled={disabled}
-                        >
-                          <Zap
-                            size={14}
-                            className={
-                              optimizeResult === undefined ||
-                              optimizeResult === null ||
-                              optimizeResult === ""
-                                ? "text-gray-400"
-                                : "text-red-500"
-                            }
-                          />
-                        </Button>
-                      </TooltipTrigger>
-                      <TooltipContent className="max-w-xs">
-                        <p className="text-sm">
-                          {optimizeResult === undefined ||
-                          optimizeResult === null
-                            ? "Determining whether to recommend a decomposition..."
-                            : optimizeResult === ""
-                            ? "No decomposition recommended"
-                            : "Decomposition recommended because: " +
-                              optimizeResult}
-                        </p>
-                      </TooltipContent>
-                    </Tooltip>
-                  </TooltipProvider>
+                  <HoverCard>
+                    <HoverCardTrigger asChild>
+                      <Button
+                        variant="ghost"
+                        size="sm"
+                        className="p-0.25 h-6 w-6"
+                        onClick={onOptimize}
+                        disabled={disabled}
+                      >
+                        <Zap
+                          size={14}
+                          className={
+                            optimizeResult === undefined ||
+                            optimizeResult === null ||
+                            optimizeResult === ""
+                              ? "text-gray-400"
+                              : "text-red-500"
+                          }
+                        />
+                      </Button>
+                    </HoverCardTrigger>
+                    <HoverCardContent className="w-80 p-2">
+                      <p className="text-sm">
+                        {optimizeResult === undefined || optimizeResult === null
+                          ? "Determining whether to recommend a decomposition..."
+                          : optimizeResult === ""
+                          ? "No decomposition recommended"
+                          : "Decomposition recommended because: " +
+                            optimizeResult}
+                      </p>
+                    </HoverCardContent>
+                  </HoverCard>
                 </div>
               )}
             </div>
diff --git a/website/src/components/Output.tsx b/website/src/components/Output.tsx
index 2aef5f0a..5a9a1bbf 100644
--- a/website/src/components/Output.tsx
+++ b/website/src/components/Output.tsx
@@ -18,6 +18,14 @@ import {
 import { useWebSocket } from "@/contexts/WebSocketContext";
 import AnsiRenderer from "./AnsiRenderer";
 import clsx from "clsx";
+import {
+  BarChart,
+  Bar,
+  XAxis,
+  YAxis,
+  Tooltip as RechartsTooltip,
+  ResponsiveContainer,
+} from "recharts";
 
 const TinyPieChart: React.FC<{ percentage: number }> = ({ percentage }) => {
   const size = 16;
@@ -334,105 +342,196 @@ export const Output: React.FC = () => {
 
     if (operation.type === "reduce") {
       const reduceKeys = operation.otherKwargs?.reduce_key || [];
+      const chartData = outputs
+        .sort(
+          (a, b) =>
+            Number(b[visualizationColumn.name]) -
+            Number(a[visualizationColumn.name])
+        )
+        .map((row) => ({
+          name: reduceKeys.map((key: string) => `${row[key]}`).join(", "),
+          value: Number(row[visualizationColumn.name]),
+        }));
+
       return (
-        <div className="h-full overflow-auto p-4">
-          {outputs
-            .sort(
-              (a, b) =>
-                Number(b[visualizationColumn.name]) -
-                Number(a[visualizationColumn.name])
-            )
-            .map((row, index) => (
-              <div key={index} className="mb-2">
-                <h3 className="text-sm font-semibold mb-2">
-                  {reduceKeys
-                    .map((key: string) => `${key}: ${row[key]}`)
-                    .join(", ")}{" "}
-                  ({row[visualizationColumn.name]})
-                </h3>
-                <div className="flex">
-                  {Array.from({
-                    length: Number(row[visualizationColumn.name]),
-                  }).map((_, i) => (
-                    <div key={i} className="w-4 h-10 bg-primary mr-1" />
-                  ))}
-                </div>
-              </div>
-            ))}
+        <div className="h-full p-4">
+          <ResponsiveContainer width="100%" height="100%">
+            <BarChart
+              data={chartData}
+              layout="vertical"
+              margin={{ left: 100, right: 20, top: 20, bottom: 20 }}
+            >
+              <XAxis
+                type="number"
+                tickFormatter={(value) => value.toLocaleString()}
+                className="text-foreground text-xs"
+                stroke="currentColor"
+              />
+              <YAxis
+                type="category"
+                dataKey="name"
+                width={100}
+                className="text-foreground text-xs"
+                stroke="currentColor"
+              />
+              <RechartsTooltip
+                formatter={(value: number) => [value.toLocaleString(), "Count"]}
+                contentStyle={{
+                  backgroundColor: "hsl(var(--popover))",
+                  border: "1px solid hsl(var(--border))",
+                  borderRadius: "var(--radius)",
+                  color: "hsl(var(--popover-foreground))",
+                  padding: "8px 12px",
+                  boxShadow: "0 2px 4px rgba(0,0,0,0.1)",
+                }}
+              />
+              <Bar
+                dataKey="value"
+                fill="hsl(var(--chart-2))"
+                name="Count"
+                radius={[0, 4, 4, 0]} // Adjusted for vertical layout
+              />
+            </BarChart>
+          </ResponsiveContainer>
         </div>
       );
     } else if (operation.type === "resolve") {
       const groupedData = useMemo(() => {
         const intersectionKeys = new Set(
           outputs.flatMap((row) => {
-            const kvPairs = row[visualizationColumn.name];
+            const kvPairs = row[visualizationColumn.name] as Record<
+              string,
+              unknown
+            >;
             return Object.keys(kvPairs).filter((key) => key in row);
           })
         );
 
-        const groupedByIntersection: { [key: string]: any[] } = {};
+        const groupedByIntersection: {
+          [key: string]: {
+            count: number;
+            oldValues: Record<string, unknown>[];
+          };
+        } = {};
+
         outputs.forEach((row) => {
-          const kvPairs = row[visualizationColumn.name];
+          const kvPairs = row[visualizationColumn.name] as Record<
+            string,
+            unknown
+          >;
           const key = Array.from(intersectionKeys)
             .map((k) => row[k])
             .join("|");
+
           if (!groupedByIntersection[key]) {
-            groupedByIntersection[key] = [];
+            groupedByIntersection[key] = {
+              count: 0,
+              oldValues: [],
+            };
           }
-          groupedByIntersection[key].push({ row, oldValues: kvPairs });
+          groupedByIntersection[key].count++;
+          groupedByIntersection[key].oldValues.push(kvPairs);
         });
 
-        return groupedByIntersection;
+        return Object.entries(groupedByIntersection)
+          .map(([key, data]) => ({
+            name: key,
+            value: data.count,
+            oldValues: data.oldValues,
+          }))
+          .sort((a, b) => b.value - a.value);
       }, [outputs, visualizationColumn.name]);
 
       return (
-        <div className="h-full overflow-auto p-4">
-          {Object.entries(groupedData)
-            .sort(([, groupA], [, groupB]) => groupB.length - groupA.length)
-            .map(([key, group]: [string, any[]]) => (
-              <div key={key} className="mb-2">
-                <h3 className="text-sm font-semibold mb-2">
-                  {key} ({group.length})
-                </h3>
-                <div className="flex">
-                  {group.map((item, index) => (
-                    <TooltipProvider key={index}>
-                      <Tooltip delayDuration={0}>
-                        <TooltipTrigger>
-                          <Button
-                            className="w-4 h-10 p-0 mr-1"
-                            variant="default"
-                          />
-                        </TooltipTrigger>
-                        <TooltipContent
-                          side="bottom"
-                          align="center"
-                          className="max-w-[300px] overflow-auto"
-                        >
-                          <p className="text-xs">
-                            Document values before resolution:
+        <div className="h-full p-4">
+          <ResponsiveContainer width="100%" height="100%">
+            <BarChart
+              data={groupedData}
+              layout="vertical"
+              margin={{ left: 100, right: 20, top: 20, bottom: 20 }}
+            >
+              <XAxis
+                type="number"
+                tickFormatter={(value) => value.toLocaleString()}
+                className="text-foreground text-xs"
+                stroke="currentColor"
+              />
+              <YAxis
+                type="category"
+                dataKey="name"
+                width={100}
+                className="text-foreground text-xs"
+                stroke="currentColor"
+              />
+              <RechartsTooltip
+                content={({ active, payload }) => {
+                  if (active && payload && payload.length) {
+                    const data = payload[0].payload;
+
+                    // Compute distinct values by stringifying and using Set
+                    const distinctValues = Array.from(
+                      new Set(
+                        data.oldValues.map((value) =>
+                          JSON.stringify(value, null, 2)
+                        )
+                      )
+                    ).map((str) => JSON.parse(str));
+
+                    // Calculate percentage of total documents
+                    const totalDocs = groupedData.reduce(
+                      (sum, item) => sum + item.value,
+                      0
+                    );
+                    const percentage = ((data.value / totalDocs) * 100).toFixed(
+                      1
+                    );
+
+                    return (
+                      <div className="bg-[hsl(var(--popover))] border border-[hsl(var(--border))] rounded-[var(--radius)] p-3 shadow-md max-h-[400px] overflow-y-auto w-[400px]">
+                        <p className="font-medium mb-2">
+                          {data.value.toLocaleString()} Documents ({percentage}
+                          %)
+                        </p>
+                        <div className="text-sm space-y-2">
+                          <p className="font-medium text-[hsl(var(--muted-foreground))]">
+                            {distinctValues.length} distinct value
+                            {distinctValues.length !== 1 ? "s" : ""} before
+                            resolution:
                           </p>
-                          <pre className="whitespace-pre-wrap break-words">
-                            {JSON.stringify(item.oldValues, null, 2)}
-                          </pre>
-                        </TooltipContent>
-                      </Tooltip>
-                    </TooltipProvider>
-                  ))}
-                </div>
-              </div>
-            ))}
-        </div>
-      );
-    } else {
-      return (
-        <div className="flex items-center justify-center h-full">
-          <p className="text-muted-foreground">
-            Visualization not supported for this operation type.
-          </p>
+                          {distinctValues.map((value, idx) => (
+                            <pre
+                              key={idx}
+                              className="text-xs bg-[hsl(var(--muted)/.1)] p-2 rounded overflow-x-auto whitespace-pre-wrap break-all"
+                            >
+                              {JSON.stringify(value, null, 2)}
+                            </pre>
+                          ))}
+                        </div>
+                      </div>
+                    );
+                  }
+                  return null;
+                }}
+              />
+              <Bar
+                dataKey="value"
+                fill="hsl(var(--chart-2))"
+                name="Documents"
+                radius={[0, 4, 4, 0]}
+              />
+            </BarChart>
+          </ResponsiveContainer>
         </div>
       );
     }
+
+    return (
+      <div className="flex items-center justify-center h-full">
+        <p className="text-muted-foreground">
+          Visualization not supported for this operation type.
+        </p>
+      </div>
+    );
   };
 
   const downloadCSV = () => {
diff --git a/website/src/components/PipelineGui.tsx b/website/src/components/PipelineGui.tsx
index 55e8e30c..885f2503 100644
--- a/website/src/components/PipelineGui.tsx
+++ b/website/src/components/PipelineGui.tsx
@@ -922,11 +922,13 @@ const PipelineGUI: React.FC = () => {
                   <SelectValue placeholder="Select a file" />
                 </SelectTrigger>
                 <SelectContent>
-                  {files.map((file) => (
-                    <SelectItem key={file.path} value={file.path}>
-                      {file.name}
-                    </SelectItem>
-                  ))}
+                  {files
+                    .filter((file) => file.type === "json")
+                    .map((file) => (
+                      <SelectItem key={file.path} value={file.path}>
+                        {file.name}
+                      </SelectItem>
+                    ))}
                 </SelectContent>
               </Select>
             </div>
diff --git a/website/src/components/ResizableDataTable.tsx b/website/src/components/ResizableDataTable.tsx
index 1421e9a2..fca33045 100644
--- a/website/src/components/ResizableDataTable.tsx
+++ b/website/src/components/ResizableDataTable.tsx
@@ -155,14 +155,15 @@ const WordCountHistogram = React.memo(
     );
 
     return (
-      <ResponsiveContainer width="100%" height="100%">
+      <ResponsiveContainer width="100%" height={40}>
         <BarChart data={histogramData} barCategoryGap={1}>
           <XAxis
             dataKey="range"
-            tick={{ fontSize: 10 }}
+            tick={{ fontSize: 8 }}
             interval={2}
             tickLine={false}
             stroke="hsl(var(--muted-foreground))"
+            height={15}
           />
           <Tooltip
             formatter={(value: number) => [
@@ -181,6 +182,7 @@ const WordCountHistogram = React.memo(
               padding: "8px 12px",
               boxShadow: "0 2px 4px rgba(0,0,0,0.1)",
             }}
+            wrapperStyle={{ zIndex: 1000 }}
           />
           <Bar
             dataKey="count"
@@ -242,7 +244,7 @@ const ColumnHeader = React.memo(
     }, [stats]);
 
     return (
-      <div className="space-y-2">
+      <div className="space-y-1">
         <div className={`${isBold ? "font-bold" : ""} flex items-center gap-2`}>
           <span>{header}</span>
           <button
@@ -250,16 +252,16 @@ const ColumnHeader = React.memo(
               e.stopPropagation();
               onSort();
             }}
-            className="p-1 hover:bg-accent rounded-sm"
+            className="p-0.5 hover:bg-accent rounded-sm"
           >
-            {sortDirection === false && <ArrowUpDown className="h-4 w-4" />}
-            {sortDirection === "asc" && <ArrowUp className="h-4 w-4" />}
-            {sortDirection === "desc" && <ArrowDown className="h-4 w-4" />}
+            {sortDirection === false && <ArrowUpDown className="h-3 w-3" />}
+            {sortDirection === "asc" && <ArrowUp className="h-3 w-3" />}
+            {sortDirection === "desc" && <ArrowDown className="h-3 w-3" />}
           </button>
         </div>
         {stats && (
-          <div className="space-y-1">
-            <div className="flex justify-between text-xs text-muted-foreground">
+          <div className="space-y-0.5">
+            <div className="flex justify-between text-[10px] text-muted-foreground">
               {stats.min === stats.max ? (
                 <span className="w-full text-center">
                   Single value: {stats.min}
@@ -291,7 +293,7 @@ const ColumnHeader = React.memo(
                 </>
               )}
             </div>
-            <div className="h-24 w-full">
+            <div className="h-10 w-full">
               <WordCountHistogram histogramData={histogramData} />
             </div>
           </div>
@@ -758,12 +760,16 @@ function ResizableDataTable<T extends DataType>({
 
   return (
     <div className="w-full overflow-auto">
-      <div className="mb-4 flex justify-between items-center">
+      <div className="mb-2 flex justify-between items-center">
         <DropdownMenu>
           <DropdownMenuTrigger asChild>
-            <Button variant="ghost" className="flex items-center ml-4">
+            <Button
+              variant="ghost"
+              size="sm"
+              className="flex items-center ml-2 h-7"
+            >
               Show/Hide Columns
-              <ChevronDown className="ml-2 h-4 w-4" />
+              <ChevronDown className="ml-1 h-3 w-3" />
             </Button>
           </DropdownMenuTrigger>
           <DropdownMenuContent className="w-56">
@@ -782,26 +788,28 @@ function ResizableDataTable<T extends DataType>({
         </DropdownMenu>
         <div className="flex items-center space-x-2">
           {data.length > 0 && (
-            <div className="flex items-center justify-end space-x-2 py-4 mr-4">
+            <div className="flex items-center justify-end space-x-2 py-1 mr-2">
               <Button
                 variant="outline"
                 size="sm"
+                className="h-7"
                 onClick={() => table.previousPage()}
                 disabled={!table.getCanPreviousPage()}
               >
-                <ChevronLeft className="mr-2 h-4 w-4" /> Previous
+                <ChevronLeft className="mr-1 h-3 w-3" /> Previous
               </Button>
-              <span className="text-sm text-gray-600">
+              <span className="text-xs text-gray-600">
                 Page {table.getState().pagination.pageIndex + 1} of{" "}
                 {table.getPageCount()}
               </span>
               <Button
                 variant="outline"
                 size="sm"
+                className="h-7"
                 onClick={() => table.nextPage()}
                 disabled={!table.getCanNextPage()}
               >
-                Next <ChevronRight className="ml-2 h-4 w-4" />
+                Next <ChevronRight className="ml-1 h-3 w-3" />
               </Button>
             </div>
           )}
diff --git a/website/src/components/ui/dialog.tsx b/website/src/components/ui/dialog.tsx
index 3db2a7dd..3b370fc5 100644
--- a/website/src/components/ui/dialog.tsx
+++ b/website/src/components/ui/dialog.tsx
@@ -22,7 +22,7 @@ const DialogOverlay = React.forwardRef<
     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,
+      className
     )}
     {...props}
   />
@@ -39,7 +39,7 @@ const DialogContent = React.forwardRef<
       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,
+        className
       )}
       {...props}
     >
@@ -60,7 +60,7 @@ const DialogHeader = ({
   <div
     className={cn(
       "flex flex-col space-y-1.5 text-center sm:text-left",
-      className,
+      className
     )}
     {...props}
   />
@@ -74,7 +74,7 @@ const DialogFooter = ({
   <div
     className={cn(
       "flex flex-col-reverse sm:flex-row sm:justify-end sm:space-x-2",
-      className,
+      className
     )}
     {...props}
   />
@@ -89,7 +89,7 @@ const DialogTitle = React.forwardRef<
     ref={ref}
     className={cn(
       "text-lg font-semibold leading-none tracking-tight",
-      className,
+      className
     )}
     {...props}
   />
diff --git a/website/src/components/ui/hover-card.tsx b/website/src/components/ui/hover-card.tsx
new file mode 100644
index 00000000..e54d91cf
--- /dev/null
+++ b/website/src/components/ui/hover-card.tsx
@@ -0,0 +1,29 @@
+"use client"
+
+import * as React from "react"
+import * as HoverCardPrimitive from "@radix-ui/react-hover-card"
+
+import { cn } from "@/lib/utils"
+
+const HoverCard = HoverCardPrimitive.Root
+
+const HoverCardTrigger = HoverCardPrimitive.Trigger
+
+const HoverCardContent = React.forwardRef<
+  React.ElementRef<typeof HoverCardPrimitive.Content>,
+  React.ComponentPropsWithoutRef<typeof HoverCardPrimitive.Content>
+>(({ className, align = "center", sideOffset = 4, ...props }, ref) => (
+  <HoverCardPrimitive.Content
+    ref={ref}
+    align={align}
+    sideOffset={sideOffset}
+    className={cn(
+      "z-50 w-64 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}
+  />
+))
+HoverCardContent.displayName = HoverCardPrimitive.Content.displayName
+
+export { HoverCard, HoverCardTrigger, HoverCardContent }

From 5dcfeae75c40b9d06b920a61f60b09e2347da9d8 Mon Sep 17 00:00:00 2001
From: Shreya Shankar <ss.shankar505@gmail.com>
Date: Sun, 17 Nov 2024 18:27:56 -0800
Subject: [PATCH 14/36] fix sampling in second op onwards (#192)

---
 docetl/operations/utils.py | 2 +-
 docetl/runner.py           | 5 ++++-
 2 files changed, 5 insertions(+), 2 deletions(-)

diff --git a/docetl/operations/utils.py b/docetl/operations/utils.py
index 7e44cbfb..127637a1 100644
--- a/docetl/operations/utils.py
+++ b/docetl/operations/utils.py
@@ -765,7 +765,7 @@ def _call_llm_with_cache(
             len(props) == 1
             and list(props.values())[0].get("type") == "string"
             and scratchpad is None
-            and ("ollama" in model or "azure/gpt-4o-mini" in model or "sagemaker" in model)
+            and ("ollama" in model or "sagemaker" in model)
         ):
             use_tools = False
 
diff --git a/docetl/runner.py b/docetl/runner.py
index 13973e24..c36507ff 100644
--- a/docetl/runner.py
+++ b/docetl/runner.py
@@ -349,7 +349,10 @@ def execute_step(
 
             # If sample is set, sample the input data
             if op_object.get("sample"):
-                input_data = self.datasets[step["input"]].sample(op_object["sample"], False)
+                if input_data is None:
+                    input_data = self.datasets[step["input"]].sample(op_object["sample"], False)
+                else:
+                    input_data = input_data[: op_object["sample"]]
 
             with self.console.status("[bold]Running Operation:[/bold]") as status:
                 status.update(f"Type: [cyan]{op_object['type']}[/cyan]")

From 4328a8e5206d48510188954e8915de47f89d66f6 Mon Sep 17 00:00:00 2001
From: plpycoin <103234125+plpycoin@users.noreply.github.com>
Date: Tue, 19 Nov 2024 14:01:28 +0800
Subject: [PATCH 15/36] chore: added concurrent threads count parameter (#195)

Co-authored-by: Tim <dujun@ruiking.com>
---
 docetl/operations/code_operations.py | 10 +++++++---
 1 file changed, 7 insertions(+), 3 deletions(-)

diff --git a/docetl/operations/code_operations.py b/docetl/operations/code_operations.py
index 09a62c9a..808b22fa 100644
--- a/docetl/operations/code_operations.py
+++ b/docetl/operations/code_operations.py
@@ -1,3 +1,4 @@
+import os
 from typing import Any, Dict, List, Optional, Tuple
 from concurrent.futures import ThreadPoolExecutor
 from docetl.operations.base import BaseOperation
@@ -7,6 +8,7 @@ class CodeMapOperation(BaseOperation):
     class schema(BaseOperation.schema):
         type: str = "code_map"
         code: str
+        concurrent_thread_count: int = os.cpu_count()
         drop_keys: Optional[List[str]] = None
 
     def syntax_check(self) -> None:
@@ -27,7 +29,7 @@ def execute(self, input_data: List[Dict]) -> Tuple[List[Dict], float]:
         transform_fn = namespace["transform"]
 
         results = []
-        with ThreadPoolExecutor() as executor:
+        with ThreadPoolExecutor(max_workers=self.config.get('concurrent_thread_count', os.cpu_count())) as executor:
             futures = [executor.submit(transform_fn, doc) for doc in input_data]
             pbar = RichLoopBar(
                 range(len(futures)),
@@ -51,6 +53,7 @@ class CodeReduceOperation(BaseOperation):
     class schema(BaseOperation.schema):
         type: str = "code_reduce"
         code: str
+        concurrent_thread_count: int = os.cpu_count()
 
     def syntax_check(self) -> None:
         config = self.schema(**self.config)
@@ -89,7 +92,7 @@ def get_group_key(item):
             grouped_data = list(grouped_data.items())
 
         results = []
-        with ThreadPoolExecutor() as executor:
+        with ThreadPoolExecutor(max_workers=self.config.get('concurrent_thread_count', os.cpu_count())) as executor:
             futures = [executor.submit(reduce_fn, group) for _, group in grouped_data]
             pbar = RichLoopBar(
                 range(len(futures)),
@@ -113,6 +116,7 @@ class CodeFilterOperation(BaseOperation):
     class schema(BaseOperation.schema):
         type: str = "code_filter"
         code: str
+        concurrent_thread_count: int = os.cpu_count()
 
     def syntax_check(self) -> None:
         config = self.schema(**self.config)
@@ -132,7 +136,7 @@ def execute(self, input_data: List[Dict]) -> Tuple[List[Dict], float]:
         filter_fn = namespace["transform"]
 
         results = []
-        with ThreadPoolExecutor() as executor:
+        with ThreadPoolExecutor(max_workers=self.config.get('concurrent_thread_count', os.cpu_count())) as executor:
             futures = [executor.submit(filter_fn, doc) for doc in input_data]
             pbar = RichLoopBar(
                 range(len(futures)),

From e75a9edbbcf587118705dd1dbfa65b04d21dd3bb Mon Sep 17 00:00:00 2001
From: Shreya Shankar <ss.shankar505@gmail.com>
Date: Mon, 18 Nov 2024 22:08:10 -0800
Subject: [PATCH 16/36] chore: fix optimizer and API for user study (#196)

* chore: fix optimizer and API for user study

* chore: fix optimizer and API for user study
---
 docetl/optimizers/map_optimizer/optimizer.py  | 11 ++--
 docetl/optimizers/reduce_optimizer.py         | 54 +++++++++------
 website/src/app/api/convertDocuments/route.ts |  9 +--
 .../app/api/serveDocument/[...path]/route.ts  | 42 ++++++++++++
 website/src/app/api/serveDocument/route.ts    | 33 ----------
 website/src/app/api/utils.ts                  |  3 +
 website/src/components/DatasetView.tsx        |  1 +
 website/src/components/DocumentViewer.tsx     | 65 +++++++++++--------
 website/src/components/FileExplorer.tsx       |  7 ++
 website/src/components/Output.tsx             |  5 ++
 website/src/components/PipelineGui.tsx        | 20 ++++--
 11 files changed, 151 insertions(+), 99 deletions(-)
 create mode 100644 website/src/app/api/serveDocument/[...path]/route.ts
 delete mode 100644 website/src/app/api/serveDocument/route.ts

diff --git a/docetl/optimizers/map_optimizer/optimizer.py b/docetl/optimizers/map_optimizer/optimizer.py
index 20758ccf..e08ea37c 100644
--- a/docetl/optimizers/map_optimizer/optimizer.py
+++ b/docetl/optimizers/map_optimizer/optimizer.py
@@ -255,11 +255,12 @@ def optimize(
         input_data, output_data, model_input_context_length, no_change_runtime, validator_prompt, assessment, data_exceeds_limit = self._should_optimize_helper(op_config, input_data)
 
         # Check if improvement is needed based on the assessment
-        if not data_exceeds_limit and not assessment.get("needs_improvement", True):
-            self.console.log(
-                f"[green]No improvement needed for operation {op_config['name']}[/green]"
-            )
-            return [op_config], output_data, self.plan_generator.reduce_optimizer_cost
+        if not self.config.get("optimizer_config", {}).get("force_decompose", False):
+            if not data_exceeds_limit and not assessment.get("needs_improvement", True):
+                self.console.log(
+                    f"[green]No improvement needed for operation {op_config['name']}[/green]"
+                )
+                return [op_config], output_data, self.plan_generator.reduce_optimizer_cost
 
         candidate_plans = {}
 
diff --git a/docetl/optimizers/reduce_optimizer.py b/docetl/optimizers/reduce_optimizer.py
index 8685d40d..2fac0cae 100644
--- a/docetl/optimizers/reduce_optimizer.py
+++ b/docetl/optimizers/reduce_optimizer.py
@@ -199,7 +199,7 @@ def optimize(
        
         # Print the validation results
         self.console.log("[bold]Validation Results on Initial Sample:[/bold]")
-        if validation_results["needs_improvement"]:
+        if validation_results["needs_improvement"] or self.config.get("optimizer_config", {}).get("force_decompose", False):
             self.console.post_optimizer_rationale(
                 should_optimize=True,
                 rationale= "\n".join(
@@ -545,7 +545,7 @@ def _evaluate_decomposition(
         user_agrees = Confirm.ask(
             f"Do you agree with the decomposition assessment? "
             f"[bold]{'Recommended' if should_decompose['should_decompose'] else 'Not recommended'}[/bold]",
-            self.console,
+            console=self.console,
         )
 
         # If user disagrees, invert the decomposition decision
@@ -640,7 +640,7 @@ def _should_decompose(
         Sample values for other keys:
         {json.dumps(sample_values, indent=2)}
 
-        Based on this information, determine if it would be beneficial to decompose this reduce operation into a sub-reduce operation followed by a final reduce operation. Consider the following:
+        Based on this information, determine if it would be beneficial to decompose this reduce operation into a sub-reduce operation followed by a final reduce operation. Consider ALL of the following:
 
         1. Is there a natural hierarchy in the data (e.g., country -> state -> city) among the other available keys, with a key at a finer level of granularity than the current reduce key(s)?
         2. Are the current reduce key(s) some form of ID, and are there many different types of inputs for that ID among the other available keys?
@@ -648,6 +648,7 @@ def _should_decompose(
         4. Would splitting the operation improve accuracy (i.e., make sure information isn't lost when reducing)?
         5. Are all the keys of the potential hierarchy provided in the other available keys? If not, we should not decompose.
         6. Importantly, do not suggest decomposition using any key that is already part of the current reduce key(s). We are looking for a new key from the other available keys to use for sub-grouping.
+        7. Do not suggest keys that don't contain meaningful information (e.g., id-related keys).
 
         Provide your analysis in the following format:
         """
@@ -1315,6 +1316,7 @@ def _create_reduce_plans(
                     sample_output,
                     num_prompts=self.num_fold_prompts,
                 )
+                fold_prompts = list(set(fold_prompts))
                 if not fold_prompts:
                     raise ValueError("No fold prompts generated")
             except Exception as e:
@@ -1485,10 +1487,16 @@ def _synthesize_fold_prompts(
 
         input_schema = op_config.get("input", {}).get("schema", {})
         output_schema = op_config["output"]["schema"]
-        reduce_key = op_config["reduce_key"]
 
         def get_random_examples():
-            if isinstance(reduce_key, list):
+            reduce_key = op_config["reduce_key"]
+            reduce_key = list(reduce_key) if not isinstance(reduce_key, list) else reduce_key
+            
+            if reduce_key == ["_all"]:
+                # For _all case, just pick random input and output examples
+                input_example = random.choice(sample_input)
+                output_example = random.choice(sample_output)
+            elif isinstance(reduce_key, list):
                 random_key = tuple(
                     random.choice(
                         [
@@ -1512,16 +1520,6 @@ def get_random_examples():
                         if all(item.get(k) == v for k, v in zip(reduce_key, random_key))
                     ]
                 )
-            else:
-                random_key = random.choice(
-                    [item[reduce_key] for item in sample_input if reduce_key in item]
-                )
-                input_example = random.choice(
-                    [item for item in sample_input if item[reduce_key] == random_key]
-                )
-                output_example = random.choice(
-                    [item for item in sample_output if item[reduce_key] == random_key]
-                )
 
             if input_schema:
                 input_example = {
@@ -1560,9 +1558,9 @@ def generate_single_prompt():
             3. Be designed to work iteratively, allowing for multiple fold operations. The first iteration will use the original prompt, and all successive iterations will use the fold prompt.
 
             The fold prompt should be a Jinja2 template with the following variables available:
-            - {{ output }}: The current reduced value (a dictionary with the current output schema)
-            - {{ inputs }}: A list of new values to be folded in
-            - {{ reduce_key }}: The key used for grouping in the reduce operation
+            - {{{{ output }}}}: The current reduced value (a dictionary with the current output schema)
+            - {{{{ inputs }}}}: A list of new values to be folded in
+            - {{{{ reduce_key }}}}: The key used for grouping in the reduce operation
 
             Provide the fold prompt as a string.
             """
@@ -1582,11 +1580,25 @@ def generate_single_prompt():
             )  # Use a small batch size for testing
 
             # Run the operation with the fold prompt
-            self._run_operation(temp_plan, sample_input[: temp_plan["fold_batch_size"]])
+            try:
+                self._run_operation(temp_plan, sample_input[: temp_plan["fold_batch_size"]])
+
+                return fold_prompt
+            except Exception as e:
+                self.console.log(f"[red]Error in agent-generated fold prompt: {e}[/red]")
+
+                # Create a default fold prompt that instructs folding new data into existing output
+                fold_prompt = f"""Analyze this batch of data using the following instructions:
+
+{original_prompt}
+
+However, instead of starting fresh, fold your analysis into the existing output that has already been generated. The existing output is provided in the 'output' variable below:
 
-            # If the operation runs successfully, return the fold prompt
-            return fold_prompt
+{{{{ output }}}} 
 
+Remember, you must fold the new data into the existing output, do not start fresh."""
+                return fold_prompt
+                
         with ThreadPoolExecutor(max_workers=self.max_threads) as executor:
             fold_prompts = list(
                 executor.map(lambda _: generate_single_prompt(), range(num_prompts))
diff --git a/website/src/app/api/convertDocuments/route.ts b/website/src/app/api/convertDocuments/route.ts
index a8ecaf02..b7bc4228 100644
--- a/website/src/app/api/convertDocuments/route.ts
+++ b/website/src/app/api/convertDocuments/route.ts
@@ -1,5 +1,7 @@
 import { NextRequest, NextResponse } from "next/server";
 
+export const runtime = "nodejs";
+
 export async function POST(request: NextRequest) {
   try {
     const formData = await request.formData();
@@ -42,10 +44,3 @@ export async function POST(request: NextRequest) {
     );
   }
 }
-
-// Increase the maximum request size limit for file uploads
-export const config = {
-  api: {
-    bodyParser: false,
-  },
-};
diff --git a/website/src/app/api/serveDocument/[...path]/route.ts b/website/src/app/api/serveDocument/[...path]/route.ts
new file mode 100644
index 00000000..6582e274
--- /dev/null
+++ b/website/src/app/api/serveDocument/[...path]/route.ts
@@ -0,0 +1,42 @@
+// app/api/documents/[...path]/route.ts
+import { NextRequest, NextResponse } from "next/server";
+import { readFile } from "fs/promises";
+import path from "path";
+import { lookup } from "mime-types";
+
+export const dynamic = "force-dynamic";
+
+export async function GET(
+  request: NextRequest,
+  { params }: { params: { path: string[] } }
+) {
+  try {
+    // Join the path segments and decode any URL encoding
+    const filePath = decodeURIComponent(params.path.join("/"));
+
+    // Basic security check to prevent directory traversal
+    const normalizedPath = path.normalize(filePath);
+    if (normalizedPath.includes("..")) {
+      return NextResponse.json({ error: "Invalid file path" }, { status: 400 });
+    }
+
+    const fileBuffer = await readFile(normalizedPath);
+    const mimeType = lookup(normalizedPath) || "application/octet-stream";
+
+    return new NextResponse(fileBuffer, {
+      headers: {
+        "Content-Type": mimeType,
+        "Content-Disposition": `inline; filename="${path.basename(
+          normalizedPath
+        )}"`,
+        "Cache-Control": "public, max-age=3600",
+      },
+    });
+  } catch (error) {
+    console.error("Error serving file:", error);
+    return NextResponse.json(
+      { error: "Failed to serve file" },
+      { status: 500 }
+    );
+  }
+}
diff --git a/website/src/app/api/serveDocument/route.ts b/website/src/app/api/serveDocument/route.ts
deleted file mode 100644
index 217e3c01..00000000
--- a/website/src/app/api/serveDocument/route.ts
+++ /dev/null
@@ -1,33 +0,0 @@
-import { NextRequest, NextResponse } from "next/server";
-import { readFile } from "fs/promises";
-import path from "path";
-import { lookup } from "mime-types";
-
-export async function GET(request: NextRequest) {
-  try {
-    const filePath = request.nextUrl.searchParams.get("path");
-
-    if (!filePath) {
-      return NextResponse.json(
-        { error: "No file path provided" },
-        { status: 400 }
-      );
-    }
-
-    const fileBuffer = await readFile(filePath);
-    const mimeType = lookup(filePath) || "application/octet-stream";
-
-    return new NextResponse(fileBuffer, {
-      headers: {
-        "Content-Type": mimeType,
-        "Content-Disposition": `inline; filename="${path.basename(filePath)}"`,
-      },
-    });
-  } catch (error) {
-    console.error("Error serving file:", error);
-    return NextResponse.json(
-      { error: "Failed to serve file" },
-      { status: 500 }
-    );
-  }
-}
diff --git a/website/src/app/api/utils.ts b/website/src/app/api/utils.ts
index 204217c8..1e359f34 100644
--- a/website/src/app/api/utils.ts
+++ b/website/src/app/api/utils.ts
@@ -147,6 +147,9 @@ export function generatePipelineConfig(
   const pipelineConfig = {
     datasets,
     default_model,
+    optimizer_config: {
+      force_decompose: true,
+    },
     operations: updatedOperations,
     pipeline: {
       steps: [
diff --git a/website/src/components/DatasetView.tsx b/website/src/components/DatasetView.tsx
index d9cfc601..33659a62 100644
--- a/website/src/components/DatasetView.tsx
+++ b/website/src/components/DatasetView.tsx
@@ -253,6 +253,7 @@ const DatasetView: React.FC<{ file: File | null }> = ({ file }) => {
 
       setTimeout(() => {
         try {
+          // @ts-ignore
           const allContent = data.pages.map((page) => page.content).join("");
           let documents: Record<string, unknown>[] = [];
 
diff --git a/website/src/components/DocumentViewer.tsx b/website/src/components/DocumentViewer.tsx
index 54a17ac4..6fa8ba5c 100644
--- a/website/src/components/DocumentViewer.tsx
+++ b/website/src/components/DocumentViewer.tsx
@@ -1,4 +1,5 @@
-import React from "react";
+// DocumentViewer.tsx
+import React, { useEffect, useState } from "react";
 import DocViewer, { DocViewerRenderers } from "@cyntler/react-doc-viewer";
 import {
   Dialog,
@@ -21,8 +22,18 @@ export const DocumentViewer: React.FC<DocumentViewerProps> = ({
   filePath,
   fileName,
 }) => {
-  const fileUrl = `/api/serveDocument?path=${encodeURIComponent(filePath)}`;
-  const docs = [{ uri: fileUrl, fileName: fileName }];
+  const [documentUrl, setDocumentUrl] = useState<string>("");
+
+  useEffect(() => {
+    if (isOpen && filePath) {
+      // Convert the full file path to a URL-safe format
+      const encodedPath = encodeURIComponent(filePath);
+      const url = `/api/serveDocument/${encodedPath}`;
+      setDocumentUrl(url);
+    }
+  }, [isOpen, filePath]);
+
+  const docs = documentUrl ? [{ uri: documentUrl, fileName: fileName }] : [];
 
   return (
     <Dialog open={isOpen} onOpenChange={(open) => !open && onClose()}>
@@ -32,29 +43,31 @@ export const DocumentViewer: React.FC<DocumentViewerProps> = ({
         </DialogHeader>
         <div className="flex-1 p-4 pt-0 overflow-hidden">
           <div className="h-full w-full overflow-hidden">
-            <DocViewer
-              pluginRenderers={DocViewerRenderers}
-              documents={docs}
-              initialActiveDocument={docs[0]}
-              style={{
-                height: "100%",
-                width: "100%",
-                maxHeight: "100%",
-                overflow: "auto",
-                backgroundColor: "white",
-              }}
-              config={{
-                header: {
-                  disableHeader: true,
-                  disableFileName: true,
-                },
-                pdfZoom: {
-                  defaultZoom: 1,
-                  zoomJump: 0.2,
-                },
-                pdfVerticalScrollByDefault: true,
-              }}
-            />
+            {documentUrl && (
+              <DocViewer
+                pluginRenderers={DocViewerRenderers}
+                documents={docs}
+                initialActiveDocument={docs[0]}
+                style={{
+                  height: "100%",
+                  width: "100%",
+                  maxHeight: "100%",
+                  overflow: "auto",
+                  backgroundColor: "white",
+                }}
+                config={{
+                  header: {
+                    disableHeader: true,
+                    disableFileName: true,
+                  },
+                  pdfZoom: {
+                    defaultZoom: 1,
+                    zoomJump: 0.2,
+                  },
+                  pdfVerticalScrollByDefault: true,
+                }}
+              />
+            )}
           </div>
         </div>
       </DialogContent>
diff --git a/website/src/components/FileExplorer.tsx b/website/src/components/FileExplorer.tsx
index 2a2ab623..a987855f 100644
--- a/website/src/components/FileExplorer.tsx
+++ b/website/src/components/FileExplorer.tsx
@@ -83,6 +83,7 @@ async function getAllFiles(entry: FileSystemEntry): Promise<File[]> {
     if (entry.isFile) {
       const fileEntry = entry as FileSystemFileEntry;
       const file = await new Promise<File>((resolve, reject) => {
+        // @ts-ignore
         fileEntry.file(resolve, reject);
       });
 
@@ -100,8 +101,10 @@ async function getAllFiles(entry: FileSystemEntry): Promise<File[]> {
       ) {
         // Create a new file with the full path
         const fullPath = path ? `${path}/${file.name}` : file.name;
+        // @ts-ignore
         const newFile = new File([file], fullPath, { type: file.type });
         Object.defineProperty(newFile, "relativePath", { value: fullPath });
+        // @ts-ignore
         files.push(newFile);
       }
     } else if (entry.isDirectory) {
@@ -235,11 +238,13 @@ export const FileExplorer: React.FC<FileExplorerProps> = ({
     const files: File[] = [];
 
     const processItems = async () => {
+      // @ts-ignore
       const items = Array.from(fileList);
 
       for (const item of items) {
         if ("webkitGetAsEntry" in item) {
           // Handle drag and drop
+          // @ts-ignore
           const entry = (item as DataTransferItem).webkitGetAsEntry();
           if (entry) {
             const entryFiles = await getAllFiles(entry);
@@ -247,6 +252,7 @@ export const FileExplorer: React.FC<FileExplorerProps> = ({
           }
         } else {
           // Handle regular file input
+          // @ts-ignore
           const file = item as File;
           const supportedExtensions = [
             ".pdf",
@@ -271,6 +277,7 @@ export const FileExplorer: React.FC<FileExplorerProps> = ({
 
     // Create a new FileList-like object with the collected files
     const dt = new DataTransfer();
+    // @ts-ignore
     files.forEach((file) => dt.items.add(file));
     setSelectedFiles((prevFiles) => mergeFileList(prevFiles, dt.files));
   };
diff --git a/website/src/components/Output.tsx b/website/src/components/Output.tsx
index 5a9a1bbf..8ff70548 100644
--- a/website/src/components/Output.tsx
+++ b/website/src/components/Output.tsx
@@ -175,6 +175,8 @@ export const Output: React.FC = () => {
   useEffect(() => {
     if (isLoadingOutputs) {
       setActiveTab("console");
+    } else {
+      setActiveTab("table");
     }
   }, [isLoadingOutputs]);
 
@@ -399,6 +401,7 @@ export const Output: React.FC = () => {
       const groupedData = useMemo(() => {
         const intersectionKeys = new Set(
           outputs.flatMap((row) => {
+            // @ts-ignore
             const kvPairs = row[visualizationColumn.name] as Record<
               string,
               unknown
@@ -415,6 +418,7 @@ export const Output: React.FC = () => {
         } = {};
 
         outputs.forEach((row) => {
+          // @ts-ignore
           const kvPairs = row[visualizationColumn.name] as Record<
             string,
             unknown
@@ -475,6 +479,7 @@ export const Output: React.FC = () => {
                           JSON.stringify(value, null, 2)
                         )
                       )
+                      // @ts-ignore
                     ).map((str) => JSON.parse(str));
 
                     // Calculate percentage of total documents
diff --git a/website/src/components/PipelineGui.tsx b/website/src/components/PipelineGui.tsx
index 885f2503..b75ada57 100644
--- a/website/src/components/PipelineGui.tsx
+++ b/website/src/components/PipelineGui.tsx
@@ -382,21 +382,27 @@ const PipelineGUI: React.FC = () => {
               const newFiles = datasetPaths.map((filePath) => ({
                 name: path.basename(filePath),
                 path: filePath,
+                type: "json",
               }));
 
               setFiles((prevFiles: File[]) => {
-                const uniqueNewFiles = newFiles.filter(
-                  (newFile) =>
-                    !prevFiles.some(
-                      (prevFile) => prevFile.path === newFile.path
-                    )
-                );
+                const uniqueNewFiles = newFiles
+                  .filter(
+                    (newFile) =>
+                      !prevFiles.some(
+                        (prevFile) => prevFile.path === newFile.path
+                      )
+                  )
+                  .map((file) => ({
+                    ...file,
+                    type: "json" as const, // Explicitly type as literal "json"
+                  }));
                 return [...prevFiles, ...uniqueNewFiles];
               });
 
               // Set the first file as current if no current file exists
               if (!currentFile) {
-                setCurrentFile(newFiles[0]);
+                setCurrentFile({ ...newFiles[0], type: "json" });
               }
             }
 

From 3c3aa36f0fb65ddd67c4578fd67ec89e865e0aef Mon Sep 17 00:00:00 2001
From: Shreya Shankar <ss.shankar505@gmail.com>
Date: Mon, 18 Nov 2024 22:11:00 -0800
Subject: [PATCH 17/36] chore: fix selectivity factors

---
 website/src/components/Output.tsx | 24 ++++++++++++++++--------
 1 file changed, 16 insertions(+), 8 deletions(-)

diff --git a/website/src/components/Output.tsx b/website/src/components/Output.tsx
index 8ff70548..1cb1f87b 100644
--- a/website/src/components/Output.tsx
+++ b/website/src/components/Output.tsx
@@ -576,12 +576,16 @@ export const Output: React.FC = () => {
           <div className="flex items-center space-x-2">
             <div className="flex items-center gap-2 text-sm">
               <div className="flex items-center px-2 py-1 border border-gray-200 rounded-md">
-                <span className="text-gray-900 font-medium">{inputCount}</span>
+                <span className="text-gray-900 font-medium">
+                  {isLoadingOutputs ? "0" : inputCount}
+                </span>
                 <span className="text-gray-500 ml-1">in</span>
               </div>
               <span className="text-gray-400">→</span>
               <div className="flex items-center px-2 py-1 border border-gray-200 rounded-md">
-                <span className="text-gray-900 font-medium">{outputCount}</span>
+                <span className="text-gray-900 font-medium">
+                  {isLoadingOutputs ? "0" : outputCount}
+                </span>
                 <span className="text-gray-500 ml-1">out</span>
               </div>
               <TooltipProvider>
@@ -591,18 +595,22 @@ export const Output: React.FC = () => {
                       <span
                         className={clsx(
                           "font-medium",
-                          selectivityFactor !== "N/A" &&
+                          !isLoadingOutputs &&
+                            selectivityFactor !== "N/A" &&
                             Number(selectivityFactor) > 1 &&
                             "text-emerald-600",
-                          selectivityFactor !== "N/A" &&
+                          !isLoadingOutputs &&
+                            selectivityFactor !== "N/A" &&
                             Number(selectivityFactor) < 1 &&
                             "text-rose-600",
-                          selectivityFactor === "N/A" && "text-gray-900"
+                          (isLoadingOutputs || selectivityFactor === "N/A") &&
+                            "text-gray-900"
                         )}
                       >
-                        {selectivityFactor}×
+                        {isLoadingOutputs ? "N/A" : selectivityFactor}×
                       </span>
-                      {selectivityFactor !== "N/A" &&
+                      {!isLoadingOutputs &&
+                        selectivityFactor !== "N/A" &&
                         Number(selectivityFactor) < 1 && (
                           <div className="ml-1">
                             <TinyPieChart
@@ -614,7 +622,7 @@ export const Output: React.FC = () => {
                   </TooltipTrigger>
                   <TooltipContent>
                     <p className="font-medium">Output to input ratio</p>
-                    {selectivityFactor !== "N/A" && (
+                    {!isLoadingOutputs && selectivityFactor !== "N/A" && (
                       <p className="text-xs mt-1">
                         {Number(selectivityFactor) > 1
                           ? "Operation increases data volume"

From 49942ddbafe788bb46af0f9316744d4b2a2009ac Mon Sep 17 00:00:00 2001
From: Sam Elamin <hussam.elamin@gmail.com>
Date: Tue, 19 Nov 2024 22:29:12 +0400
Subject: [PATCH 18/36] add python multipart to requirements (#197)

---
 pyproject.toml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/pyproject.toml b/pyproject.toml
index 6827a9d1..2250e140 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -24,6 +24,7 @@ pydantic = "^2.9.2"
 asteval = "^1.0.4"
 scikit-learn = "^1.5.2"
 pyrate-limiter = "^3.7.0"
+python-multipart = "^0.0.17"
 openpyxl = { version = "^3.1.5", optional = true }
 python-docx = { version = "^1.1.2", optional = true }
 pydub = { version = "^0.25.1", optional = true }

From 21afc72009b809baa0e9c3e799d1b886c5be7dc2 Mon Sep 17 00:00:00 2001
From: Shreya Shankar <ss.shankar505@gmail.com>
Date: Tue, 19 Nov 2024 10:53:25 -0800
Subject: [PATCH 19/36] fix: add docs to describe how to set up .env.local
 (#199)

* fix: add docs to describe how to set up .env.local

* chore: update lockfile
---
 README.md                                 | 13 ++++++++
 docs/playground/index.md                  | 37 +++++++++++++++++++----
 poetry.lock                               | 13 +++++++-
 website/src/contexts/WebSocketContext.tsx |  4 ++-
 4 files changed, 59 insertions(+), 8 deletions(-)

diff --git a/README.md b/README.md
index 3e02ac68..fbc8409f 100644
--- a/README.md
+++ b/README.md
@@ -76,6 +76,19 @@ FRONTEND_HOST=0.0.0.0
 FRONTEND_PORT=3000
 ```
 
+And create an .env.local file in the website directory with the following:
+
+```bash
+OPENAI_API_KEY=sk-xxx
+OPENAI_API_BASE=https://api.openai.com/v1
+MODEL_NAME=gpt-4o-mini
+
+NEXT_PUBLIC_BACKEND_HOST=localhost
+NEXT_PUBLIC_BACKEND_PORT=8000
+```
+
+Note that the openai api key, base, and model name are for the UI assistant only; not the DocETL pipeline execution engine.
+
 4. Start the development server:
 ```bash
 make run-ui-dev
diff --git a/docs/playground/index.md b/docs/playground/index.md
index f25d2e8d..e85683db 100644
--- a/docs/playground/index.md
+++ b/docs/playground/index.md
@@ -10,25 +10,50 @@ The playground allows you to do just that.
 
 ## Installation
 
-First, make sure you have installed the DocETL Python package from source. Fork or clone the repository, then run `make install` in the root directory:
+1. Clone the repository:
+```bash
+git clone https://github.com/ucbepic/docetl.git
+cd docetl
+```
+
+2. Install dependencies:
+```bash
+make install      # Install Python package
+make install-ui   # Install UI dependencies
+```
 
+3. Set up environment variables by creating a `.env` file in the root directory:
 ```bash
-make install
+OPENAI_API_KEY=your_api_key_here # Or any other llm keys
+BACKEND_ALLOW_ORIGINS=
+BACKEND_HOST=localhost
+BACKEND_PORT=8000
+BACKEND_RELOAD=True
+FRONTEND_HOST=0.0.0.0
+FRONTEND_PORT=3000
 ```
 
-Then, to install the dependencies for the playground, run `make install-ui` in the root directory.
+The `.env` file is used for the backend server.
 
+For the front end, create an `.env.local` file in the `website` directory with:
 ```bash
-make install-ui
+OPENAI_API_KEY=sk-xxx
+OPENAI_API_BASE=https://api.openai.com/v1
+MODEL_NAME=gpt-4-mini
+
+NEXT_PUBLIC_BACKEND_HOST=localhost
+NEXT_PUBLIC_BACKEND_PORT=8000
 ```
 
-Then, run `make run-ui-dev` to start the development server.
+!!! note
+    Note that the OpenAI API key, base, and model name in the `.env.local` file are only for the UI assistant functionality, not the DocETL pipeline execution engine.
 
+4. Start the development server:
 ```bash
 make run-ui-dev
 ```
 
-Navigate to [http://localhost:3000/playground](http://localhost:3000/playground) to access the playground. 
+5. Navigate to [http://localhost:3000/playground](http://localhost:3000/playground) to access the playground.
 
 ### Setting up the AI Assistant
 
diff --git a/poetry.lock b/poetry.lock
index 251114a5..b6527691 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -3553,6 +3553,17 @@ files = [
 [package.extras]
 cli = ["click (>=5.0)"]
 
+[[package]]
+name = "python-multipart"
+version = "0.0.17"
+description = "A streaming multipart parser for Python"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "python_multipart-0.0.17-py3-none-any.whl", hash = "sha256:15dc4f487e0a9476cc1201261188ee0940165cffc94429b6fc565c4d3045cb5d"},
+    {file = "python_multipart-0.0.17.tar.gz", hash = "sha256:41330d831cae6e2f22902704ead2826ea038d0419530eadff3ea80175aec5538"},
+]
+
 [[package]]
 name = "python-pptx"
 version = "1.0.2"
@@ -5147,4 +5158,4 @@ server = ["docling", "fastapi", "uvicorn"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10"
-content-hash = "f733e80620037e5ab51bfea4d51bc953cb766bde8a3ae909bc7ea5360dc11e57"
+content-hash = "58c3309ea252aabb4002739171d478674a79397cc1402fc479e188ef6c8b3ad4"
diff --git a/website/src/contexts/WebSocketContext.tsx b/website/src/contexts/WebSocketContext.tsx
index af963821..e3264764 100644
--- a/website/src/contexts/WebSocketContext.tsx
+++ b/website/src/contexts/WebSocketContext.tsx
@@ -30,7 +30,9 @@ export const WebSocketProvider: React.FC<{ children: React.ReactNode }> = ({
         return;
       }
 
-      ws.current = new WebSocket(`ws://${process.env.NEXT_PUBLIC_BACKEND_HOST}:${process.env.NEXT_PUBLIC_BACKEND_PORT}/ws/run_pipeline`);
+      ws.current = new WebSocket(
+        `ws://${process.env.NEXT_PUBLIC_BACKEND_HOST}:${process.env.NEXT_PUBLIC_BACKEND_PORT}/ws/run_pipeline`
+      );
 
       ws.current.onopen = () => {
         setReadyState(WebSocket.OPEN);

From 7dedc7c8e49a076d2226fdb2413b83d3afa30a03 Mon Sep 17 00:00:00 2001
From: Shreya Shankar <ss.shankar505@gmail.com>
Date: Tue, 19 Nov 2024 10:56:07 -0800
Subject: [PATCH 20/36] chore: update wording in readme

---
 README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index fbc8409f..35941607 100644
--- a/README.md
+++ b/README.md
@@ -65,7 +65,7 @@ make install      # Install Python package
 make install-ui   # Install UI dependencies
 ```
 
-3. Set up environment variables in `.env`:
+3. Set up environment variables in `.env` in the root/top-level directory:
 ```bash
 OPENAI_API_KEY=your_api_key_here
 BACKEND_ALLOW_ORIGINS=
@@ -76,7 +76,7 @@ FRONTEND_HOST=0.0.0.0
 FRONTEND_PORT=3000
 ```
 
-And create an .env.local file in the website directory with the following:
+And create an .env.local file in the `website` directory with the following:
 
 ```bash
 OPENAI_API_KEY=sk-xxx

From 6f3c2448c5dc188bd05cd41bbec8b4d1eedc58a9 Mon Sep 17 00:00:00 2001
From: Sam Elamin <hussam.elamin@gmail.com>
Date: Wed, 20 Nov 2024 01:10:59 +0400
Subject: [PATCH 21/36] fix intermediates path (#200)

---
 website/src/app/api/writePipelineConfig/route.ts | 9 ++++++---
 1 file changed, 6 insertions(+), 3 deletions(-)

diff --git a/website/src/app/api/writePipelineConfig/route.ts b/website/src/app/api/writePipelineConfig/route.ts
index d51c8a19..d39726e5 100644
--- a/website/src/app/api/writePipelineConfig/route.ts
+++ b/website/src/app/api/writePipelineConfig/route.ts
@@ -46,9 +46,12 @@ export async function POST(request: Request) {
 
     // Save the YAML file in the user's home directory
     const homeDir = os.homedir();
-    const pipelineDir = path.join(homeDir, ".docetl", "pipelines", "configs");
-    await fs.mkdir(pipelineDir, { recursive: true });
-    const filePath = path.join(pipelineDir, `${name}.yaml`);
+    const pipelineDir = path.join(homeDir, ".docetl", "pipelines");
+    const configDir = path.join(pipelineDir, "configs");
+    const nameDir = path.join(pipelineDir, name, "intermediates");
+    await fs.mkdir(configDir, { recursive: true });
+    await fs.mkdir(nameDir, { recursive: true });
+    const filePath = path.join(configDir, `${name}.yaml`);
     await fs.writeFile(filePath, yamlString, "utf8");
 
     return NextResponse.json({ filePath, inputPath, outputPath });

From 5c73cca712dbbbdd141fc2b1beb29780221a6c55 Mon Sep 17 00:00:00 2001
From: Shreya Shankar <ss.shankar505@gmail.com>
Date: Tue, 19 Nov 2024 15:03:51 -0800
Subject: [PATCH 22/36] feat: add filtering to table in UI

---
 website/src/components/ResizableDataTable.tsx | 162 +++++++++++++++---
 1 file changed, 139 insertions(+), 23 deletions(-)

diff --git a/website/src/components/ResizableDataTable.tsx b/website/src/components/ResizableDataTable.tsx
index fca33045..d5d29fca 100644
--- a/website/src/components/ResizableDataTable.tsx
+++ b/website/src/components/ResizableDataTable.tsx
@@ -18,6 +18,9 @@ import {
   VisibilityState,
   SortingState,
   getSortedRowModel,
+  getFilteredRowModel,
+  FilterFn,
+  ColumnFiltersState,
 } from "@tanstack/react-table";
 import {
   Table,
@@ -61,19 +64,37 @@ interface ColumnStats {
   avg: number;
   distribution: number[];
   bucketSize: number;
-  type: "number" | "array" | "string";
+  type: "number" | "array" | "string-words" | "string-chars" | "boolean";
 }
 
 function calculateColumnStats(
   data: Record<string, unknown>[],
   accessor: string
 ): ColumnStats | null {
-  let type: "number" | "array" | "string" = "string";
+  let type: ColumnStats["type"] = "string-words";
   const firstValue = data.find((row) => row[accessor] != null)?.[accessor];
 
   // Determine type based on first non-null value
   if (typeof firstValue === "number") type = "number";
   if (Array.isArray(firstValue)) type = "array";
+  if (typeof firstValue === "boolean") type = "boolean";
+
+  // For strings, check first 5 non-null values to determine if we should count chars
+  if (typeof firstValue === "string") {
+    const first5Values = data
+      .filter(
+        (row) => typeof row[accessor] === "string" && row[accessor] != null
+      )
+      .slice(0, 5)
+      .map((row) => row[accessor] as string);
+
+    // Use char count if all sampled values are single words
+    type =
+      first5Values.length > 0 &&
+      first5Values.every((val) => !/\s/.test(val.trim()))
+        ? "string-chars"
+        : "string-words";
+  }
 
   const values = data
     .map((row) => {
@@ -83,6 +104,11 @@ function calculateColumnStats(
         return null;
       }
 
+      // For booleans, convert to 0 or 1
+      if (typeof value === "boolean") {
+        return value ? 1 : 0;
+      }
+
       // For numbers, use the value directly
       if (typeof value === "number") {
         return value;
@@ -93,9 +119,16 @@ function calculateColumnStats(
         return value.length;
       }
 
-      // For strings and other types, count words after converting to string
-      const stringValue =
-        typeof value === "string" ? value : JSON.stringify(value);
+      // For strings, count either chars or words based on earlier determination
+      if (typeof value === "string") {
+        const trimmedValue = value.trim();
+        return type === "string-chars"
+          ? trimmedValue.length
+          : trimmedValue.split(/\s+/).length;
+      }
+
+      // For other types, convert to string and count words
+      const stringValue = JSON.stringify(value);
       return stringValue.split(/\s+/).length;
     })
     .filter((length): length is number => length !== null);
@@ -106,6 +139,22 @@ function calculateColumnStats(
   const max = Math.max(...values);
   const avg = values.reduce((sum, val) => sum + val, 0) / values.length;
 
+  // For boolean values, create a special two-bucket distribution
+  if (type === "boolean") {
+    const distribution = [0, 0]; // [false count, true count]
+    values.forEach((value) => {
+      distribution[value]++;
+    });
+    return {
+      min,
+      max,
+      avg,
+      distribution,
+      bucketSize: 1,
+      type,
+    };
+  }
+
   // Special handling for single distinct value
   if (min === max) {
     return {
@@ -114,7 +163,7 @@ function calculateColumnStats(
       avg,
       distribution: [values.length], // Put all values in a single bucket
       bucketSize: 1,
-      type: type,
+      type,
     };
   }
 
@@ -203,10 +252,20 @@ interface ColumnHeaderProps {
   isBold: boolean;
   onSort: () => void;
   sortDirection: "asc" | "desc" | false;
+  onFilter: (value: string) => void;
+  filterValue: string;
 }
 
 const ColumnHeader = React.memo(
-  ({ header, stats, isBold, onSort, sortDirection }: ColumnHeaderProps) => {
+  ({
+    header,
+    stats,
+    isBold,
+    onSort,
+    sortDirection,
+    onFilter,
+    filterValue,
+  }: ColumnHeaderProps) => {
     const histogramData = useMemo(() => {
       if (!stats) return [];
 
@@ -216,11 +275,33 @@ const ColumnHeader = React.memo(
             return "";
           case "array":
             return " items";
+          case "boolean":
+            return "";
+          case "string-chars":
+            return " chars";
+          case "string-words":
+            return " words";
           default:
             return " words";
         }
       };
 
+      // Special handling for boolean values
+      if (stats.type === "boolean") {
+        return [
+          {
+            range: "False",
+            count: stats.distribution[0],
+            fullRange: "False",
+          },
+          {
+            range: "True",
+            count: stats.distribution[1],
+            fullRange: "True",
+          },
+        ];
+      }
+
       // Special handling for single distinct value
       if (stats.min === stats.max) {
         return [
@@ -245,19 +326,22 @@ const ColumnHeader = React.memo(
 
     return (
       <div className="space-y-1">
-        <div className={`${isBold ? "font-bold" : ""} flex items-center gap-2`}>
-          <span>{header}</span>
-          <button
-            onClick={(e) => {
-              e.stopPropagation();
-              onSort();
-            }}
-            className="p-0.5 hover:bg-accent rounded-sm"
-          >
-            {sortDirection === false && <ArrowUpDown className="h-3 w-3" />}
-            {sortDirection === "asc" && <ArrowUp className="h-3 w-3" />}
-            {sortDirection === "desc" && <ArrowDown className="h-3 w-3" />}
-          </button>
+        <div
+          className={`${isBold ? "font-bold" : ""} space-y-2 ${
+            filterValue ? "bg-primary/5 rounded-md p-1" : ""
+          }`}
+        >
+          <div className="flex items-center gap-2">
+            <Search className="h-3 w-3 text-muted-foreground" />
+            <Input
+              placeholder="Filter..."
+              value={filterValue}
+              onChange={(e) => onFilter(e.target.value)}
+              className={`h-6 text-xs border-none shadow-none focus-visible:ring-0 ${
+                filterValue ? "bg-primary/5" : ""
+              }`}
+            />
+          </div>
         </div>
         {stats && (
           <div className="space-y-0.5">
@@ -267,7 +351,7 @@ const ColumnHeader = React.memo(
                   Single value: {stats.min}
                   {stats.type === "array"
                     ? " items"
-                    : stats.type === "string"
+                    : stats.type === "string-words"
                     ? " words"
                     : ""}
                 </span>
@@ -277,7 +361,7 @@ const ColumnHeader = React.memo(
                     {stats.min}
                     {stats.type === "array"
                       ? " items"
-                      : stats.type === "string"
+                      : stats.type === "string-words"
                       ? " words"
                       : ""}
                   </span>
@@ -286,7 +370,7 @@ const ColumnHeader = React.memo(
                     {stats.max}
                     {stats.type === "array"
                       ? " items"
-                      : stats.type === "string"
+                      : stats.type === "string-words"
                       ? " words"
                       : ""}
                   </span>
@@ -645,6 +729,7 @@ function ResizableDataTable<T extends DataType>({
   });
   const [columnVisibility, setColumnVisibility] = useState<VisibilityState>({});
   const [sorting, setSorting] = useState<SortingState>([]);
+  const [columnFilters, setColumnFilters] = useState<ColumnFiltersState>([]);
 
   const saveSettings = useCallback(() => {
     localStorage.setItem(
@@ -698,11 +783,32 @@ function ResizableDataTable<T extends DataType>({
     return stats;
   }, [data, columns]);
 
+  const fuzzyFilter: FilterFn<T> = (row, columnId, value) => {
+    const searchValue = value.toLowerCase();
+    const cellValue = row.getValue(columnId);
+
+    if (cellValue == null) return false;
+
+    // Handle different types of values
+    if (typeof cellValue === "number") {
+      return cellValue.toString().includes(searchValue);
+    }
+
+    if (Array.isArray(cellValue)) {
+      return cellValue.some((item) =>
+        String(item).toLowerCase().includes(searchValue)
+      );
+    }
+
+    return String(cellValue).toLowerCase().includes(searchValue);
+  };
+
   const table = useReactTable({
     data,
     columns: sortedColumns.map((col) => ({
       ...col,
       enableSorting: true,
+      filterFn: fuzzyFilter,
       sortingFn: (rowA: Row<T>, rowB: Row<T>) => {
         const accessor = col.accessorKey;
         if (!accessor) return 0;
@@ -731,6 +837,7 @@ function ResizableDataTable<T extends DataType>({
     getCoreRowModel: getCoreRowModel(),
     getPaginationRowModel: getPaginationRowModel(),
     getSortedRowModel: getSortedRowModel(),
+    getFilteredRowModel: getFilteredRowModel(),
     onColumnSizingChange: (newColumnSizing) => {
       setColumnSizing(newColumnSizing);
       setIsResizing(true);
@@ -739,10 +846,12 @@ function ResizableDataTable<T extends DataType>({
     },
     onColumnVisibilityChange: setColumnVisibility,
     onSortingChange: setSorting,
+    onColumnFiltersChange: setColumnFilters,
     state: {
       columnSizing,
       columnVisibility,
       sorting,
+      columnFilters,
     },
     enableSorting: true,
     enableColumnResizing: true,
@@ -756,6 +865,9 @@ function ResizableDataTable<T extends DataType>({
         pageSize: 5,
       },
     },
+    filterFns: {
+      fuzzy: fuzzyFilter,
+    },
   });
 
   return (
@@ -851,6 +963,10 @@ function ResizableDataTable<T extends DataType>({
                       sortDirection={
                         header.column.getIsSorted() as false | "asc" | "desc"
                       }
+                      onFilter={(value) => header.column.setFilterValue(value)}
+                      filterValue={
+                        (header.column.getFilterValue() as string) ?? ""
+                      }
                     />
                   )}
                   <ColumnResizer header={header} />

From ad1700f0f8ae83bb74b60bedaf78571babbe8933 Mon Sep 17 00:00:00 2001
From: Shreya Shankar <ss.shankar505@gmail.com>
Date: Tue, 19 Nov 2024 18:39:15 -0800
Subject: [PATCH 23/36] fix: change steps ordering for installation

---
 README.md                | 13 +++++++------
 docs/playground/index.md | 14 +++++++-------
 2 files changed, 14 insertions(+), 13 deletions(-)

diff --git a/README.md b/README.md
index 35941607..f4da9e76 100644
--- a/README.md
+++ b/README.md
@@ -59,13 +59,8 @@ git clone https://github.com/ucbepic/docetl.git
 cd docetl
 ```
 
-2. Install dependencies:
-```bash
-make install      # Install Python package
-make install-ui   # Install UI dependencies
-```
 
-3. Set up environment variables in `.env` in the root/top-level directory:
+2. Set up environment variables in `.env` in the root/top-level directory:
 ```bash
 OPENAI_API_KEY=your_api_key_here
 BACKEND_ALLOW_ORIGINS=
@@ -87,6 +82,12 @@ NEXT_PUBLIC_BACKEND_HOST=localhost
 NEXT_PUBLIC_BACKEND_PORT=8000
 ```
 
+3. Install dependencies:
+```bash
+make install      # Install Python package
+make install-ui   # Install UI dependencies
+```
+
 Note that the openai api key, base, and model name are for the UI assistant only; not the DocETL pipeline execution engine.
 
 4. Start the development server:
diff --git a/docs/playground/index.md b/docs/playground/index.md
index e85683db..a79c29d7 100644
--- a/docs/playground/index.md
+++ b/docs/playground/index.md
@@ -16,13 +16,7 @@ git clone https://github.com/ucbepic/docetl.git
 cd docetl
 ```
 
-2. Install dependencies:
-```bash
-make install      # Install Python package
-make install-ui   # Install UI dependencies
-```
-
-3. Set up environment variables by creating a `.env` file in the root directory:
+2. Set up environment variables by creating a `.env` file in the root directory:
 ```bash
 OPENAI_API_KEY=your_api_key_here # Or any other llm keys
 BACKEND_ALLOW_ORIGINS=
@@ -48,6 +42,12 @@ NEXT_PUBLIC_BACKEND_PORT=8000
 !!! note
     Note that the OpenAI API key, base, and model name in the `.env.local` file are only for the UI assistant functionality, not the DocETL pipeline execution engine.
 
+3. Install dependencies:
+```bash
+make install      # Install Python package
+make install-ui   # Install UI dependencies
+```
+
 4. Start the development server:
 ```bash
 make run-ui-dev

From 7f563c294f1571562280aefa12b8629d5e736257 Mon Sep 17 00:00:00 2001
From: Shreya Shankar <ss.shankar505@gmail.com>
Date: Wed, 20 Nov 2024 13:37:23 -0800
Subject: [PATCH 24/36] fix: change default settings (#202)

---
 website/src/mocks/mockData.ts | 36 +++++++++++++++++------------------
 1 file changed, 18 insertions(+), 18 deletions(-)

diff --git a/website/src/mocks/mockData.ts b/website/src/mocks/mockData.ts
index 14bcdb03..d6e6e700 100644
--- a/website/src/mocks/mockData.ts
+++ b/website/src/mocks/mockData.ts
@@ -4,23 +4,23 @@ import path from "path";
 export const mockFiles = [];
 
 export const initialOperations: Operation[] = [
-  {
-    id: "1",
-    llmType: "LLM",
-    type: "map",
-    name: "extract_funny_quotes",
-    prompt:
-      "list the funniest quotes in this presidential debate, {{ input.date }}. here is the transcript: \n {{ input.content }}",
-    output: {
-      schema: [
-        {
-          key: "quote",
-          type: "list",
-          subType: { key: "quote", type: "string" },
-        },
-      ],
-    },
-  },
+  // {
+  //   id: "1",
+  //   llmType: "LLM",
+  //   type: "map",
+  //   name: "extract_funny_quotes",
+  //   prompt:
+  //     "list the funniest quotes in this presidential debate, {{ input.date }}. here is the transcript: \n {{ input.content }}",
+  //   output: {
+  //     schema: [
+  //       {
+  //         key: "quote",
+  //         type: "list",
+  //         subType: { key: "quote", type: "string" },
+  //       },
+  //     ],
+  //   },
+  // },
   // {
   //   id: '2',
   //   llmType: 'non-LLM',
@@ -64,4 +64,4 @@ export const initialOperations: Operation[] = [
 ];
 
 export const mockSampleSize = 5;
-export const mockPipelineName = "Debate_Analysis";
+export const mockPipelineName = "Untitled_Analysis";

From 3c7b03bd4e773232d7112c431c83cc781bfd3a41 Mon Sep 17 00:00:00 2001
From: Shreya Shankar <ss.shankar505@gmail.com>
Date: Wed, 20 Nov 2024 16:37:47 -0800
Subject: [PATCH 25/36] feat: Add azure doc intelligence to PDF upload in the
 UI (#203)

* fix: change default settings

* feat: adding azure doc intelligence to the UI

* chore: update lockfile
---
 poetry.lock                                   | 87 +++++++++++++++-
 pyproject.toml                                |  3 +-
 server/app/routes/convert.py                  | 93 ++++++++++++++++-
 website/src/app/api/convertDocuments/route.ts | 30 +++++-
 website/src/components/FileExplorer.tsx       | 99 ++++++++++++++++++-
 5 files changed, 298 insertions(+), 14 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index b6527691..705c6612 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -244,6 +244,34 @@ azure-core = ">=1.30.0"
 isodate = ">=0.6.1"
 typing-extensions = ">=4.6.0"
 
+[[package]]
+name = "azure-ai-formrecognizer"
+version = "3.3.3"
+description = "Microsoft Azure Form Recognizer Client Library for Python"
+optional = true
+python-versions = ">=3.8"
+files = [
+    {file = "azure-ai-formrecognizer-3.3.3.tar.gz", hash = "sha256:9fc09788bbb65866630fa870cca1933bfd7298b8055236530bcc0e40d81fcccf"},
+    {file = "azure_ai_formrecognizer-3.3.3-py3-none-any.whl", hash = "sha256:81fc1abda8bd898426ee3bbc1b9c6bd164514201ce282129a31d4664f9d1f3bc"},
+]
+
+[package.dependencies]
+azure-common = ">=1.1"
+azure-core = ">=1.23.0"
+msrest = ">=0.6.21"
+typing-extensions = ">=4.0.1"
+
+[[package]]
+name = "azure-common"
+version = "1.1.28"
+description = "Microsoft Azure Client Library for Python (Common)"
+optional = true
+python-versions = "*"
+files = [
+    {file = "azure-common-1.1.28.zip", hash = "sha256:4ac0cd3214e36b6a1b6a442686722a5d8cc449603aa833f3f0f40bda836704a3"},
+    {file = "azure_common-1.1.28-py2.py3-none-any.whl", hash = "sha256:5c12d3dcf4ec20599ca6b0d3e09e86e146353d443e7fcc050c9a19c1f9df20ad"},
+]
+
 [[package]]
 name = "azure-core"
 version = "1.31.0"
@@ -1926,6 +1954,27 @@ docs = ["sphinx"]
 gmpy = ["gmpy2 (>=2.1.0a4)"]
 tests = ["pytest (>=4.6)"]
 
+[[package]]
+name = "msrest"
+version = "0.7.1"
+description = "AutoRest swagger generator Python client runtime."
+optional = true
+python-versions = ">=3.6"
+files = [
+    {file = "msrest-0.7.1-py3-none-any.whl", hash = "sha256:21120a810e1233e5e6cc7fe40b474eeb4ec6f757a15d7cf86702c369f9567c32"},
+    {file = "msrest-0.7.1.zip", hash = "sha256:6e7661f46f3afd88b75667b7187a92829924446c7ea1d169be8c4bb7eeb788b9"},
+]
+
+[package.dependencies]
+azure-core = ">=1.24.0"
+certifi = ">=2017.4.17"
+isodate = ">=0.6.0"
+requests = ">=2.16,<3.0"
+requests-oauthlib = ">=0.5.0"
+
+[package.extras]
+async = ["aiodns", "aiohttp (>=3.0)"]
+
 [[package]]
 name = "multidict"
 version = "6.1.0"
@@ -2415,6 +2464,22 @@ files = [
     {file = "nvidia_nvtx_cu12-12.4.127-py3-none-win_amd64.whl", hash = "sha256:641dccaaa1139f3ffb0d3164b4b84f9d253397e38246a4f2f36728b48566d485"},
 ]
 
+[[package]]
+name = "oauthlib"
+version = "3.2.2"
+description = "A generic, spec-compliant, thorough implementation of the OAuth request-signing logic"
+optional = true
+python-versions = ">=3.6"
+files = [
+    {file = "oauthlib-3.2.2-py3-none-any.whl", hash = "sha256:8139f29aac13e25d502680e9e19963e83f16838d48a0d71c287fe40e7067fbca"},
+    {file = "oauthlib-3.2.2.tar.gz", hash = "sha256:9859c40929662bec5d64f34d01c99e093149682a3f38915dc0655d5a633dd918"},
+]
+
+[package.extras]
+rsa = ["cryptography (>=3.0.0)"]
+signals = ["blinker (>=1.4.0)"]
+signedtoken = ["cryptography (>=3.0.0)", "pyjwt (>=2.0.0,<3)"]
+
 [[package]]
 name = "openai"
 version = "1.52.2"
@@ -3948,6 +4013,24 @@ urllib3 = ">=1.21.1,<3"
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
 use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
+[[package]]
+name = "requests-oauthlib"
+version = "2.0.0"
+description = "OAuthlib authentication support for Requests."
+optional = true
+python-versions = ">=3.4"
+files = [
+    {file = "requests-oauthlib-2.0.0.tar.gz", hash = "sha256:b3dffaebd884d8cd778494369603a9e7b58d29111bf6b41bdc2dcd87203af4e9"},
+    {file = "requests_oauthlib-2.0.0-py2.py3-none-any.whl", hash = "sha256:7dd8a5c40426b779b0868c404bdef9768deccf22749cde15852df527e6269b36"},
+]
+
+[package.dependencies]
+oauthlib = ">=3.0.0"
+requests = ">=2.0.0"
+
+[package.extras]
+rsa = ["oauthlib[signedtoken] (>=3.0.0)"]
+
 [[package]]
 name = "rich"
 version = "13.9.3"
@@ -5153,9 +5236,9 @@ type = ["pytest-mypy"]
 
 [extras]
 parsing = ["azure-ai-documentintelligence", "openpyxl", "paddlepaddle", "pydub", "pymupdf", "python-docx", "python-pptx"]
-server = ["docling", "fastapi", "uvicorn"]
+server = ["azure-ai-documentintelligence", "azure-ai-formrecognizer", "docling", "fastapi", "uvicorn"]
 
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10"
-content-hash = "58c3309ea252aabb4002739171d478674a79397cc1402fc479e188ef6c8b3ad4"
+content-hash = "82e66f32512cdbead2ceb993eb58233578bff394d592d348a9864ed779d5b539"
diff --git a/pyproject.toml b/pyproject.toml
index 2250e140..59a504f1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -38,10 +38,11 @@ fastapi = { version = "^0.115.0", optional = true }
 uvicorn = { version = "^0.31.0", optional = true }
 websockets = "^13.1"
 docling = { version  = "^2.5.2", optional = true }
+azure-ai-formrecognizer = { version = "^3.3.3", optional = true }
 
 [tool.poetry.extras]
 parsing = ["python-docx", "openpyxl", "pydub", "python-pptx", "azure-ai-documentintelligence", "paddlepaddle", "pymupdf"]
-server = ["fastapi", "uvicorn", "docling"]
+server = ["fastapi", "uvicorn", "docling", "azure-ai-formrecognizer", "azure-ai-documentintelligence"]
 
 [tool.poetry.group.dev.dependencies]
 pytest = "^8.3.2"
diff --git a/server/app/routes/convert.py b/server/app/routes/convert.py
index 7dd77e79..2474c34d 100644
--- a/server/app/routes/convert.py
+++ b/server/app/routes/convert.py
@@ -1,14 +1,46 @@
-from fastapi import APIRouter, UploadFile, File
-from typing import List
+from fastapi import APIRouter, UploadFile, File, Header
+from typing import List, Optional
 import tempfile
 import os
 import aiohttp
 from pathlib import Path
+from azure.ai.documentintelligence.models import AnalyzeDocumentRequest, ContentFormat, AnalyzeResult
+from azure.ai.documentintelligence import DocumentIntelligenceClient
+from azure.core.credentials import AzureKeyCredential
+import asyncio
+from concurrent.futures import ThreadPoolExecutor
+from dotenv import load_dotenv
+
+# Load environment variables
+load_dotenv()
+
+# Add Azure credentials
+AZURE_ENDPOINT = os.getenv("AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT")
+AZURE_KEY = os.getenv("AZURE_DOCUMENT_INTELLIGENCE_KEY")
 
 router = APIRouter()
 
 MODAL_ENDPOINT = "https://ucbepic--docling-converter-convert-documents.modal.run"
 
+def process_document_with_azure(file_path: str, endpoint: str, key: str) -> str:
+    """Process a single document with Azure Document Intelligence"""
+    try:
+        document_analysis_client = DocumentIntelligenceClient(
+            endpoint=endpoint, 
+            credential=AzureKeyCredential(key)
+        )
+
+        with open(file_path, "rb") as f:
+            poller = document_analysis_client.begin_analyze_document(
+                "prebuilt-layout", AnalyzeDocumentRequest(bytes_source=f.read()), output_content_format=ContentFormat.MARKDOWN,
+            )
+        result = poller.result()
+
+        return result.content
+    except Exception as e:
+        print(f"Error processing document: {str(e)}")
+        return f"Error processing document: {str(e)}"
+
 @router.post("/api/convert-documents")
 async def convert_documents(files: List[UploadFile] = File(...)):
     # First try Modal endpoint
@@ -77,4 +109,59 @@ async def convert_documents(files: List[UploadFile] = File(...)):
                     "markdown": conv_result.document.export_to_markdown()
                 })
         
-        return {"documents": results}
\ No newline at end of file
+        return {"documents": results}
+    
+@router.post("/api/azure-convert-documents")
+async def azure_convert_documents(
+    files: List[UploadFile] = File(...),
+    azure_endpoint: Optional[str] = Header(None),
+    azure_key: Optional[str] = Header(None)
+):
+    if not azure_endpoint or not azure_key:
+        return {"error": "Azure credentials are required"}
+
+    with tempfile.TemporaryDirectory() as temp_dir:
+        # Save uploaded files and prepare for processing
+        file_paths = []
+        original_filenames = []
+        
+        for file in files:
+            file_path = os.path.join(temp_dir, file.filename)
+            os.makedirs(os.path.dirname(file_path), exist_ok=True)
+            
+            with open(file_path, "wb") as buffer:
+                content = await file.read()
+                buffer.write(content)
+            
+            file_paths.append(file_path)
+            original_filenames.append(file.filename)
+
+        # Process documents concurrently using ThreadPoolExecutor
+        with ThreadPoolExecutor() as executor:
+            futures = []
+            for file_path in file_paths:
+                future = executor.submit(
+                    process_document_with_azure,
+                    file_path,
+                    azure_endpoint,
+                    azure_key
+                )
+                futures.append(future)
+
+            # Collect results as they complete
+            results = []
+            for future in futures:
+                results.append(future.result())
+
+        # Format results to match the existing endpoint's schema
+        formatted_results = [
+            {
+                "filename": filename,
+                "markdown": content
+            }
+            for filename, content in zip(original_filenames, results)
+        ]
+
+        return {"documents": formatted_results}
+    
+
diff --git a/website/src/app/api/convertDocuments/route.ts b/website/src/app/api/convertDocuments/route.ts
index b7bc4228..da938e6f 100644
--- a/website/src/app/api/convertDocuments/route.ts
+++ b/website/src/app/api/convertDocuments/route.ts
@@ -17,17 +17,36 @@ export async function POST(request: NextRequest) {
       backendFormData.append("files", file);
     });
 
+    // Get Azure credentials from headers if they exist
+    const azureEndpoint = request.headers.get("azure-endpoint");
+    const azureKey = request.headers.get("azure-key");
+
+    // Determine which endpoint to use
+    const endpoint =
+      azureEndpoint && azureKey
+        ? "/api/azure-convert-documents"
+        : "/api/convert-documents";
+
+    // Prepare headers for the backend request
+    const headers: HeadersInit = {};
+    if (azureEndpoint && azureKey) {
+      headers["azure-endpoint"] = azureEndpoint;
+      headers["azure-key"] = azureKey;
+    }
+
     // Forward the request to the Python backend
     const response = await fetch(
-      `http://${process.env.NEXT_PUBLIC_BACKEND_HOST}:${process.env.NEXT_PUBLIC_BACKEND_PORT}/api/convert-documents`,
+      `http://${process.env.NEXT_PUBLIC_BACKEND_HOST}:${process.env.NEXT_PUBLIC_BACKEND_PORT}${endpoint}`,
       {
         method: "POST",
         body: backendFormData,
+        headers,
       }
     );
 
     if (!response.ok) {
-      throw new Error(`Backend returned ${response.status}`);
+      const errorData = await response.json().catch(() => ({}));
+      throw new Error(errorData.error || `Backend returned ${response.status}`);
     }
 
     const data = await response.json();
@@ -39,7 +58,12 @@ export async function POST(request: NextRequest) {
   } catch (error) {
     console.error("Error converting documents:", error);
     return NextResponse.json(
-      { error: "Failed to convert documents" },
+      {
+        error:
+          error instanceof Error
+            ? error.message
+            : "Failed to convert documents",
+      },
       { status: 500 }
     );
   }
diff --git a/website/src/components/FileExplorer.tsx b/website/src/components/FileExplorer.tsx
index a987855f..4755f3ca 100644
--- a/website/src/components/FileExplorer.tsx
+++ b/website/src/components/FileExplorer.tsx
@@ -10,6 +10,7 @@ import {
   X,
   Folder,
   Database,
+  AlertTriangle,
 } from "lucide-react";
 import { Button } from "@/components/ui/button";
 import { Input } from "@/components/ui/input";
@@ -44,6 +45,14 @@ import {
   AlertDialogHeader,
   AlertDialogTitle,
 } from "@/components/ui/alert-dialog";
+import { Switch } from "@/components/ui/switch";
+import { Label } from "@/components/ui/label";
+import {
+  Tooltip,
+  TooltipContent,
+  TooltipProvider,
+  TooltipTrigger,
+} from "./ui/tooltip";
 
 interface FileExplorerProps {
   files: File[];
@@ -126,6 +135,8 @@ async function getAllFiles(entry: FileSystemEntry): Promise<File[]> {
   return files;
 }
 
+type ConversionMethod = "docling" | "azure";
+
 export const FileExplorer: React.FC<FileExplorerProps> = ({
   files,
   onFileClick,
@@ -144,6 +155,10 @@ export const FileExplorer: React.FC<FileExplorerProps> = ({
   const [viewingDocument, setViewingDocument] = useState<File | null>(null);
   const [folderToDelete, setFolderToDelete] = useState<string | null>(null);
   const [uploadingFiles, setUploadingFiles] = useState<Set<string>>(new Set());
+  const [conversionMethod, setConversionMethod] =
+    useState<ConversionMethod>("docling");
+  const [azureEndpoint, setAzureEndpoint] = useState("");
+  const [azureKey, setAzureKey] = useState("");
 
   // Group files by folder
   const groupedFiles = files.reduce((acc: { [key: string]: File[] }, file) => {
@@ -305,9 +320,7 @@ export const FileExplorer: React.FC<FileExplorerProps> = ({
     // First, save all original documents and collect their paths
     const originalDocsFormData = new FormData();
     Array.from(selectedFiles).forEach((file) => {
-      // Add to conversion formData
       formData.append("files", file);
-      // Add to storage formData with original filename to preserve it
       originalDocsFormData.append(
         "files",
         new File([file], file.name, { type: file.type })
@@ -327,10 +340,21 @@ export const FileExplorer: React.FC<FileExplorerProps> = ({
 
       const savedDocs = await saveDocsResponse.json();
 
+      // Choose endpoint based on conversion method
+      const conversionEndpoint = "/api/convertDocuments";
+
+      // Prepare headers for Azure if needed
+      const headers: HeadersInit = {};
+      if (conversionMethod === "azure") {
+        headers["azure-endpoint"] = azureEndpoint;
+        headers["azure-key"] = azureKey;
+      }
+
       // Then proceed with conversion
-      const response = await fetch("/api/convertDocuments", {
+      const response = await fetch(conversionEndpoint, {
         method: "POST",
         body: formData,
+        headers,
       });
 
       if (!response.ok) {
@@ -625,7 +649,68 @@ export const FileExplorer: React.FC<FileExplorerProps> = ({
               <DialogTitle>Upload Documents</DialogTitle>
             </DialogHeader>
 
-            <div className="space-y-6 w-full flex-1 overflow-hidden flex flex-col">
+            <div className="space-y-4 w-full flex-1 overflow-hidden flex flex-col">
+              <div className="flex flex-col space-y-2">
+                <div className="flex items-center space-x-2 mb-2">
+                  <Switch
+                    id="conversion-method"
+                    checked={conversionMethod === "azure"}
+                    onCheckedChange={(checked) =>
+                      setConversionMethod(checked ? "azure" : "docling")
+                    }
+                  />
+                  <Label htmlFor="conversion-method">
+                    Use Azure Document Intelligence
+                  </Label>
+                </div>
+
+                {conversionMethod === "azure" && (
+                  <div className="grid gap-3 animate-in fade-in slide-in-from-top-1">
+                    <div className="space-y-1.5">
+                      <Label htmlFor="azure-endpoint" className="text-sm">
+                        Azure Endpoint
+                      </Label>
+                      <Input
+                        id="azure-endpoint"
+                        placeholder="https://your-resource.cognitiveservices.azure.com/"
+                        value={azureEndpoint}
+                        onChange={(e) => setAzureEndpoint(e.target.value)}
+                        className="h-8"
+                      />
+                    </div>
+                    <div className="space-y-1.5">
+                      <div className="flex items-center gap-1.5">
+                        <Label htmlFor="azure-key" className="text-sm">
+                          Azure Key
+                        </Label>
+                        <TooltipProvider>
+                          <Tooltip>
+                            <TooltipTrigger>
+                              <AlertTriangle className="h-4 w-4 text-amber-500" />
+                            </TooltipTrigger>
+                            <TooltipContent className="bg-amber-50 border-amber-200 text-amber-900 w-[150px]">
+                              <p>
+                                Warning: Key is passed in plaintext to your
+                                local server. Ensure no one is snooping on your
+                                network traffic and stealing your key.
+                              </p>
+                            </TooltipContent>
+                          </Tooltip>
+                        </TooltipProvider>
+                      </div>
+                      <Input
+                        id="azure-key"
+                        type="password"
+                        placeholder="Enter your Azure Document Intelligence key"
+                        value={azureKey}
+                        onChange={(e) => setAzureKey(e.target.value)}
+                        className="h-8"
+                      />
+                    </div>
+                  </div>
+                )}
+              </div>
+
               <div
                 className={`
                   border-2 border-dashed rounded-lg transition-colors relative flex-shrink-0
@@ -774,7 +859,11 @@ export const FileExplorer: React.FC<FileExplorerProps> = ({
                     </div>
                     <Button
                       onClick={handleConversion}
-                      disabled={isConverting}
+                      disabled={
+                        isConverting ||
+                        (conversionMethod === "azure" &&
+                          (!azureEndpoint || !azureKey))
+                      }
                       className="min-w-[100px]"
                     >
                       {isConverting ? (

From d744d2e7cecd844743d3f6bef2e4b67ed073e48d Mon Sep 17 00:00:00 2001
From: Shreya Shankar <ss.shankar505@gmail.com>
Date: Wed, 20 Nov 2024 17:27:47 -0800
Subject: [PATCH 26/36] feat: change histograms to be bar charts for
 categorical columns (#204)

---
 server/app/routes/convert.py                  |  36 +--
 website/src/components/FileExplorer.tsx       |   4 +-
 website/src/components/ResizableDataTable.tsx | 245 ++++++++++++++----
 3 files changed, 215 insertions(+), 70 deletions(-)

diff --git a/server/app/routes/convert.py b/server/app/routes/convert.py
index 2474c34d..a896bb37 100644
--- a/server/app/routes/convert.py
+++ b/server/app/routes/convert.py
@@ -43,23 +43,25 @@ def process_document_with_azure(file_path: str, endpoint: str, key: str) -> str:
 
 @router.post("/api/convert-documents")
 async def convert_documents(files: List[UploadFile] = File(...)):
-    # First try Modal endpoint
-    try:
-        async with aiohttp.ClientSession() as session:
-            # Prepare files for multipart upload
-            data = aiohttp.FormData()
-            for file in files:
-                data.add_field('files',
-                             await file.read(),
-                             filename=file.filename,
-                             content_type=file.content_type)
+    # First try Modal endpoint if there are no txt files
+    all_txt_files = all(file.filename.lower().endswith('.txt') or file.filename.lower().endswith('.md') for file in files)
+    if not all_txt_files:
+        try:
+            async with aiohttp.ClientSession() as session:
+                # Prepare files for multipart upload
+                data = aiohttp.FormData()
+                for file in files:
+                    data.add_field('files',
+                                await file.read(),
+                                filename=file.filename,
+                                content_type=file.content_type)
             
-            async with session.post(MODAL_ENDPOINT, data=data, timeout=120) as response:
-                if response.status == 200:
-                    return await response.json()
+                async with session.post(MODAL_ENDPOINT, data=data, timeout=120) as response:
+                    if response.status == 200:
+                        return await response.json()
             
-    except Exception as e:
-        print(f"Modal endpoint failed: {str(e)}. Falling back to local processing...")
+        except Exception as e:
+            print(f"Modal endpoint failed: {str(e)}. Falling back to local processing...")
     
     # If Modal fails, fall back to local processing
     from docling.document_converter import DocumentConverter
@@ -70,7 +72,7 @@ async def convert_documents(files: List[UploadFile] = File(...)):
         # Save uploaded files to temporary directory
         file_paths = []
         original_filenames = []  # Keep track of original filenames
-        txt_files = []  # Track which files are .txt
+        txt_files = []  # Track which files are .txt or markdown
         for file in files:
             # Reset file position since we might have read it in the Modal attempt
             await file.seek(0)
@@ -82,7 +84,7 @@ async def convert_documents(files: List[UploadFile] = File(...)):
                 buffer.write(content)
             file_paths.append(file_path)
             original_filenames.append(file.filename)
-            txt_files.append(file.filename.lower().endswith('.txt'))
+            txt_files.append(file.filename.lower().endswith('.txt') or file.filename.lower().endswith('.md'))
         
         # Convert all documents
         results = []
diff --git a/website/src/components/FileExplorer.tsx b/website/src/components/FileExplorer.tsx
index 4755f3ca..395ac6c2 100644
--- a/website/src/components/FileExplorer.tsx
+++ b/website/src/components/FileExplorer.tsx
@@ -778,7 +778,7 @@ export const FileExplorer: React.FC<FileExplorerProps> = ({
                         type="file"
                         multiple
                         className="hidden"
-                        accept=".pdf,.docx,.doc,.txt,.html,.pptx"
+                        accept=".pdf,.docx,.doc,.txt,.html,.pptx,.md"
                         onChange={(e) => {
                           if (e.target.files) {
                             handleFolderUpload(e.target.files);
@@ -790,7 +790,7 @@ export const FileExplorer: React.FC<FileExplorerProps> = ({
                       </span>
                     </label>
                     <p className="text-xs text-gray-500">
-                      Supported formats: PDF, DOCX, DOC, TXT, HTML, PPTX
+                      Supported formats: PDF, DOCX, DOC, TXT, HTML, PPTX, MD
                     </p>
                     <p className="text-xs text-gray-500">
                       Processing may take up to 2 minutes
diff --git a/website/src/components/ResizableDataTable.tsx b/website/src/components/ResizableDataTable.tsx
index d5d29fca..39b3e422 100644
--- a/website/src/components/ResizableDataTable.tsx
+++ b/website/src/components/ResizableDataTable.tsx
@@ -38,6 +38,7 @@ import {
   ArrowUpDown,
   ArrowUp,
   ArrowDown,
+  Search,
 } from "lucide-react";
 import {
   DropdownMenu,
@@ -48,9 +49,15 @@ import {
 import { TABLE_SETTINGS_KEY } from "@/app/localStorageKeys";
 import ReactMarkdown from "react-markdown";
 import debounce from "lodash/debounce";
-import { BarChart, Bar, XAxis, Tooltip, ResponsiveContainer } from "recharts";
+import {
+  BarChart,
+  Bar,
+  XAxis,
+  Tooltip,
+  ResponsiveContainer,
+  YAxis,
+} from "recharts";
 import { Input } from "@/components/ui/input";
-import { Search } from "lucide-react";
 
 export type DataType = Record<string, unknown>;
 export type ColumnType<T extends DataType> = ColumnDef<T> & {
@@ -65,6 +72,27 @@ interface ColumnStats {
   distribution: number[];
   bucketSize: number;
   type: "number" | "array" | "string-words" | "string-chars" | "boolean";
+  distinctCount: number;
+  totalCount: number;
+  isLowCardinality: boolean;
+  sortedValueCounts: { value: string; count: number }[];
+}
+
+function calculateDistinctValueCounts(
+  data: Record<string, unknown>[],
+  accessor: string
+): Map<string | number | boolean, number> {
+  const valueCounts = new Map<string | number | boolean, number>();
+
+  data.forEach((row) => {
+    const value = row[accessor];
+    if (value != null) {
+      const key = typeof value === "object" ? JSON.stringify(value) : value;
+      valueCounts.set(key, (valueCounts.get(key) || 0) + 1);
+    }
+  });
+
+  return valueCounts;
 }
 
 function calculateColumnStats(
@@ -139,6 +167,19 @@ function calculateColumnStats(
   const max = Math.max(...values);
   const avg = values.reduce((sum, val) => sum + val, 0) / values.length;
 
+  const valueCounts = calculateDistinctValueCounts(data, accessor);
+  const distinctCount = valueCounts.size;
+  const totalCount = data.filter((row) => row[accessor] != null).length;
+  const isLowCardinality = distinctCount < totalCount * 0.5;
+
+  // Convert value counts to sorted array for bar chart
+  const sortedValueCounts = Array.from(valueCounts.entries())
+    .sort((a, b) => b[1] - a[1]) // Sort by count in descending order
+    .map(([value, count]) => ({
+      value: String(value),
+      count,
+    }));
+
   // For boolean values, create a special two-bucket distribution
   if (type === "boolean") {
     const distribution = [0, 0]; // [false count, true count]
@@ -152,6 +193,10 @@ function calculateColumnStats(
       distribution,
       bucketSize: 1,
       type,
+      distinctCount,
+      totalCount,
+      isLowCardinality,
+      sortedValueCounts,
     };
   }
 
@@ -164,6 +209,10 @@ function calculateColumnStats(
       distribution: [values.length], // Put all values in a single bucket
       bucketSize: 1,
       type,
+      distinctCount,
+      totalCount,
+      isLowCardinality,
+      sortedValueCounts,
     };
   }
 
@@ -188,6 +237,10 @@ function calculateColumnStats(
     distribution,
     bucketSize,
     type,
+    distinctCount,
+    totalCount,
+    isLowCardinality,
+    sortedValueCounts,
   };
 }
 
@@ -246,26 +299,69 @@ const WordCountHistogram = React.memo(
 );
 WordCountHistogram.displayName = "WordCountHistogram";
 
+const CategoricalBarChart = React.memo(
+  ({ data }: { data: { value: string; count: number }[] }) => {
+    const totalCount = useMemo(
+      () => data.reduce((sum, item) => sum + item.count, 0),
+      [data]
+    );
+
+    // Take top 10 values for visualization
+    const displayData = data.slice(0, 10);
+
+    return (
+      <ResponsiveContainer width="100%" height={40}>
+        <BarChart data={displayData} barCategoryGap={1}>
+          <XAxis
+            dataKey="value"
+            tick={{ fontSize: 8 }}
+            interval={0}
+            tickLine={false}
+            stroke="hsl(var(--muted-foreground))"
+            height={15}
+          />
+          <Tooltip
+            formatter={(value: number) => [
+              `${value.toLocaleString()} (${(
+                (value / totalCount) *
+                100
+              ).toFixed(1)}%)`,
+              "Count",
+            ]}
+            labelFormatter={(label: string) => label}
+            contentStyle={{
+              backgroundColor: "hsl(var(--popover))",
+              border: "1px solid hsl(var(--border))",
+              borderRadius: "var(--radius)",
+              color: "hsl(var(--popover-foreground))",
+              padding: "8px 12px",
+              boxShadow: "0 2px 4px rgba(0,0,0,0.1)",
+            }}
+            wrapperStyle={{ zIndex: 1000 }}
+          />
+          <Bar
+            dataKey="count"
+            fill="hsl(var(--chart-2))"
+            radius={[4, 4, 0, 0]}
+            isAnimationActive={false}
+          />
+        </BarChart>
+      </ResponsiveContainer>
+    );
+  }
+);
+CategoricalBarChart.displayName = "CategoricalBarChart";
+
 interface ColumnHeaderProps {
   header: string;
   stats: ColumnStats | null;
   isBold: boolean;
-  onSort: () => void;
-  sortDirection: "asc" | "desc" | false;
   onFilter: (value: string) => void;
   filterValue: string;
 }
 
 const ColumnHeader = React.memo(
-  ({
-    header,
-    stats,
-    isBold,
-    onSort,
-    sortDirection,
-    onFilter,
-    filterValue,
-  }: ColumnHeaderProps) => {
+  ({ header, stats, isBold, onFilter, filterValue }: ColumnHeaderProps) => {
     const histogramData = useMemo(() => {
       if (!stats) return [];
 
@@ -326,6 +422,9 @@ const ColumnHeader = React.memo(
 
     return (
       <div className="space-y-1">
+        <div className={`${isBold ? "font-bold" : ""} text-sm px-1`}>
+          {header}
+        </div>
         <div
           className={`${isBold ? "font-bold" : ""} space-y-2 ${
             filterValue ? "bg-primary/5 rounded-md p-1" : ""
@@ -346,14 +445,9 @@ const ColumnHeader = React.memo(
         {stats && (
           <div className="space-y-0.5">
             <div className="flex justify-between text-[10px] text-muted-foreground">
-              {stats.min === stats.max ? (
+              {stats.isLowCardinality ? (
                 <span className="w-full text-center">
-                  Single value: {stats.min}
-                  {stats.type === "array"
-                    ? " items"
-                    : stats.type === "string-words"
-                    ? " words"
-                    : ""}
+                  {stats.distinctCount} distinct values
                 </span>
               ) : (
                 <>
@@ -378,7 +472,11 @@ const ColumnHeader = React.memo(
               )}
             </div>
             <div className="h-10 w-full">
-              <WordCountHistogram histogramData={histogramData} />
+              {stats.isLowCardinality ? (
+                <CategoricalBarChart data={stats.sortedValueCounts} />
+              ) : (
+                <WordCountHistogram histogramData={histogramData} />
+              )}
             </div>
           </div>
         )}
@@ -703,7 +801,7 @@ function ResizableDataTable<T extends DataType>({
   data,
   columns,
   boldedColumns,
-  startingRowHeight = 60, // Default starting height
+  startingRowHeight = 60,
 }: ResizableDataTableProps<T>) {
   const [columnSizing, setColumnSizing] = useState<ColumnSizingState>(() => {
     const savedSettings = localStorage.getItem(TABLE_SETTINGS_KEY);
@@ -870,34 +968,83 @@ function ResizableDataTable<T extends DataType>({
     },
   });
 
+  const resetColumnWidths = useCallback(() => {
+    const initialSizing: ColumnSizingState = {};
+    columns.forEach((column) => {
+      if (column.initialWidth) {
+        initialSizing[column.id as string] = column.initialWidth;
+      } else {
+        // Get all values for this column
+        const values = data.map((row) => {
+          const value = row[column.accessorKey as string];
+          return value ? String(value) : "";
+        });
+
+        // Estimate width based on content (including header)
+        const header = column.header as string;
+        const maxContentLength = Math.max(
+          header.length,
+          ...values.map((v) => v.length)
+        );
+
+        // Estimate width: ~8px per character, with min 150px and max 400px
+        const estimatedWidth = Math.min(
+          Math.max(maxContentLength * 8, 150),
+          400
+        );
+
+        initialSizing[column.id as string] = estimatedWidth;
+      }
+    });
+
+    // Update the table's column sizing state
+    table.setColumnSizing(initialSizing);
+
+    // Update our local state and save settings
+    setColumnSizing(initialSizing);
+    saveSettings();
+  }, [columns, data, saveSettings, table]);
+
   return (
     <div className="w-full overflow-auto">
       <div className="mb-2 flex justify-between items-center">
-        <DropdownMenu>
-          <DropdownMenuTrigger asChild>
-            <Button
-              variant="ghost"
-              size="sm"
-              className="flex items-center ml-2 h-7"
-            >
-              Show/Hide Columns
-              <ChevronDown className="ml-1 h-3 w-3" />
-            </Button>
-          </DropdownMenuTrigger>
-          <DropdownMenuContent className="w-56">
-            {table.getAllLeafColumns().map((column) => {
-              return (
-                <DropdownMenuCheckboxItem
-                  key={column.id}
-                  checked={column.getIsVisible()}
-                  onCheckedChange={(value) => column.toggleVisibility(!!value)}
-                >
-                  {column.id}
-                </DropdownMenuCheckboxItem>
-              );
-            })}
-          </DropdownMenuContent>
-        </DropdownMenu>
+        <div className="flex items-center gap-2">
+          <DropdownMenu>
+            <DropdownMenuTrigger asChild>
+              <Button
+                variant="ghost"
+                size="sm"
+                className="flex items-center ml-2 h-7"
+              >
+                Show/Hide Columns
+                <ChevronDown className="ml-1 h-3 w-3" />
+              </Button>
+            </DropdownMenuTrigger>
+            <DropdownMenuContent className="w-56">
+              {table.getAllLeafColumns().map((column) => {
+                return (
+                  <DropdownMenuCheckboxItem
+                    key={column.id}
+                    checked={column.getIsVisible()}
+                    onCheckedChange={(value) =>
+                      column.toggleVisibility(!!value)
+                    }
+                  >
+                    {column.id}
+                  </DropdownMenuCheckboxItem>
+                );
+              })}
+            </DropdownMenuContent>
+          </DropdownMenu>
+          <Button
+            variant="ghost"
+            size="sm"
+            className="h-7"
+            onClick={resetColumnWidths}
+          >
+            Reset Widths
+          </Button>
+        </div>
         <div className="flex items-center space-x-2">
           {data.length > 0 && (
             <div className="flex items-center justify-end space-x-2 py-1 mr-2">
@@ -959,10 +1106,6 @@ function ResizableDataTable<T extends DataType>({
                       isBold={boldedColumns.includes(
                         header.column.columnDef.header as string
                       )}
-                      onSort={() => header.column.toggleSorting()}
-                      sortDirection={
-                        header.column.getIsSorted() as false | "asc" | "desc"
-                      }
                       onFilter={(value) => header.column.setFilterValue(value)}
                       filterValue={
                         (header.column.getFilterValue() as string) ?? ""

From 2c548949ed90403f132b0b44e3c1253e3e3b31f3 Mon Sep 17 00:00:00 2001
From: Shreya Shankar <ss.shankar505@gmail.com>
Date: Thu, 21 Nov 2024 05:06:39 +0000
Subject: [PATCH 27/36] delete package files added by accident

---
 package-lock.json | 6 ------
 package.json      | 1 -
 2 files changed, 7 deletions(-)
 delete mode 100644 package-lock.json
 delete mode 100644 package.json

diff --git a/package-lock.json b/package-lock.json
deleted file mode 100644
index 01df09a7..00000000
--- a/package-lock.json
+++ /dev/null
@@ -1,6 +0,0 @@
-{
-  "name": "motion-v3",
-  "lockfileVersion": 3,
-  "requires": true,
-  "packages": {}
-}
diff --git a/package.json b/package.json
deleted file mode 100644
index 0967ef42..00000000
--- a/package.json
+++ /dev/null
@@ -1 +0,0 @@
-{}

From 26d02b5fe5e5ee38f9b72504b8291d73aad18b4d Mon Sep 17 00:00:00 2001
From: plpycoin <103234125+plpycoin@users.noreply.github.com>
Date: Fri, 22 Nov 2024 07:17:31 +0800
Subject: [PATCH 28/36] uses String(value) to ensure the value is converted to
 a string when it's not an object. (#206)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Could there be something wrong with my local configuration? Why do I always encounter compilation problems... 🤣
---
 website/src/components/ResizableDataTable.tsx | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/website/src/components/ResizableDataTable.tsx b/website/src/components/ResizableDataTable.tsx
index 39b3e422..961f0a19 100644
--- a/website/src/components/ResizableDataTable.tsx
+++ b/website/src/components/ResizableDataTable.tsx
@@ -87,7 +87,7 @@ function calculateDistinctValueCounts(
   data.forEach((row) => {
     const value = row[accessor];
     if (value != null) {
-      const key = typeof value === "object" ? JSON.stringify(value) : value;
+      const key = typeof value === "object" ? JSON.stringify(value) : String(value);
       valueCounts.set(key, (valueCounts.get(key) || 0) + 1);
     }
   });

From 600e92aa3150ca04e22debcaf2dae905e12243ce Mon Sep 17 00:00:00 2001
From: Shreya Shankar <ss.shankar505@gmail.com>
Date: Fri, 22 Nov 2024 09:45:11 -0800
Subject: [PATCH 29/36] feat: add docker file (#205)

* feat: change histograms to be bar charts for categorical columns

* feat: add dockerfile

* feat: add dockerfile

* feat: add dockerfile

* feat: add dockerfile

* chore: add more descriptive error message for websocket failure

* fix: make docker ci work

* fix: add validation

* add documentation for docker container
---
 .github/workflows/docker-ci.yml               |  59 +++++
 .gitignore                                    |   5 +-
 Dockerfile                                    |  79 ++++++
 Makefile                                      |  26 +-
 README.md                                     |  62 ++++-
 docetl/builder.py                             |   2 +-
 docetl/operations/__init__.py                 |   3 +-
 docs/playground/index.md                      |  66 ++++-
 website/src/app/api/getInputOutput/route.ts   |  16 +-
 .../src/app/api/getPipelineConfig/route.ts    |  13 +-
 website/src/app/api/runPipeline/route.ts      |  33 +--
 website/src/app/api/saveDocuments/route.ts    |   4 +-
 website/src/app/api/uploadFile/route.ts       |   3 +-
 website/src/app/api/utils.ts                  |   3 +-
 .../src/app/api/writePipelineConfig/route.ts  |   6 +-
 website/src/components/FileExplorer.tsx       | 167 ++++++++----
 website/src/components/ResizableDataTable.tsx | 243 +++++++++---------
 website/src/components/operations/args.tsx    |  86 ++++++-
 website/src/contexts/WebSocketContext.tsx     |  62 ++++-
 website/src/hooks/use-toast.ts                |  24 +-
 20 files changed, 699 insertions(+), 263 deletions(-)
 create mode 100644 .github/workflows/docker-ci.yml
 create mode 100644 Dockerfile

diff --git a/.github/workflows/docker-ci.yml b/.github/workflows/docker-ci.yml
new file mode 100644
index 00000000..0dcebf87
--- /dev/null
+++ b/.github/workflows/docker-ci.yml
@@ -0,0 +1,59 @@
+name: Docker CI
+
+on:
+  push:
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
+
+jobs:
+  docker-build-test:
+    runs-on: ubuntu-latest
+    
+    steps:
+    - name: Remove unnecessary files
+      run: |
+        sudo rm -rf /usr/share/dotnet
+        sudo rm -rf "$AGENT_TOOLSDIRECTORY"
+    - uses: actions/checkout@v4
+    - name: Remove .env copy from Dockerfile
+      run: sed -i '/COPY .env/d' Dockerfile
+      
+    - name: Build Docker image
+      run: docker build -t docetl .
+      
+    - name: Create Docker volume
+      run: docker volume create docetl-data
+      
+    - name: Test Docker container
+      run: |
+        # Run the container in detached mode
+        docker run -d \
+          -p 3000:3000 \
+          -p 8000:8000 \
+          -v docetl-data:/docetl-data \
+          -e FRONTEND_HOST=0.0.0.0 \
+          -e FRONTEND_PORT=3000 \
+          -e BACKEND_HOST=0.0.0.0 \
+          -e BACKEND_PORT=8000 \
+          --name docetl-test \
+          docetl
+          
+        # Wait for container to start up
+        sleep 120
+        
+        # Check if container is still running
+        if [ "$(docker ps -q -f name=docetl-test)" ]; then
+          echo "Container is running successfully"
+        else
+          echo "Container failed to stay running"
+          docker logs docetl-test
+          exit 1
+        fi
+        
+        # Cleanup
+        docker stop docetl-test
+        docker rm docetl-test
+        
+    - name: Clean up Docker volume
+      run: docker volume rm docetl-data 
\ No newline at end of file
diff --git a/.gitignore b/.gitignore
index b1d0b6b1..c4834bfc 100644
--- a/.gitignore
+++ b/.gitignore
@@ -49,4 +49,7 @@ website/.vercel
 
 # typescript
 website/*.tsbuildinfo
-website/next-env.d.ts
\ No newline at end of file
+website/next-env.d.ts
+
+# Docker
+.docker/
\ No newline at end of file
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 00000000..afddf042
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,79 @@
+# Build stage for Python dependencies
+FROM python:3.11-slim AS python-builder
+
+RUN pip install poetry==1.4.2
+
+ENV POETRY_NO_INTERACTION=1 \
+    POETRY_VIRTUALENVS_IN_PROJECT=1 \
+    POETRY_VIRTUALENVS_CREATE=1 \
+    POETRY_CACHE_DIR=/tmp/poetry_cache \
+    DOCETL_HOME_DIR="/docetl-data"
+
+WORKDIR /app
+
+COPY pyproject.toml poetry.lock ./
+COPY docetl/ ./docetl/
+COPY server/ ./server/
+COPY tests/ ./tests/
+RUN touch README.md
+
+# Install with --no-root first for dependencies, then install with root for entrypoints
+RUN --mount=type=cache,target=$POETRY_CACHE_DIR poetry install --all-extras --no-root && \
+    poetry install --all-extras
+
+# Build stage for Node.js dependencies
+FROM node:20-alpine AS node-builder
+
+WORKDIR /app/website
+
+# Update DOCETL_HOME_DIR to match final location
+ENV DOCETL_HOME_DIR="/docetl-data"
+
+COPY website/package*.json ./
+RUN npm install
+COPY website/ ./
+RUN npm run build
+
+# Final runtime stage
+FROM python:3.11-slim AS runtime
+
+# Install Node.js
+RUN apt-get update && apt-get install -y \
+    curl \
+    && curl -fsSL https://deb.nodesource.com/setup_20.x | bash - \
+    && apt-get install -y nodejs \
+    && rm -rf /var/lib/apt/lists/*
+
+WORKDIR /app
+
+# Copy Python virtual environment from builder
+ENV VIRTUAL_ENV=/app/.venv \
+    PATH="/app/.venv/bin:$PATH" \
+    PYTHONPATH="/app" \
+    DOCETL_HOME_DIR="/docetl-data"
+
+COPY --from=python-builder /app/.venv ${VIRTUAL_ENV}
+
+# Copy Python application files
+COPY docetl/ ./docetl/
+COPY server/ ./server/
+COPY tests/ ./tests/
+COPY pyproject.toml poetry.lock ./
+COPY .env ./
+
+# Copy Node.js dependencies and application files
+COPY --from=node-builder /app/website ./website
+
+ENV PORT=3000
+
+# Create data directory with appropriate permissions
+RUN mkdir -p /docetl-data && chown -R nobody:nogroup /docetl-data && chmod 777 /docetl-data
+
+# Define volume AFTER creating and setting permissions
+VOLUME ["/docetl-data"]
+
+# Expose ports for frontend and backend
+EXPOSE 3000 8000
+
+# Start both servers
+CMD ["sh", "-c", "python3 server/app/main.py & cd website && npm run start"]
\ No newline at end of file
diff --git a/Makefile b/Makefile
index bc147709..f392632e 100644
--- a/Makefile
+++ b/Makefile
@@ -1,7 +1,7 @@
 # Load environment variables from .env file
 include .env
 
-.PHONY: tests tests-basic lint install mypy update ui-install ui-run
+.PHONY: tests tests-basic lint install mypy update ui-install ui-run docker
 
 # Existing commands
 tests:
@@ -25,7 +25,7 @@ mypy:
 update:
 	poetry update
 
-# New UI-related commands
+# UI-related commands
 UI_DIR := ./website 
 
 install-ui:
@@ -43,6 +43,24 @@ run-ui:
 	echo "Building UI..." && \
 	cd $(UI_DIR) && npm run build && HOST=${FRONTEND_HOST}  PORT=${FRONTEND_PORT} NEXT_PUBLIC_FRONTEND_ALLOWED_HOSTS=${FRONTEND_ALLOWED_HOSTS} npm run start
 
+# Single Docker command to build and run
+docker:
+	docker volume create docetl-data && \
+	docker build -t docetl . && \
+	docker run --rm -it \
+		-p 3000:3000 \
+		-p 8000:8000 \
+		-v docetl-data:/docetl-data \
+		-e FRONTEND_HOST=0.0.0.0 \
+		-e FRONTEND_PORT=3000 \
+		-e BACKEND_HOST=0.0.0.0 \
+		-e BACKEND_PORT=8000 \
+		docetl
+
+# Add new command for cleaning up docker resources
+docker-clean:
+	docker volume rm docetl-data
+
 # Help command
 help:
 	@echo "Available commands:"
@@ -54,5 +72,7 @@ help:
 	@echo "  make update       : Update dependencies"
 	@echo "  make install-ui   : Install UI dependencies"
 	@echo "  make run-ui-dev   : Run UI development server"
-	@echo "  make run-ui-prod  : Run UI production server"
+	@echo "  make run-ui       : Run UI production server"
+	@echo "  make docker       : Build and run docetl in Docker"
+	@echo "  make docker-clean : Remove docetl Docker volume"
 	@echo "  make help         : Show this help message"
\ No newline at end of file
diff --git a/README.md b/README.md
index f4da9e76..470cb694 100644
--- a/README.md
+++ b/README.md
@@ -33,25 +33,67 @@ DocETL is the ideal choice when you're looking to maximize correctness and outpu
 
 ## Installation
 
-### Prerequisites
+There are three ways to run DocETL:
 
+### 1. Using Docker (Recommended for Quick Start)
+
+The easiest way to get started is using Docker:
+
+1. Create the required environment files:
+
+Create `.env` in the root directory:
+```bash
+OPENAI_API_KEY=your_api_key_here
+BACKEND_ALLOW_ORIGINS=
+BACKEND_HOST=0.0.0.0
+BACKEND_PORT=8000
+BACKEND_RELOAD=True
+FRONTEND_HOST=0.0.0.0
+FRONTEND_PORT=3000
+```
+
+Create `.env.local` in the `website` directory:
+```bash
+OPENAI_API_KEY=sk-xxx
+OPENAI_API_BASE=https://api.openai.com/v1
+MODEL_NAME=gpt-4o-mini
+
+NEXT_PUBLIC_BACKEND_HOST=localhost
+NEXT_PUBLIC_BACKEND_PORT=8000
+```
+
+2. Run Docker:
+```bash
+make docker
+```
+
+This will:
+- Create a Docker volume for persistent data
+- Build the DocETL image
+- Run the container with the UI accessible at http://localhost:3000 and API at http://localhost:8000
+
+To clean up Docker resources (note that this will delete the Docker volume):
+```bash
+make docker-clean
+```
+
+### 2. Using pip (Basic Installation)
+
+If you just want to use DocETL as a Python package:
+
+#### Prerequisites
 - Python 3.10 or later
 - OpenAI API key
 
-### Quick Start
-
-1. Install from PyPI:
 ```bash
 pip install docetl
 ```
 
 To see examples of how to use DocETL, check out the [tutorial](https://ucbepic.github.io/docetl/tutorial/).
 
-### Running the UI Locally
-
-We offer a simple UI for building pipelines. We recommend building up complex pipelines one operation at a time, so you can see the results of each operation as you go and iterate on your pipeline. To run it locally, follow these steps:
+### 3. Running the UI Locally (Development Setup)
 
-![Playground Screenshot](docs/assets/tutorial/playground-screenshot.png)
+For development or if you want to run the UI locally:
 
 1. Clone the repository:
 ```bash
@@ -59,7 +101,6 @@ git clone https://github.com/ucbepic/docetl.git
 cd docetl
 ```
 
-
 2. Set up environment variables in `.env` in the root/top-level directory:
 ```bash
 OPENAI_API_KEY=your_api_key_here
@@ -72,7 +113,6 @@ FRONTEND_PORT=3000
 ```
 
 And create an .env.local file in the `website` directory with the following:
-
 ```bash
 OPENAI_API_KEY=sk-xxx
 OPENAI_API_BASE=https://api.openai.com/v1
@@ -88,7 +128,7 @@ make install      # Install Python package
 make install-ui   # Install UI dependencies
 ```
 
-Note that the openai api key, base, and model name are for the UI assistant only; not the DocETL pipeline execution engine.
+Note that the OpenAI API key, base, and model name are for the UI assistant only; not the DocETL pipeline execution engine.
 
 4. Start the development server:
 ```bash
diff --git a/docetl/builder.py b/docetl/builder.py
index 7a8c4766..2ccf7d6a 100644
--- a/docetl/builder.py
+++ b/docetl/builder.py
@@ -140,7 +140,7 @@ def __init__(
         self.resume = resume
         self.captured_output = CapturedOutput()
 
-        home_dir = os.path.expanduser("~")
+        home_dir = os.environ.get("DOCETL_HOME_DIR", os.path.expanduser("~"))
         cache_dir = os.path.join(home_dir, f".docetl/cache/{runner.yaml_file_suffix}")
         os.makedirs(cache_dir, exist_ok=True)
         self.datasets = DatasetOnDisk(dir=cache_dir, console=self.console)
diff --git a/docetl/operations/__init__.py b/docetl/operations/__init__.py
index 66f91032..43d567b1 100644
--- a/docetl/operations/__init__.py
+++ b/docetl/operations/__init__.py
@@ -15,4 +15,5 @@ def get_operations():
     """Load all available operations and return them as a dictionary"""
     return {
         op.name: op.load()
-        for op in importlib.metadata.entry_points(group="docetl.operation")}
+        for op in importlib.metadata.entry_points(group="docetl.operation")
+    }
diff --git a/docs/playground/index.md b/docs/playground/index.md
index a79c29d7..89f2eaee 100644
--- a/docs/playground/index.md
+++ b/docs/playground/index.md
@@ -10,15 +10,63 @@ The playground allows you to do just that.
 
 ## Installation
 
+There are two ways to run the playground:
+
+### 1. Using Docker (Recommended for Quick Start)
+
+The easiest way to get started is using Docker:
+
+1. Create the required environment files:
+
+Create `.env` in the root directory:
+```bash
+OPENAI_API_KEY=your_api_key_here
+BACKEND_ALLOW_ORIGINS=
+BACKEND_HOST=localhost
+BACKEND_PORT=8000
+BACKEND_RELOAD=True
+FRONTEND_HOST=localhost
+FRONTEND_PORT=3000
+```
+
+Create `.env.local` in the `website` directory:
+```bash
+OPENAI_API_KEY=sk-xxx
+OPENAI_API_BASE=https://api.openai.com/v1
+MODEL_NAME=gpt-4o-mini
+
+NEXT_PUBLIC_BACKEND_HOST=localhost
+NEXT_PUBLIC_BACKEND_PORT=8000
+```
+
+2. Run Docker:
+```bash
+make docker
+```
+
+This will:
+- Create a Docker volume for persistent data
+- Build the DocETL image
+- Run the container with the UI accessible at http://localhost:3000 and API at http://localhost:8000
+
+To clean up Docker resources (note that this will delete the Docker volume):
+```bash
+make docker-clean
+```
+
+### 2. Running Locally (Development Setup)
+
+For development or if you want to run the UI locally:
+
 1. Clone the repository:
 ```bash
 git clone https://github.com/ucbepic/docetl.git
 cd docetl
 ```
 
-2. Set up environment variables by creating a `.env` file in the root directory:
+2. Set up environment variables in `.env` in the root directory:
 ```bash
-OPENAI_API_KEY=your_api_key_here # Or any other llm keys
+OPENAI_API_KEY=your_api_key_here
 BACKEND_ALLOW_ORIGINS=
 BACKEND_HOST=localhost
 BACKEND_PORT=8000
@@ -27,13 +75,11 @@ FRONTEND_HOST=0.0.0.0
 FRONTEND_PORT=3000
 ```
 
-The `.env` file is used for the backend server.
-
-For the front end, create an `.env.local` file in the `website` directory with:
+Create `.env.local` in the `website` directory:
 ```bash
 OPENAI_API_KEY=sk-xxx
 OPENAI_API_BASE=https://api.openai.com/v1
-MODEL_NAME=gpt-4-mini
+MODEL_NAME=gpt-4o-mini
 
 NEXT_PUBLIC_BACKEND_HOST=localhost
 NEXT_PUBLIC_BACKEND_PORT=8000
@@ -53,7 +99,7 @@ make install-ui   # Install UI dependencies
 make run-ui-dev
 ```
 
-5. Navigate to [http://localhost:3000/playground](http://localhost:3000/playground) to access the playground.
+5. Navigate to http://localhost:3000/playground to access the playground.
 
 ### Setting up the AI Assistant
 
@@ -61,12 +107,6 @@ The UI offers an optional chat-based assistant that can help you iteratively dev
 
 To use the assistant, you need to set your OpenAI API key in the `.env.local` file in the website directory. You can get an API key [here](https://platform.openai.com/api-keys). The API key should be in the following format: `sk-proj-...`. We only support the openai models for the assistant.
 
-Your `.env.local` file should look like this:
-
-```
-OPENAI_API_KEY=sk-proj-...
-```
-
 ## Complex Tutorial
 
 See this [YouTube video](https://www.youtube.com/watch?v=IlgueVqtHGo) for a more in depth tutorial on how to use the playground.
\ No newline at end of file
diff --git a/website/src/app/api/getInputOutput/route.ts b/website/src/app/api/getInputOutput/route.ts
index 02f5c90f..897bc44e 100644
--- a/website/src/app/api/getInputOutput/route.ts
+++ b/website/src/app/api/getInputOutput/route.ts
@@ -1,7 +1,7 @@
 import { NextResponse } from "next/server";
 import { generatePipelineConfig } from "@/app/api/utils";
 import fs from "fs/promises";
-
+import os from "os";
 export async function POST(request: Request) {
   try {
     const { default_model, data, operations, operation_id, name, sample_size } =
@@ -10,24 +10,26 @@ export async function POST(request: Request) {
     if (!name) {
       return NextResponse.json(
         { error: "Pipeline name is required" },
-        { status: 400 },
+        { status: 400 }
       );
     }
 
     if (!data) {
       return NextResponse.json(
         { error: "Data is required. Please select a file in the sidebar." },
-        { status: 400 },
+        { status: 400 }
       );
     }
 
+    const homeDir = process.env.DOCETL_HOME_DIR || os.homedir();
     const { inputPath, outputPath } = generatePipelineConfig(
       default_model,
       data,
       operations,
       operation_id,
       name,
-      sample_size,
+      homeDir,
+      sample_size
     );
 
     // Check if inputPath exists
@@ -37,7 +39,7 @@ export async function POST(request: Request) {
       console.error(`Input path does not exist: ${inputPath}`);
       return NextResponse.json(
         { error: "Input path does not exist" },
-        { status: 400 },
+        { status: 400 }
       );
     }
 
@@ -48,7 +50,7 @@ export async function POST(request: Request) {
       console.error(`Output path does not exist: ${outputPath}`);
       return NextResponse.json(
         { error: "Output path does not exist" },
-        { status: 400 },
+        { status: 400 }
       );
     }
 
@@ -57,7 +59,7 @@ export async function POST(request: Request) {
     console.error(error);
     return NextResponse.json(
       { error: "Failed to get input and output paths" },
-      { status: 500 },
+      { status: 500 }
     );
   }
 }
diff --git a/website/src/app/api/getPipelineConfig/route.ts b/website/src/app/api/getPipelineConfig/route.ts
index f0f7c8c1..908a2df4 100644
--- a/website/src/app/api/getPipelineConfig/route.ts
+++ b/website/src/app/api/getPipelineConfig/route.ts
@@ -1,6 +1,6 @@
 import { NextResponse } from "next/server";
 import { generatePipelineConfig } from "@/app/api/utils";
-
+import os from "os";
 export async function POST(request: Request) {
   try {
     const { default_model, data, operations, operation_id, name, sample_size } =
@@ -9,24 +9,27 @@ export async function POST(request: Request) {
     if (!name) {
       return NextResponse.json(
         { error: "Pipeline name is required" },
-        { status: 400 },
+        { status: 400 }
       );
     }
 
     if (!data) {
       return NextResponse.json(
         { error: "Data is required. Please select a file in the sidebar." },
-        { status: 400 },
+        { status: 400 }
       );
     }
 
+    const homeDir = process.env.DOCETL_HOME_DIR || os.homedir();
+
     const { yamlString } = generatePipelineConfig(
       default_model,
       data,
       operations,
       operation_id,
       name,
-      sample_size,
+      homeDir,
+      sample_size
     );
 
     return NextResponse.json({ pipelineConfig: yamlString });
@@ -34,7 +37,7 @@ export async function POST(request: Request) {
     console.error(error);
     return NextResponse.json(
       { error: "Failed to generate pipeline configuration" },
-      { status: 500 },
+      { status: 500 }
     );
   }
 }
diff --git a/website/src/app/api/runPipeline/route.ts b/website/src/app/api/runPipeline/route.ts
index ed505000..2c1726a3 100644
--- a/website/src/app/api/runPipeline/route.ts
+++ b/website/src/app/api/runPipeline/route.ts
@@ -14,19 +14,19 @@ export async function POST(request: Request) {
     if (!name) {
       return NextResponse.json(
         { error: "Pipeline name is required" },
-        { status: 400 },
+        { status: 400 }
       );
     }
 
     if (!data) {
       return NextResponse.json(
         { error: "Data is required. Please select a file in the sidebar." },
-        { status: 400 },
+        { status: 400 }
       );
     }
 
     // Create pipeline configuration based on tutorial.yaml example
-    const homeDir = os.homedir();
+    const homeDir = process.env.DOCETL_HOME_DIR || os.homedir();
 
     const datasets = {
       input: {
@@ -59,7 +59,7 @@ export async function POST(request: Request) {
           if (item.type === "list") {
             if (!item.subType) {
               throw new Error(
-                `List type must specify its elements for field: ${item.key}`,
+                `List type must specify its elements for field: ${item.key}`
               );
             }
             const subType =
@@ -70,7 +70,7 @@ export async function POST(request: Request) {
           } else if (item.type === "dict") {
             if (!item.subType) {
               throw new Error(
-                `Dict/Object type must specify its structure for field: ${item.key}`,
+                `Dict/Object type must specify its structure for field: ${item.key}`
               );
             }
             const subSchema = Object.entries(item.subType).reduce(
@@ -78,7 +78,7 @@ export async function POST(request: Request) {
                 acc[key] = processSchemaItem(value as SchemaItem);
                 return acc;
               },
-              {} as Record<string, string>,
+              {} as Record<string, string>
             );
             return JSON.stringify(subSchema);
           } else {
@@ -94,17 +94,17 @@ export async function POST(request: Request) {
                 acc[item.key] = processSchemaItem(item);
                 return acc;
               },
-              {},
+              {}
             ),
           },
         };
-      },
+      }
     );
 
     // Fetch all operations up until and including the operation_id
     const operationsToRun = operations.slice(
       0,
-      operations.findIndex((op: Operation) => op.id === operation_id) + 1,
+      operations.findIndex((op: Operation) => op.id === operation_id) + 1
     );
 
     const pipelineConfig = {
@@ -126,14 +126,14 @@ export async function POST(request: Request) {
             ".docetl",
             "pipelines",
             "outputs",
-            `${name}.json`,
+            `${name}.json`
           ),
           intermediate_dir: path.join(
             homeDir,
             ".docetl",
             "pipelines",
             name,
-            "intermediates",
+            "intermediates"
           ),
         },
       },
@@ -163,9 +163,12 @@ export async function POST(request: Request) {
 
     // Submit the YAML config to the FastAPI endpoint
 
-    const response = await axios.post(`http://${process.env.NEXT_PUBLIC_BACKEND_HOST}:${process.env.NEXT_PUBLIC_BACKEND_PORT}/run_pipeline`, {
-      yaml_config: filePath,
-    });
+    const response = await axios.post(
+      `http://${process.env.NEXT_PUBLIC_BACKEND_HOST}:${process.env.NEXT_PUBLIC_BACKEND_PORT}/run_pipeline`,
+      {
+        yaml_config: filePath,
+      }
+    );
 
     return NextResponse.json({
       message: "Pipeline YAML created and submitted successfully",
@@ -189,7 +192,7 @@ export async function POST(request: Request) {
     }
     return NextResponse.json(
       { error: `Failed to run pipeline YAML: ${errorMessage}` },
-      { status: 500 },
+      { status: 500 }
     );
   }
 }
diff --git a/website/src/app/api/saveDocuments/route.ts b/website/src/app/api/saveDocuments/route.ts
index f1cb8c36..6e60913f 100644
--- a/website/src/app/api/saveDocuments/route.ts
+++ b/website/src/app/api/saveDocuments/route.ts
@@ -18,8 +18,10 @@ export async function POST(request: NextRequest) {
       return NextResponse.json({ error: "No files provided" }, { status: 400 });
     }
 
+    const homeDir = process.env.DOCETL_HOME_DIR || os.homedir();
+
     // Create uploads directory in user's home directory if it doesn't exist
-    const uploadsDir = path.join(os.homedir(), ".docetl", "documents");
+    const uploadsDir = path.join(homeDir, ".docetl", "documents");
     await mkdir(uploadsDir, { recursive: true });
 
     const savedFiles = await Promise.all(
diff --git a/website/src/app/api/uploadFile/route.ts b/website/src/app/api/uploadFile/route.ts
index ded1dfaa..d8838d5c 100644
--- a/website/src/app/api/uploadFile/route.ts
+++ b/website/src/app/api/uploadFile/route.ts
@@ -18,7 +18,8 @@ export async function POST(request: NextRequest) {
     const buffer = Buffer.from(bytes);
 
     // Create uploads directory in user's home directory if it doesn't exist
-    const uploadDir = path.join(os.homedir(), ".docetl", "files");
+    const homeDir = process.env.DOCETL_HOME_DIR || os.homedir();
+    const uploadDir = path.join(homeDir, ".docetl", "files");
     await mkdir(uploadDir, { recursive: true });
 
     // Create full file path
diff --git a/website/src/app/api/utils.ts b/website/src/app/api/utils.ts
index 1e359f34..150d05e8 100644
--- a/website/src/app/api/utils.ts
+++ b/website/src/app/api/utils.ts
@@ -9,12 +9,11 @@ export function generatePipelineConfig(
   operations: Operation[],
   operation_id: string,
   name: string,
+  homeDir: string,
   sample_size: number | null,
   optimize: boolean = false,
   clear_intermediate: boolean = false
 ) {
-  const homeDir = os.homedir();
-
   const datasets = {
     input: {
       type: "file",
diff --git a/website/src/app/api/writePipelineConfig/route.ts b/website/src/app/api/writePipelineConfig/route.ts
index d39726e5..21e57ddd 100644
--- a/website/src/app/api/writePipelineConfig/route.ts
+++ b/website/src/app/api/writePipelineConfig/route.ts
@@ -31,21 +31,21 @@ export async function POST(request: Request) {
       );
     }
 
+    const homeDir = process.env.DOCETL_HOME_DIR || os.homedir();
+
     const { yamlString, inputPath, outputPath } = generatePipelineConfig(
       default_model,
       data,
       operations,
       operation_id,
       name,
+      homeDir,
       sample_size,
       optimize,
       clear_intermediate
     );
 
-    console.log(yamlString);
-
     // Save the YAML file in the user's home directory
-    const homeDir = os.homedir();
     const pipelineDir = path.join(homeDir, ".docetl", "pipelines");
     const configDir = path.join(pipelineDir, "configs");
     const nameDir = path.join(pipelineDir, name, "intermediates");
diff --git a/website/src/components/FileExplorer.tsx b/website/src/components/FileExplorer.tsx
index 395ac6c2..2f57b781 100644
--- a/website/src/components/FileExplorer.tsx
+++ b/website/src/components/FileExplorer.tsx
@@ -82,8 +82,13 @@ function mergeFileList(
   return dt.files;
 }
 
-async function getAllFiles(entry: FileSystemEntry): Promise<File[]> {
-  const files: File[] = [];
+// Add this type to handle File with relativePath
+interface FileWithPath extends File {
+  relativePath?: string;
+}
+
+async function getAllFiles(entry: FileSystemEntry): Promise<FileWithPath[]> {
+  const files: FileWithPath[] = [];
 
   async function processEntry(
     entry: FileSystemEntry,
@@ -92,7 +97,7 @@ async function getAllFiles(entry: FileSystemEntry): Promise<File[]> {
     if (entry.isFile) {
       const fileEntry = entry as FileSystemFileEntry;
       const file = await new Promise<File>((resolve, reject) => {
-        // @ts-ignore
+        // @ts-expect-error FileSystemFileEntry type definitions are incomplete
         fileEntry.file(resolve, reject);
       });
 
@@ -110,10 +115,11 @@ async function getAllFiles(entry: FileSystemEntry): Promise<File[]> {
       ) {
         // Create a new file with the full path
         const fullPath = path ? `${path}/${file.name}` : file.name;
-        // @ts-ignore
-        const newFile = new File([file], fullPath, { type: file.type });
+        // @ts-expect-error File constructor with path is not in type definitions
+        const newFile = new File([file], fullPath, {
+          type: file.type,
+        }) as FileWithPath;
         Object.defineProperty(newFile, "relativePath", { value: fullPath });
-        // @ts-ignore
         files.push(newFile);
       }
     } else if (entry.isDirectory) {
@@ -137,6 +143,55 @@ async function getAllFiles(entry: FileSystemEntry): Promise<File[]> {
 
 type ConversionMethod = "docling" | "azure";
 
+interface UploadedDataset {
+  [key: string]: unknown;
+}
+
+async function validateJsonDataset(file: Blob): Promise<void> {
+  const text = await file.text();
+  let data: unknown;
+
+  try {
+    data = JSON.parse(text);
+  } catch {
+    throw new Error("Invalid JSON format");
+  }
+
+  // Check if it's an array
+  if (!Array.isArray(data)) {
+    throw new Error(
+      "Dataset must be an array of objects, like this: [{key: value}, {key: value}]"
+    );
+  }
+
+  // Check if array is not empty
+  if (data.length === 0) {
+    throw new Error("Dataset cannot be empty");
+  }
+
+  // Check if first item is an object
+  if (typeof data[0] !== "object" || data[0] === null) {
+    throw new Error("Dataset must contain objects");
+  }
+
+  // Get keys of first object
+  const firstObjectKeys = Object.keys(data[0]).sort();
+
+  // Check if all objects have the same keys
+  const hasConsistentKeys = data.every((item) => {
+    if (typeof item !== "object" || item === null) return false;
+    const currentKeys = Object.keys(item).sort();
+    return (
+      currentKeys.length === firstObjectKeys.length &&
+      currentKeys.every((key, index) => key === firstObjectKeys[index])
+    );
+  });
+
+  if (!hasConsistentKeys) {
+    throw new Error("All objects in dataset must have the same keys");
+  }
+}
+
 export const FileExplorer: React.FC<FileExplorerProps> = ({
   files,
   onFileClick,
@@ -187,57 +242,62 @@ export const FileExplorer: React.FC<FileExplorerProps> = ({
       return;
     }
 
-    if (uploadedFile.type === "application/json") {
-      setUploadingFiles((prev) => new Set(prev).add(uploadedFile.name));
+    if (!uploadedFile.name.toLowerCase().endsWith(".json")) {
+      toast({
+        variant: "destructive",
+        title: "Error",
+        description: "Please upload a JSON file",
+      });
+      return;
+    }
+
+    setUploadingFiles((prev) => new Set(prev).add(uploadedFile.name));
+
+    try {
+      // Validate JSON structure before uploading
+      await validateJsonDataset(uploadedFile);
 
       const formData = new FormData();
       formData.append("file", uploadedFile);
 
-      try {
-        const response = await fetch("/api/uploadFile", {
-          method: "POST",
-          body: formData,
-        });
+      const response = await fetch("/api/uploadFile", {
+        method: "POST",
+        body: formData,
+      });
 
-        if (!response.ok) {
-          throw new Error("Upload failed");
-        }
+      if (!response.ok) {
+        throw new Error("Upload failed");
+      }
 
-        const data = await response.json();
+      const data = await response.json();
 
-        const newFile = {
-          name: uploadedFile.name,
-          path: data.path,
-          type: "json" as const,
-          parentFolder: "root",
-        };
+      const newFile = {
+        name: uploadedFile.name,
+        path: data.path,
+        type: "json" as const,
+        parentFolder: "root",
+      };
+
+      onFileUpload(newFile);
+      setCurrentFile(newFile);
 
-        onFileUpload(newFile);
-        setCurrentFile(newFile);
-
-        toast({
-          title: "Success",
-          description: "Dataset uploaded successfully",
-        });
-      } catch (error) {
-        console.error(error);
-        toast({
-          variant: "destructive",
-          title: "Error",
-          description: "Failed to upload file",
-        });
-      } finally {
-        setUploadingFiles((prev) => {
-          const next = new Set(prev);
-          next.delete(uploadedFile.name);
-          return next;
-        });
-      }
-    } else {
+      toast({
+        title: "Success",
+        description: "Dataset uploaded successfully",
+      });
+    } catch (error) {
+      console.error(error);
       toast({
         variant: "destructive",
         title: "Error",
-        description: "Please upload a JSON file",
+        description:
+          error instanceof Error ? error.message : "Failed to upload file",
+      });
+    } finally {
+      setUploadingFiles((prev) => {
+        const next = new Set(prev);
+        next.delete(uploadedFile.name);
+        return next;
       });
     }
   };
@@ -250,16 +310,16 @@ export const FileExplorer: React.FC<FileExplorerProps> = ({
   const handleFolderUpload = async (
     fileList: FileList | DataTransferItemList
   ) => {
-    const files: File[] = [];
+    const files: FileWithPath[] = [];
 
     const processItems = async () => {
-      // @ts-ignore
+      // @ts-expect-error DataTransferItemList doesn't have proper type support
       const items = Array.from(fileList);
 
       for (const item of items) {
         if ("webkitGetAsEntry" in item) {
           // Handle drag and drop
-          // @ts-ignore
+          // @ts-expect-error webkitGetAsEntry is not in type definitions
           const entry = (item as DataTransferItem).webkitGetAsEntry();
           if (entry) {
             const entryFiles = await getAllFiles(entry);
@@ -267,8 +327,8 @@ export const FileExplorer: React.FC<FileExplorerProps> = ({
           }
         } else {
           // Handle regular file input
-          // @ts-ignore
-          const file = item as File;
+          // @ts-expect-error FileList type conversion needs explicit cast
+          const file = item as FileWithPath;
           const supportedExtensions = [
             ".pdf",
             ".docx",
@@ -292,7 +352,7 @@ export const FileExplorer: React.FC<FileExplorerProps> = ({
 
     // Create a new FileList-like object with the collected files
     const dt = new DataTransfer();
-    // @ts-ignore
+    // @ts-expect-error DataTransfer.items.add type is incomplete
     files.forEach((file) => dt.items.add(file));
     setSelectedFiles((prevFiles) => mergeFileList(prevFiles, dt.files));
   };
@@ -811,7 +871,8 @@ export const FileExplorer: React.FC<FileExplorerProps> = ({
                         <div className="min-w-0 flex-1 overflow-hidden">
                           <div className="flex items-center">
                             <p className="text-sm font-medium text-gray-700 truncate">
-                              {(file as any).relativePath || file.name}
+                              {/* @ts-ignore */}
+                              {(file as FileWithPath).relativePath || file.name}
                             </p>
                           </div>
                           <p className="text-xs text-gray-500">
diff --git a/website/src/components/ResizableDataTable.tsx b/website/src/components/ResizableDataTable.tsx
index 961f0a19..26e50c73 100644
--- a/website/src/components/ResizableDataTable.tsx
+++ b/website/src/components/ResizableDataTable.tsx
@@ -31,15 +31,7 @@ import {
   TableRow,
 } from "@/components/ui/table";
 import { Button } from "@/components/ui/button";
-import {
-  ChevronLeft,
-  ChevronRight,
-  ChevronDown,
-  ArrowUpDown,
-  ArrowUp,
-  ArrowDown,
-  Search,
-} from "lucide-react";
+import { ChevronLeft, ChevronRight, ChevronDown, Search } from "lucide-react";
 import {
   DropdownMenu,
   DropdownMenuCheckboxItem,
@@ -49,14 +41,7 @@ import {
 import { TABLE_SETTINGS_KEY } from "@/app/localStorageKeys";
 import ReactMarkdown from "react-markdown";
 import debounce from "lodash/debounce";
-import {
-  BarChart,
-  Bar,
-  XAxis,
-  Tooltip,
-  ResponsiveContainer,
-  YAxis,
-} from "recharts";
+import { BarChart, Bar, XAxis, Tooltip, ResponsiveContainer } from "recharts";
 import { Input } from "@/components/ui/input";
 
 export type DataType = Record<string, unknown>;
@@ -87,8 +72,12 @@ function calculateDistinctValueCounts(
   data.forEach((row) => {
     const value = row[accessor];
     if (value != null) {
-      const key = typeof value === "object" ? JSON.stringify(value) : String(value);
-      valueCounts.set(key, (valueCounts.get(key) || 0) + 1);
+      const key =
+        typeof value === "object" ? JSON.stringify(value) : String(value);
+      valueCounts.set(
+        key as string | number | boolean,
+        (valueCounts.get(key as string | number | boolean) || 0) + 1
+      );
     }
   });
 
@@ -956,7 +945,6 @@ function ResizableDataTable<T extends DataType>({
     defaultColumn: {
       minSize: 30,
       size: 150,
-      maxSize: Number.MAX_SAFE_INTEGER,
     },
     initialState: {
       pagination: {
@@ -1074,116 +1062,127 @@ function ResizableDataTable<T extends DataType>({
           )}
         </div>
       </div>
-      <Table style={{ width: "max-content", minWidth: "100%" }}>
-        <TableHeader>
-          {table.getHeaderGroups().map((headerGroup) => (
-            <TableRow key={headerGroup.id}>
-              <TableHead style={{ width: "30px" }}>#</TableHead>
-              {headerGroup.headers.map((header) => (
-                <TableHead
-                  key={header.id}
-                  style={{
-                    width: header.getSize(),
-                    position: "relative",
-                    minWidth: `${header.column.columnDef.minSize}px`,
-                    maxWidth: `${header.column.columnDef.maxSize}px`,
-                    fontWeight: boldedColumns.includes(
-                      header.column.columnDef.header as string
-                    )
-                      ? "bold"
-                      : "normal",
-                  }}
-                >
-                  {header.isPlaceholder ? null : (
-                    <ColumnHeader
-                      header={header.column.columnDef.header as string}
-                      stats={
-                        columnStats[
-                          (header.column.columnDef as { accessorKey?: string })
-                            .accessorKey || ""
-                        ]
-                      }
-                      isBold={boldedColumns.includes(
-                        header.column.columnDef.header as string
-                      )}
-                      onFilter={(value) => header.column.setFilterValue(value)}
-                      filterValue={
-                        (header.column.getFilterValue() as string) ?? ""
-                      }
-                    />
-                  )}
-                  <ColumnResizer header={header} />
+      <div style={{ width: "100%", overflow: "auto" }}>
+        <Table
+          style={{
+            width: table.getTotalSize() + 100, // Add extra space for resizing
+            minWidth: "100%",
+          }}
+        >
+          <TableHeader>
+            {table.getHeaderGroups().map((headerGroup) => (
+              <TableRow key={headerGroup.id}>
+                <TableHead style={{ width: "30px", minWidth: "30px" }}>
+                  #
                 </TableHead>
-              ))}
-            </TableRow>
-          ))}
-        </TableHeader>
-        <TableBody>
-          {table.getRowModel().rows.map((row, index) => (
-            <React.Fragment key={row.id}>
-              <TableRow>
-                <TableCell
-                  style={{
-                    width: "30px",
-                    padding: "0.25rem",
-                    textAlign: "center",
-                  }}
-                >
-                  <span style={{ fontSize: "0.75rem", color: "#888" }}>
-                    {row.index + 1}
-                  </span>
-                </TableCell>
-                {row.getVisibleCells().map((cell) => (
+                {headerGroup.headers.map((header) => (
+                  <TableHead
+                    key={header.id}
+                    style={{
+                      width: header.getSize(),
+                      position: "relative",
+                      minWidth: `${header.column.columnDef.minSize}px`,
+                    }}
+                  >
+                    {header.isPlaceholder ? null : (
+                      <ColumnHeader
+                        header={header.column.columnDef.header as string}
+                        stats={
+                          columnStats[
+                            (
+                              header.column.columnDef as {
+                                accessorKey?: string;
+                              }
+                            ).accessorKey || ""
+                          ]
+                        }
+                        isBold={boldedColumns.includes(
+                          header.column.columnDef.header as string
+                        )}
+                        onFilter={(value) =>
+                          header.column.setFilterValue(value)
+                        }
+                        filterValue={
+                          (header.column.getFilterValue() as string) ?? ""
+                        }
+                      />
+                    )}
+                    <ColumnResizer header={header} />
+                  </TableHead>
+                ))}
+              </TableRow>
+            ))}
+          </TableHeader>
+
+          <TableBody>
+            {table.getRowModel().rows.map((row, index) => (
+              <React.Fragment key={row.id}>
+                <TableRow>
                   <TableCell
-                    key={cell.id}
                     style={{
-                      width: cell.column.getSize(),
-                      minWidth: cell.column.columnDef.minSize,
-                      height: `${rowSizing[index] || startingRowHeight}px`,
-                      padding: "0",
-                      overflow: "hidden",
+                      width: "30px",
+                      minWidth: "30px",
+                      padding: "0.25rem",
+                      textAlign: "center",
                     }}
                   >
-                    <div
+                    <span style={{ fontSize: "0.75rem", color: "#888" }}>
+                      {row.index + 1}
+                    </span>
+                  </TableCell>
+                  {row.getVisibleCells().map((cell) => (
+                    <TableCell
+                      key={cell.id}
                       style={{
-                        height: "100%",
-                        overflowY: "auto",
-                        padding: "0.5rem",
-                        fontWeight: "normal",
+                        width: cell.column.getSize(),
+                        minWidth: cell.column.columnDef.minSize,
+                        height: `${rowSizing[index] || startingRowHeight}px`,
+                        padding: "0",
+                        overflow: "hidden",
                       }}
                     >
-                      {typeof cell.getValue() === "string" ? (
-                        <SearchableCell
-                          content={cell.getValue() as string}
-                          isResizing={isResizing}
-                        />
-                      ) : (
-                        flexRender(
-                          cell.column.columnDef.cell,
-                          cell.getContext()
-                        )
-                      )}
-                    </div>
-                  </TableCell>
-                ))}
-              </TableRow>
-              <RowResizer
-                row={{
-                  ...row,
-                  getSize: () => rowSizing[index] || startingRowHeight,
-                  setSize: (size: number) => {
-                    setRowSizing((prev) => {
-                      const newRowSizing = { ...prev, [index]: size };
-                      saveSettings();
-                      return newRowSizing;
-                    });
-                  },
-                }}
-              />
-            </React.Fragment>
-          ))}
-        </TableBody>
-      </Table>
+                      <div
+                        style={{
+                          height: "100%",
+                          overflowY: "auto",
+                          padding: "0.5rem",
+                          fontWeight: "normal",
+                        }}
+                      >
+                        {typeof cell.getValue() === "string" ? (
+                          <SearchableCell
+                            content={cell.getValue() as string}
+                            isResizing={isResizing}
+                          />
+                        ) : (
+                          flexRender(
+                            cell.column.columnDef.cell,
+                            cell.getContext()
+                          )
+                        )}
+                      </div>
+                    </TableCell>
+                  ))}
+                </TableRow>
+                <RowResizer
+                  row={{
+                    ...row,
+                    getSize: () => rowSizing[index] || startingRowHeight,
+                    setSize: (size: number) => {
+                      setRowSizing((prev) => {
+                        const newRowSizing = { ...prev, [index]: size };
+                        saveSettings();
+                        return newRowSizing;
+                      });
+                    },
+                  }}
+                />
+              </React.Fragment>
+            ))}
+          </TableBody>
+        </Table>
+      </div>
+
       {data.length > 0 && (
         <div className="flex items-center justify-end space-x-2 py-4">
           <Button
diff --git a/website/src/components/operations/args.tsx b/website/src/components/operations/args.tsx
index 11a871c5..df54b4ac 100644
--- a/website/src/components/operations/args.tsx
+++ b/website/src/components/operations/args.tsx
@@ -20,6 +20,7 @@ import {
 import { Switch } from "../ui/switch";
 import { Label } from "../ui/label";
 import Editor from "@monaco-editor/react";
+import PropTypes from "prop-types";
 
 interface PromptInputProps {
   prompt: string;
@@ -59,6 +60,11 @@ export const PromptInput: React.FC<PromptInputProps> = React.memo(
 
 PromptInput.displayName = "PromptInput";
 
+PromptInput.propTypes = {
+  prompt: PropTypes.string.isRequired,
+  onChange: PropTypes.func.isRequired,
+};
+
 interface SchemaFormProps {
   schema: SchemaItem[];
   onUpdate: (newSchema: SchemaItem[]) => void;
@@ -85,6 +91,20 @@ export const SchemaForm: React.FC<SchemaFormProps> = React.memo(
       onUpdate(newSchema);
     };
 
+    const isItemValid = (item: SchemaItem): boolean => {
+      if (!isList && !item.key) return false;
+
+      if (item.type === "list" && item.subType) {
+        return isItemValid(item.subType as SchemaItem);
+      }
+
+      if (item.type === "dict" && item.subType) {
+        return (item.subType as SchemaItem[]).every(isItemValid);
+      }
+
+      return true;
+    };
+
     return (
       <div style={{ marginLeft: `${level * 20}px` }}>
         {schema.map((item, index) => (
@@ -99,7 +119,9 @@ export const SchemaForm: React.FC<SchemaFormProps> = React.memo(
                   updateItem(index, { ...item, key: e.target.value })
                 }
                 placeholder="Key"
-                className="w-1/3 min-w-[150px]"
+                className={`w-1/3 min-w-[150px] ${
+                  !item.key ? "border-red-500" : ""
+                }`}
               />
             )}
             <Select
@@ -165,6 +187,11 @@ export const SchemaForm: React.FC<SchemaFormProps> = React.memo(
                 />
               </div>
             )}
+            {!isList && !item.key && (
+              <div className="w-full mt-1 text-red-500 text-sm">
+                Key is required
+              </div>
+            )}
           </div>
         ))}
         {!isList && (
@@ -184,6 +211,30 @@ export const SchemaForm: React.FC<SchemaFormProps> = React.memo(
 
 SchemaForm.displayName = "SchemaForm";
 
+SchemaForm.propTypes = {
+  // @ts-ignore
+  schema: PropTypes.arrayOf(
+    PropTypes.shape({
+      key: PropTypes.string,
+      type: PropTypes.oneOf([
+        "string",
+        "float",
+        "int",
+        "boolean",
+        "list",
+        "dict",
+      ]).isRequired,
+      subType: PropTypes.oneOfType([
+        PropTypes.object,
+        PropTypes.arrayOf(PropTypes.object),
+      ]),
+    })
+  ).isRequired,
+  onUpdate: PropTypes.func.isRequired,
+  level: PropTypes.number,
+  isList: PropTypes.bool,
+};
+
 interface OutputSchemaProps {
   schema: SchemaItem[];
   onUpdate: (newSchema: SchemaItem[]) => void;
@@ -212,6 +263,13 @@ export const OutputSchema: React.FC<OutputSchemaProps> = React.memo(
 
 OutputSchema.displayName = "OutputSchema";
 
+OutputSchema.propTypes = {
+  schema: PropTypes.array.isRequired,
+  onUpdate: PropTypes.func.isRequired,
+  isExpanded: PropTypes.bool.isRequired,
+  onToggle: PropTypes.func.isRequired,
+};
+
 export interface GleaningConfigProps {
   gleaning: { num_rounds: number; validation_prompt: string } | null;
   onUpdate: (
@@ -307,6 +365,17 @@ export const GleaningConfig: React.FC<GleaningConfigProps> = React.memo(
 
 GleaningConfig.displayName = "GleaningConfig";
 
+GleaningConfig.propTypes = {
+  // @ts-ignore
+  gleaning: PropTypes.shape({
+    num_rounds: PropTypes.number,
+    validation_prompt: PropTypes.string,
+  }),
+  onUpdate: PropTypes.func.isRequired,
+  isExpanded: PropTypes.bool.isRequired,
+  onToggle: PropTypes.func.isRequired,
+};
+
 interface GuardrailsProps {
   guardrails: string[];
   onUpdate: (newGuardrails: string[]) => void;
@@ -400,6 +469,13 @@ export const Guardrails: React.FC<GuardrailsProps> = React.memo(
 
 Guardrails.displayName = "Guardrails";
 
+Guardrails.propTypes = {
+  guardrails: PropTypes.arrayOf(PropTypes.string).isRequired,
+  onUpdate: PropTypes.func.isRequired,
+  isExpanded: PropTypes.bool.isRequired,
+  onToggle: PropTypes.func.isRequired,
+};
+
 interface CodeInputProps {
   code: string;
   operationType: "code_map" | "code_reduce" | "code_filter";
@@ -514,3 +590,11 @@ export const CodeInput: React.FC<CodeInputProps> = React.memo(
 );
 
 CodeInput.displayName = "CodeInput";
+
+CodeInput.propTypes = {
+  code: PropTypes.string.isRequired,
+  // @ts-ignore
+  operationType: PropTypes.oneOf(["code_map", "code_reduce", "code_filter"])
+    .isRequired,
+  onChange: PropTypes.func.isRequired,
+};
diff --git a/website/src/contexts/WebSocketContext.tsx b/website/src/contexts/WebSocketContext.tsx
index e3264764..5e888d1f 100644
--- a/website/src/contexts/WebSocketContext.tsx
+++ b/website/src/contexts/WebSocketContext.tsx
@@ -6,12 +6,24 @@ import React, {
   useCallback,
 } from "react";
 
+// Define message types
+interface WebSocketMessage {
+  type: "output" | "result" | "error" | "optimizer_progress";
+  data?: any;
+  message?: string;
+  status?: string;
+  progress?: number;
+  should_optimize?: boolean;
+  rationale?: string;
+  validator_prompt?: string;
+}
+
 interface WebSocketContextType {
-  lastMessage: any;
+  lastMessage: WebSocketMessage | null;
   readyState: number;
   connect: () => Promise<void>;
   disconnect: () => void;
-  sendMessage: (message: any) => void;
+  sendMessage: (message: string | Record<string, unknown>) => void;
 }
 
 const WebSocketContext = createContext<WebSocketContextType | null>(null);
@@ -19,7 +31,7 @@ const WebSocketContext = createContext<WebSocketContextType | null>(null);
 export const WebSocketProvider: React.FC<{ children: React.ReactNode }> = ({
   children,
 }) => {
-  const [lastMessage, setLastMessage] = useState<any>(null);
+  const [lastMessage, setLastMessage] = useState<WebSocketMessage | null>(null);
   const [readyState, setReadyState] = useState<number>(WebSocket.CLOSED);
   const ws = useRef<WebSocket | null>(null);
 
@@ -44,14 +56,33 @@ export const WebSocketProvider: React.FC<{ children: React.ReactNode }> = ({
         console.log("WebSocket disconnected");
       };
 
-      ws.current.onerror = (error) => {
+      ws.current.onerror = (error: Event) => {
         console.error("WebSocket error:", error);
-        reject(error);
+        setLastMessage({
+          type: "error",
+          data: "A WebSocket error occurred. Make sure websockets is installed and enabled on your server.",
+        });
+        reject(new Error("WebSocket connection failed"));
       };
 
       ws.current.onmessage = (event) => {
-        const message = JSON.parse(event.data);
-        setLastMessage(message);
+        try {
+          const message: WebSocketMessage = JSON.parse(event.data);
+          if (message.type === "error" && !message.data) {
+            setLastMessage({
+              type: "error",
+              data: message.message || "An unknown error occurred",
+            });
+          } else {
+            setLastMessage(message);
+          }
+        } catch (error) {
+          console.error("Error parsing WebSocket message:", error);
+          setLastMessage({
+            type: "error",
+            data: "Failed to parse WebSocket message",
+          });
+        }
       };
     });
   }, []);
@@ -62,13 +93,16 @@ export const WebSocketProvider: React.FC<{ children: React.ReactNode }> = ({
     }
   }, []);
 
-  const sendMessage = useCallback((message: any) => {
-    if (ws.current?.readyState === WebSocket.OPEN) {
-      ws.current.send(JSON.stringify(message));
-    } else {
-      console.error("WebSocket is not connected");
-    }
-  }, []);
+  const sendMessage = useCallback(
+    (message: string | Record<string, unknown>) => {
+      if (ws.current?.readyState === WebSocket.OPEN) {
+        ws.current.send(JSON.stringify(message));
+      } else {
+        console.error("WebSocket is not connected");
+      }
+    },
+    []
+  );
 
   const contextValue: WebSocketContextType = {
     lastMessage,
diff --git a/website/src/hooks/use-toast.ts b/website/src/hooks/use-toast.ts
index 6555e795..2e9d0205 100644
--- a/website/src/hooks/use-toast.ts
+++ b/website/src/hooks/use-toast.ts
@@ -15,7 +15,14 @@ type ToasterToast = ToastProps & {
   action?: ToastActionElement;
 };
 
-const actionTypes = {
+type ActionTypes = {
+  ADD_TOAST: "ADD_TOAST";
+  UPDATE_TOAST: "UPDATE_TOAST";
+  DISMISS_TOAST: "DISMISS_TOAST";
+  REMOVE_TOAST: "REMOVE_TOAST";
+};
+
+const actionTypes: ActionTypes = {
   ADD_TOAST: "ADD_TOAST",
   UPDATE_TOAST: "UPDATE_TOAST",
   DISMISS_TOAST: "DISMISS_TOAST",
@@ -29,23 +36,21 @@ function genId() {
   return count.toString();
 }
 
-type ActionType = typeof actionTypes;
-
 type Action =
   | {
-      type: ActionType["ADD_TOAST"];
+      type: ActionTypes["ADD_TOAST"];
       toast: ToasterToast;
     }
   | {
-      type: ActionType["UPDATE_TOAST"];
+      type: ActionTypes["UPDATE_TOAST"];
       toast: Partial<ToasterToast>;
     }
   | {
-      type: ActionType["DISMISS_TOAST"];
+      type: ActionTypes["DISMISS_TOAST"];
       toastId?: ToasterToast["id"];
     }
   | {
-      type: ActionType["REMOVE_TOAST"];
+      type: ActionTypes["REMOVE_TOAST"];
       toastId?: ToasterToast["id"];
     };
 
@@ -83,7 +88,7 @@ export const reducer = (state: State, action: Action): State => {
       return {
         ...state,
         toasts: state.toasts.map((t) =>
-          t.id === action.toast.id ? { ...t, ...action.toast } : t,
+          t.id === action.toast.id ? { ...t, ...action.toast } : t
         ),
       };
 
@@ -108,7 +113,7 @@ export const reducer = (state: State, action: Action): State => {
                 ...t,
                 open: false,
               }
-            : t,
+            : t
         ),
       };
     }
@@ -155,6 +160,7 @@ function toast({ ...props }: Toast) {
       ...props,
       id,
       open: true,
+      style: { wordWrap: "break-word", maxWidth: "100%" },
       onOpenChange: (open) => {
         if (!open) dismiss();
       },

From ea87272c53aa3555b884f8b1a05242047755e834 Mon Sep 17 00:00:00 2001
From: Shreya Shankar <ss.shankar505@gmail.com>
Date: Fri, 22 Nov 2024 09:56:21 -0800
Subject: [PATCH 30/36] docs: edit readme

---
 README.md                                     |  91 ++++++++++++------
 .../assets/tutorial/playground-screenshot.png | Bin 303510 -> 202071 bytes
 2 files changed, 60 insertions(+), 31 deletions(-)

diff --git a/README.md b/README.md
index 470cb694..6d9c8f63 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,10 @@
 
 ![DocETL Figure](docs/assets/readmefig.png)
 
-DocETL is a tool for creating and executing data processing pipelines, especially suited for complex document processing tasks. It offers a low-code, declarative YAML interface to define LLM-powered operations on complex data.
+DocETL is a tool for creating and executing data processing pipelines, especially suited for complex document processing tasks. It offers:
+
+1. An interactive UI playground for iterative prompt engineering and pipeline development
+2. A Python package for running production pipelines from the command line or Python code
 
 ## When to Use DocETL
 
@@ -19,25 +22,51 @@ DocETL is the ideal choice when you're looking to maximize correctness and outpu
 - You're working with long documents that don't fit into a single prompt
 - You have validation criteria and want tasks to automatically retry when validation fails
 
-## Community Projects
+## Getting Started
 
-- [Conversation Generator](https://github.com/PassionFruits-net/docetl-conversation)
-- [Text-to-speech](https://github.com/PassionFruits-net/docetl-speaker)
-- [YouTube Transcript Topic Extraction](https://github.com/rajib76/docetl_examples)
+There are two main ways to use DocETL:
 
-## Educational Resources
+### 1. Interactive UI Playground (Recommended for Development)
 
-- [UI/UX Thoughts](https://x.com/sh_reya/status/1846235904664273201)
-- [Using Gleaning to Improve Output Quality](https://x.com/sh_reya/status/1843354256335876262)
-- [Deep Dive on Resolve Operator](https://x.com/sh_reya/status/1840796824636121288)
+The [UI Playground](https://ucbepic.github.io/docetl/playground/) helps you iteratively develop your pipeline:
+- Experiment with different prompts and see results in real-time
+- Build your pipeline step by step
+- Export your finalized pipeline configuration for production use
+
+![DocETL Playground](docs/assets/tutorial/playground-screenshot.png)
+
+To run the playground locally, you can either:
+- Use Docker (recommended for quick start): `make docker`
+- Set up the development environment manually
+
+See the [Playground Setup Guide](https://ucbepic.github.io/docetl/playground/) for detailed instructions.
+
+### 2. Python Package (For Production Use)
+
+If you want to use DocETL as a Python package:
+
+#### Prerequisites
+- Python 3.10 or later
+- OpenAI API key
+
+```bash
+pip install docetl
+```
+
+Create a `.env` file in your project directory:
+```bash
+OPENAI_API_KEY=your_api_key_here  # Required for LLM operations (or the key for the LLM of your choice)
+```
+
+To see examples of how to use DocETL, check out the [tutorial](https://ucbepic.github.io/docetl/tutorial/).
 
-## Installation
+### 2. UI Playground Setup
 
-There are three ways to run DocETL:
+To run the UI playground locally, you have two options:
 
-### 1. Using Docker (Recommended for Quick Start)
+#### Option A: Using Docker (Recommended for Quick Start)
 
-The easiest way to get started is using Docker:
+The easiest way to get the playground running:
 
 1. Create the required environment files:
 
@@ -70,30 +99,16 @@ make docker
 This will:
 - Create a Docker volume for persistent data
 - Build the DocETL image
-- Run the container with the UI accessible at http://localhost:3000 and API at http://localhost:8000
+- Run the container with the UI accessible at http://localhost:3000
 
 To clean up Docker resources (note that this will delete the Docker volume):
 ```bash
 make docker-clean
 ```
 
-### 2. Using pip (Basic Installation)
-
-If you just want to use DocETL as a Python package:
-
-#### Prerequisites
-- Python 3.10 or later
-- OpenAI API key
-
-```bash
-pip install docetl
-```
-
-To see examples of how to use DocETL, check out the [tutorial](https://ucbepic.github.io/docetl/tutorial/).
-
-### 3. Running the UI Locally (Development Setup)
+#### Option B: Manual Setup (Development)
 
-For development or if you want to run the UI locally:
+For development or if you prefer not to use Docker:
 
 1. Clone the repository:
 ```bash
@@ -135,7 +150,9 @@ Note that the OpenAI API key, base, and model name are for the UI assistant only
 make run-ui-dev
 ```
 
-5. Visit http://localhost:3000/playground
+5. Visit http://localhost:3000/playground to access the interactive UI:
+
+![DocETL Playground](docs/assets/tutorial/playground-screenshot.png)
 
 ### Development Setup
 
@@ -146,3 +163,15 @@ make tests-basic  # Runs basic test suite (costs < $0.01 with OpenAI)
 ```
 
 For detailed documentation and tutorials, visit our [documentation](https://ucbepic.github.io/docetl).
+
+## Community Projects
+
+- [Conversation Generator](https://github.com/PassionFruits-net/docetl-conversation)
+- [Text-to-speech](https://github.com/PassionFruits-net/docetl-speaker)
+- [YouTube Transcript Topic Extraction](https://github.com/rajib76/docetl_examples)
+
+## Educational Resources
+
+- [UI/UX Thoughts](https://x.com/sh_reya/status/1846235904664273201)
+- [Using Gleaning to Improve Output Quality](https://x.com/sh_reya/status/1843354256335876262)
+- [Deep Dive on Resolve Operator](https://x.com/sh_reya/status/1840796824636121288)
diff --git a/docs/assets/tutorial/playground-screenshot.png b/docs/assets/tutorial/playground-screenshot.png
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From 7ab9485d126a831df8d466ab03631958c17bd211 Mon Sep 17 00:00:00 2001
From: Shreya Shankar <ss.shankar505@gmail.com>
Date: Fri, 22 Nov 2024 09:57:08 -0800
Subject: [PATCH 31/36] docs: edit readme

---
 README.md | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/README.md b/README.md
index 6d9c8f63..c6845d4d 100644
--- a/README.md
+++ b/README.md
@@ -150,9 +150,7 @@ Note that the OpenAI API key, base, and model name are for the UI assistant only
 make run-ui-dev
 ```
 
-5. Visit http://localhost:3000/playground to access the interactive UI:
-
-![DocETL Playground](docs/assets/tutorial/playground-screenshot.png)
+5. Visit http://localhost:3000/playground to access the interactive UI.
 
 ### Development Setup
 

From 0a4bcc729bc543c839d784881af2e469a90c30f3 Mon Sep 17 00:00:00 2001
From: Shreya Shankar <ss.shankar505@gmail.com>
Date: Fri, 22 Nov 2024 10:22:38 -0800
Subject: [PATCH 32/36] feat: add basic llm call observability to the UI (#209)

* feat: add basic llm call observability to the UI

* test all observability for ops

* rebase with main

* edit readme
---
 README.md                                     |  25 +--
 docetl/operations/map.py                      |  14 +-
 docetl/operations/reduce.py                   |  72 +++++----
 docetl/operations/resolve.py                  |  50 +++++-
 docetl/optimizers/join_optimizer.py           |   2 +-
 website/src/app/api/utils.ts                  |   1 +
 website/src/components/Output.tsx             |   1 +
 website/src/components/ResizableDataTable.tsx | 143 ++++++++++++++----
 8 files changed, 224 insertions(+), 84 deletions(-)

diff --git a/README.md b/README.md
index c6845d4d..97c3ea32 100644
--- a/README.md
+++ b/README.md
@@ -22,6 +22,19 @@ DocETL is the ideal choice when you're looking to maximize correctness and outpu
 - You're working with long documents that don't fit into a single prompt
 - You have validation criteria and want tasks to automatically retry when validation fails
 
+### Community Projects
+
+- [Conversation Generator](https://github.com/PassionFruits-net/docetl-conversation)
+- [Text-to-speech](https://github.com/PassionFruits-net/docetl-speaker)
+- [YouTube Transcript Topic Extraction](https://github.com/rajib76/docetl_examples)
+
+### Educational Resources
+
+- [UI/UX Thoughts](https://x.com/sh_reya/status/1846235904664273201)
+- [Using Gleaning to Improve Output Quality](https://x.com/sh_reya/status/1843354256335876262)
+- [Deep Dive on Resolve Operator](https://x.com/sh_reya/status/1840796824636121288)
+
+
 ## Getting Started
 
 There are two main ways to use DocETL:
@@ -161,15 +174,3 @@ make tests-basic  # Runs basic test suite (costs < $0.01 with OpenAI)
 ```
 
 For detailed documentation and tutorials, visit our [documentation](https://ucbepic.github.io/docetl).
-
-## Community Projects
-
-- [Conversation Generator](https://github.com/PassionFruits-net/docetl-conversation)
-- [Text-to-speech](https://github.com/PassionFruits-net/docetl-speaker)
-- [YouTube Transcript Topic Extraction](https://github.com/rajib76/docetl_examples)
-
-## Educational Resources
-
-- [UI/UX Thoughts](https://x.com/sh_reya/status/1846235904664273201)
-- [Using Gleaning to Improve Output Quality](https://x.com/sh_reya/status/1843354256335876262)
-- [Deep Dive on Resolve Operator](https://x.com/sh_reya/status/1840796824636121288)
diff --git a/docetl/operations/map.py b/docetl/operations/map.py
index 7b697c08..e4995fec 100644
--- a/docetl/operations/map.py
+++ b/docetl/operations/map.py
@@ -46,6 +46,7 @@ class schema(BaseOperation.schema):
         gleaning: Optional[Dict[str, Any]] = None
         drop_keys: Optional[List[str]] = None
         timeout: Optional[int] = None
+        enable_observability: bool = False
         batch_size: Optional[int] = None
         clustering_method: Optional[str] = None
         batch_prompt: Optional[str] = None
@@ -228,9 +229,12 @@ def validation_fn(response: Union[Dict[str, Any], ModelResponse]):
                     )[0]
                 else:
                     output = llm_result.response
+
                 
                 # Augment the output with the original item
                 output = {**item, **output}
+                if self.config.get("enable_observability", False):
+                    output[f"_observability_{self.config['name']}"] = {"prompt": prompt}
                 return output, llm_result.total_cost
 
             return None, llm_result.total_cost
@@ -317,6 +321,7 @@ class schema(BaseOperation.schema):
         type: str = "parallel_map"
         prompts: List[Dict[str, Any]]
         output: Dict[str, Any]
+        enable_observability: bool = False
 
     def __init__(
         self,
@@ -471,7 +476,7 @@ def process_prompt(item, prompt_config):
                 tools=prompt_config.get("tools", None),
                 manually_fix_errors=self.manually_fix_errors,
             )[0]
-            return output, response.total_cost
+            return output, prompt, response.total_cost
 
         with ThreadPoolExecutor(max_workers=self.max_threads) as executor:
             if "prompts" in self.config:
@@ -488,7 +493,7 @@ def process_prompt(item, prompt_config):
                     desc="Processing parallel map items",
                 ):
                     future = all_futures[i]
-                    output, cost = future.result()
+                    output, prompt, cost = future.result()
                     total_cost += cost
 
                     # Determine which item this future corresponds to
@@ -503,6 +508,11 @@ def process_prompt(item, prompt_config):
                     # Fetch the item_result
                     item_result = results[item_index]
 
+                    if self.config.get("enable_observability", False):
+                        if f"_observability_{self.config['name']}" not in item_result:
+                            item_result[f"_observability_{self.config['name']}"] = {}
+                        item_result[f"_observability_{self.config['name']}"].update({f"prompt_{prompt_index}": prompt})
+
                     # Update the item_result with the output
                     item_result.update(output)
 
diff --git a/docetl/operations/reduce.py b/docetl/operations/reduce.py
index d326d302..254323a6 100644
--- a/docetl/operations/reduce.py
+++ b/docetl/operations/reduce.py
@@ -53,6 +53,7 @@ class schema(BaseOperation.schema):
         verbose: Optional[bool] = None
         timeout: Optional[int] = None
         litellm_completion_kwargs: Dict[str, Any] = Field(default_factory=dict)
+        enable_observability: bool = False
 
     def __init__(self, *args, **kwargs):
         """
@@ -386,24 +387,32 @@ def process_group(
 
             # Only execute merge-based plans if associative = True
             if "merge_prompt" in self.config and self.config.get("associative", True):
-                result, cost = self._parallel_fold_and_merge(key, group_list)
+                result, prompts, cost = self._parallel_fold_and_merge(key, group_list)
             elif (
                 self.config.get("fold_batch_size", None)
                 and self.config.get("fold_batch_size") >= len(group_list)
             ):
                 # If the fold batch size is greater than or equal to the number of items in the group,
                 # we can just run a single fold operation
-                result, cost = self._batch_reduce(key, group_list)
+                result, prompt, cost = self._batch_reduce(key, group_list)
+                prompts = [prompt]
             elif "fold_prompt" in self.config:
-                result, cost = self._incremental_reduce(key, group_list)
+                result, prompts, cost = self._incremental_reduce(key, group_list)
             else:
-                result, cost = self._batch_reduce(key, group_list)
+                result, prompt, cost = self._batch_reduce(key, group_list)
+                prompts = [prompt]
 
             total_cost += cost
 
             # Add the counts of items in the group to the result
             result[f"_counts_prereduce_{self.config['name']}"] = len(group_elems)
 
+            if self.config.get("enable_observability", False):
+                # Add the _observability_{self.config['name']} key to the result
+                result[f"_observability_{self.config['name']}"] = {
+                    "prompts": prompts
+                }
+
             # Apply pass-through at the group level
             if (
                 result is not None
@@ -548,7 +557,7 @@ def _parallel_fold_and_merge(
         fold_batch_size = self.config["fold_batch_size"]
         merge_batch_size = self.config["merge_batch_size"]
         total_cost = 0
-
+        prompts = []
         def calculate_num_parallel_folds():
             fold_time, fold_default = self.get_fold_time()
             merge_time, merge_default = self.get_merge_time()
@@ -589,8 +598,9 @@ def calculate_num_parallel_folds():
 
                 new_fold_results = []
                 for future in as_completed(fold_futures):
-                    result, cost = future.result()
+                    result, prompt, cost = future.result()
                     total_cost += cost
+                    prompts.append(prompt)
                     if result is not None:
                         new_fold_results.append(result)
                         if self.config.get("persist_intermediates", False):
@@ -620,8 +630,9 @@ def calculate_num_parallel_folds():
 
                     new_results = []
                     for future in as_completed(merge_futures):
-                        result, cost = future.result()
+                        result, prompt, cost = future.result()
                         total_cost += cost
+                        prompts.append(prompt)
                         if result is not None:
                             new_results.append(result)
                             if self.config.get("persist_intermediates", False):
@@ -660,8 +671,9 @@ def calculate_num_parallel_folds():
 
                 new_results = []
                 for future in as_completed(merge_futures):
-                    result, cost = future.result()
+                    result, prompt, cost = future.result()
                     total_cost += cost
+                    prompts.append(prompt)
                     if result is not None:
                         new_results.append(result)
                         if self.config.get("persist_intermediates", False):
@@ -676,11 +688,11 @@ def calculate_num_parallel_folds():
 
                 fold_results = new_results
 
-        return (fold_results[0], total_cost) if fold_results else (None, total_cost)
+        return (fold_results[0], prompts, total_cost) if fold_results else (None, prompts, total_cost)
 
     def _incremental_reduce(
         self, key: Tuple, group_list: List[Dict]
-    ) -> Tuple[Optional[Dict], float]:
+    ) -> Tuple[Optional[Dict], List[str], float]:
         """
         Perform an incremental reduce operation on a group of items.
 
@@ -691,12 +703,13 @@ def _incremental_reduce(
             group_list (List[Dict]): The list of items in the group to be processed.
 
         Returns:
-            Tuple[Optional[Dict], float]: A tuple containing the final reduced result (or None if processing failed)
-            and the total cost of the operation.
+            Tuple[Optional[Dict], List[str], float]: A tuple containing the final reduced result (or None if processing failed),
+            the list of prompts used, and the total cost of the operation.
         """
         fold_batch_size = self.config["fold_batch_size"]
         total_cost = 0
         current_output = None
+        prompts = []
 
         # Calculate and log the number of folds to be performed
         num_folds = (len(group_list) + fold_batch_size - 1) // fold_batch_size
@@ -715,10 +728,11 @@ def _incremental_reduce(
                 )
             batch = group_list[i : i + fold_batch_size]
 
-            folded_output, fold_cost = self._increment_fold(
+            folded_output, prompt, fold_cost = self._increment_fold(
                 key, batch, current_output, scratchpad
             )
             total_cost += fold_cost
+            prompts.append(prompt)
 
             if folded_output is None:
                 continue
@@ -744,7 +758,7 @@ def _incremental_reduce(
 
             current_output = folded_output
 
-        return current_output, total_cost
+        return current_output, prompts, total_cost
 
     def validation_fn(self, response: Dict[str, Any]):
         output = self.runner.api.parse_llm_response(
@@ -761,7 +775,7 @@ def _increment_fold(
         batch: List[Dict],
         current_output: Optional[Dict],
         scratchpad: Optional[str] = None,
-    ) -> Tuple[Optional[Dict], float]:
+    ) -> Tuple[Optional[Dict], str, float]:
         """
         Perform an incremental fold operation on a batch of items.
 
@@ -773,8 +787,8 @@ def _increment_fold(
             current_output (Optional[Dict]): The current accumulated output, if any.
             scratchpad (Optional[str]): The scratchpad to use for the fold operation.
         Returns:
-            Tuple[Optional[Dict], float]: A tuple containing the folded output (or None if processing failed)
-            and the cost of the fold operation.
+            Tuple[Optional[Dict], str, float]: A tuple containing the folded output (or None if processing failed),
+            the prompt used, and the cost of the fold operation.
         """
         if current_output is None:
             return self._batch_reduce(key, batch, scratchpad)
@@ -822,13 +836,13 @@ def _increment_fold(
             folded_output.update(dict(zip(self.config["reduce_key"], key)))
             fold_cost = response.total_cost
 
-            return folded_output, fold_cost
+            return folded_output, fold_prompt, fold_cost
 
-        return None, fold_cost
+        return None, fold_prompt, fold_cost
 
     def _merge_results(
         self, key: Tuple, outputs: List[Dict]
-    ) -> Tuple[Optional[Dict], float]:
+    ) -> Tuple[Optional[Dict], str, float]:
         """
         Merge multiple outputs into a single result.
 
@@ -839,8 +853,8 @@ def _merge_results(
             outputs (List[Dict]): The list of outputs to be merged.
 
         Returns:
-            Tuple[Optional[Dict], float]: A tuple containing the merged output (or None if processing failed)
-            and the cost of the merge operation.
+            Tuple[Optional[Dict], str, float]: A tuple containing the merged output (or None if processing failed),
+            the prompt used, and the cost of the merge operation.
         """
         start_time = time.time()
         merge_prompt_template = Template(self.config["merge_prompt"])
@@ -879,9 +893,9 @@ def _merge_results(
             )[0]
             merged_output.update(dict(zip(self.config["reduce_key"], key)))
             merge_cost = response.total_cost
-            return merged_output, merge_cost
+            return merged_output, merge_prompt, merge_cost
 
-        return None, merge_cost
+        return None, merge_prompt, merge_cost
 
     def get_fold_time(self) -> Tuple[float, bool]:
         """
@@ -935,7 +949,7 @@ def _update_merge_time(self, time: float) -> None:
 
     def _batch_reduce(
         self, key: Tuple, group_list: List[Dict], scratchpad: Optional[str] = None
-    ) -> Tuple[Optional[Dict], float]:
+    ) -> Tuple[Optional[Dict], str, float]:
         """
         Perform a batch reduce operation on a group of items.
 
@@ -946,8 +960,8 @@ def _batch_reduce(
             group_list (List[Dict]): The list of items to be reduced.
             scratchpad (Optional[str]): The scratchpad to use for the reduce operation.
         Returns:
-            Tuple[Optional[Dict], float]: A tuple containing the reduced output (or None if processing failed)
-            and the cost of the reduce operation.
+            Tuple[Optional[Dict], str, float]: A tuple containing the reduced output (or None if processing failed),
+            the prompt used, and the cost of the reduce operation.
         """
         prompt_template = Template(self.config["prompt"])
         prompt = prompt_template.render(
@@ -988,5 +1002,5 @@ def _batch_reduce(
             )[0]
             output.update(dict(zip(self.config["reduce_key"], key)))
 
-            return output, item_cost
-        return None, item_cost
+            return output, prompt, item_cost
+        return None, prompt, item_cost
diff --git a/docetl/operations/resolve.py b/docetl/operations/resolve.py
index 88dfbbfd..bcfec266 100644
--- a/docetl/operations/resolve.py
+++ b/docetl/operations/resolve.py
@@ -5,7 +5,9 @@
 import random
 import time
 from concurrent.futures import ThreadPoolExecutor, as_completed
-from typing import Any, Dict, List, Tuple, Optional
+from typing import Any, Dict, List, Tuple, Optional, Union
+import json
+from datetime import datetime
 
 import jinja2
 from jinja2 import Template
@@ -45,6 +47,7 @@ class schema(BaseOperation.schema):
         optimize: Optional[bool] = None
         timeout: Optional[int] = None
         litellm_completion_kwargs: Dict[str, Any] = Field(default_factory=dict)
+        enable_observability: bool = False
 
     def compare_pair(
         self,
@@ -55,7 +58,7 @@ def compare_pair(
         blocking_keys: List[str] = [],
         timeout_seconds: int = 120,
         max_retries_per_timeout: int = 2,
-    ) -> Tuple[bool, float]:
+    ) -> Tuple[bool, float, str]:
         """
         Compares two items using an LLM model to determine if they match.
 
@@ -66,7 +69,7 @@ def compare_pair(
             item2 (Dict): The second item to compare.
 
         Returns:
-            Tuple[bool, float]: A tuple containing a boolean indicating whether the items match and the cost of the comparison.
+            Tuple[bool, float, str]: A tuple containing a boolean indicating whether the items match, the cost of the comparison, and the prompt.
         """
         if blocking_keys:
             if all(
@@ -75,7 +78,7 @@ def compare_pair(
                 and str(item1[key]).lower() == str(item2[key]).lower()
                 for key in blocking_keys
             ):
-                return True, 0
+                return True, 0, ""
 
         prompt_template = Template(comparison_prompt)
         prompt = prompt_template.render(input1=item1, input2=item2)
@@ -93,7 +96,8 @@ def compare_pair(
             response.response,
             {"is_match": "bool"},
         )[0]
-        return output["is_match"], response.total_cost
+
+        return output["is_match"], response.total_cost, prompt
 
     def syntax_check(self) -> None:
         """
@@ -232,6 +236,16 @@ def execute(self, input_data: List[Dict]) -> Tuple[List[Dict], float]:
         if len(input_data) == 0:
             return [], 0
 
+        # Initialize observability data for all items at the start
+        if self.config.get("enable_observability", False):
+            observability_key = f"_observability_{self.config['name']}"
+            for item in input_data:
+                if observability_key not in item:
+                    item[observability_key] = {
+                        "comparison_prompts": [],
+                        "resolution_prompt": None
+                    }
+
         blocking_keys = self.config.get("blocking_keys", [])
         blocking_threshold = self.config.get("blocking_threshold")
         blocking_conditions = self.config.get("blocking_conditions", [])
@@ -336,7 +350,7 @@ def meets_blocking_conditions(pair: Tuple[int, int]) -> bool:
                 is_match(input_data[i], input_data[j]) if blocking_conditions else False
             )
 
-        blocked_pairs = list(filter(meets_blocking_conditions, comparison_pairs))
+        blocked_pairs = list(filter(meets_blocking_conditions, comparison_pairs)) if blocking_conditions else comparison_pairs
 
         # Apply limit_comparisons to blocked pairs
         if limit_comparisons is not None and len(blocked_pairs) > limit_comparisons:
@@ -502,10 +516,20 @@ def auto_batch() -> int:
 
                 for future in as_completed(future_to_pair):
                     pair = future_to_pair[future]
-                    is_match_result, cost = future.result()
+                    is_match_result, cost, prompt = future.result()
                     pair_costs += cost
                     if is_match_result:
                         merge_clusters(pair[0], pair[1])
+                        
+                    if self.config.get("enable_observability", False):
+                        observability_key = f"_observability_{self.config['name']}"
+                        for idx in (pair[0], pair[1]):
+                            if observability_key not in input_data[idx]:
+                                input_data[idx][observability_key] = {
+                                    "comparison_prompts": [],
+                                    "resolution_prompt": None
+                                }
+                            input_data[idx][observability_key]["comparison_prompts"].append(prompt)
 
                     pbar.update(last_processed//batch_size)
         total_cost += pair_costs
@@ -549,6 +573,16 @@ def process_cluster(cluster):
                 )
                 reduction_cost = reduction_response.total_cost
 
+                if self.config.get("enable_observability", False):
+                    for item in [input_data[i] for i in cluster]:
+                        observability_key = f"_observability_{self.config['name']}"
+                        if observability_key not in item:
+                            item[observability_key] = {
+                                "comparison_prompts": [],
+                                "resolution_prompt": None
+                            }
+                        item[observability_key]["resolution_prompt"] = resolution_prompt
+
                 if reduction_response.validated:
                     reduction_output = self.runner.api.parse_llm_response(
                         reduction_response.response,
@@ -617,6 +651,8 @@ def process_cluster(cluster):
                 for output_key, compare_key in key_mapping.items():
                     if compare_key in input_data[list(cluster)[0]]:
                         result[output_key] = input_data[list(cluster)[0]][compare_key]
+                    elif output_key in input_data[list(cluster)[0]]:
+                        result[output_key] = input_data[list(cluster)[0]][output_key]
                     else:
                         result[output_key] = None  # or some default value
 
diff --git a/docetl/optimizers/join_optimizer.py b/docetl/optimizers/join_optimizer.py
index cb29404c..42d51871 100644
--- a/docetl/optimizers/join_optimizer.py
+++ b/docetl/optimizers/join_optimizer.py
@@ -1119,7 +1119,7 @@ def _perform_comparisons_resolve(
                 for i, j in pairs
             ]
             for future, (i, j) in zip(futures, pairs):
-                is_match, cost = future.result()
+                is_match, cost, _ = future.result()
                 comparisons.append((i, j, is_match))
                 total_cost += cost
 
diff --git a/website/src/app/api/utils.ts b/website/src/app/api/utils.ts
index 150d05e8..b3274cc0 100644
--- a/website/src/app/api/utils.ts
+++ b/website/src/app/api/utils.ts
@@ -124,6 +124,7 @@ export function generatePipelineConfig(
 
       return {
         ...newOp,
+        enable_observability: true,
         output: {
           schema: op.output.schema.reduce(
             (acc: Record<string, string>, item: SchemaItem) => {
diff --git a/website/src/components/Output.tsx b/website/src/components/Output.tsx
index 1cb1f87b..5cbc4edf 100644
--- a/website/src/components/Output.tsx
+++ b/website/src/components/Output.tsx
@@ -310,6 +310,7 @@ export const Output: React.FC = () => {
                 : []
             }
             startingRowHeight={180}
+            currentOperation={opName}
           />
         </BookmarkableText>
       ) : (
diff --git a/website/src/components/ResizableDataTable.tsx b/website/src/components/ResizableDataTable.tsx
index 26e50c73..59d263a4 100644
--- a/website/src/components/ResizableDataTable.tsx
+++ b/website/src/components/ResizableDataTable.tsx
@@ -31,7 +31,13 @@ import {
   TableRow,
 } from "@/components/ui/table";
 import { Button } from "@/components/ui/button";
-import { ChevronLeft, ChevronRight, ChevronDown, Search } from "lucide-react";
+import {
+  ChevronLeft,
+  ChevronRight,
+  ChevronDown,
+  Search,
+  Eye,
+} from "lucide-react";
 import {
   DropdownMenu,
   DropdownMenuCheckboxItem,
@@ -43,6 +49,11 @@ import ReactMarkdown from "react-markdown";
 import debounce from "lodash/debounce";
 import { BarChart, Bar, XAxis, Tooltip, ResponsiveContainer } from "recharts";
 import { Input } from "@/components/ui/input";
+import {
+  HoverCard,
+  HoverCardContent,
+  HoverCardTrigger,
+} from "@/components/ui/hover-card";
 
 export type DataType = Record<string, unknown>;
 export type ColumnType<T extends DataType> = ColumnDef<T> & {
@@ -446,6 +457,8 @@ const ColumnHeader = React.memo(
                       ? " items"
                       : stats.type === "string-words"
                       ? " words"
+                      : stats.type === "string-chars"
+                      ? " chars"
                       : ""}
                   </span>
                   <span>avg: {Math.round(stats.avg)}</span>
@@ -455,6 +468,8 @@ const ColumnHeader = React.memo(
                       ? " items"
                       : stats.type === "string-words"
                       ? " words"
+                      : stats.type === "string-chars"
+                      ? " chars"
                       : ""}
                   </span>
                 </>
@@ -537,6 +552,7 @@ interface ResizableDataTableProps<T extends DataType> {
   columns: ColumnType<T>[];
   boldedColumns: string[];
   startingRowHeight?: number;
+  currentOperation: string;
 }
 
 interface MarkdownCellProps {
@@ -786,11 +802,61 @@ const SearchableCell = React.memo(
 );
 SearchableCell.displayName = "SearchableCell";
 
+interface ObservabilityIndicatorProps {
+  row: Record<string, unknown>;
+  currentOperation: string;
+}
+
+const ObservabilityIndicator = React.memo(
+  ({ row, currentOperation }: ObservabilityIndicatorProps) => {
+    // Only show observability data for the current operation
+    const observabilityEntries = Object.entries(row).filter(
+      ([key]) => key === `_observability_${currentOperation}`
+    );
+
+    if (observabilityEntries.length === 0) return null;
+
+    return (
+      <HoverCard>
+        <HoverCardTrigger asChild>
+          <div className="cursor-help">
+            <Eye className="h-4 w-4 text-muted-foreground hover:text-primary" />
+          </div>
+        </HoverCardTrigger>
+        <HoverCardContent
+          className="w-[800px] max-h-[600px] overflow-auto"
+          side="right"
+          align="start"
+        >
+          <div className="space-y-4">
+            <h3 className="text-lg font-semibold border-b pb-2">
+              LLM Call(s) for {currentOperation}
+            </h3>
+            <div className="space-y-2">
+              {observabilityEntries.map(([key, value]) => (
+                <div key={key} className="flex flex-col gap-1">
+                  <div className="text-sm text-muted-foreground">
+                    {typeof value === "object"
+                      ? JSON.stringify(value, null, 2)
+                      : String(value)}
+                  </div>
+                </div>
+              ))}
+            </div>
+          </div>
+        </HoverCardContent>
+      </HoverCard>
+    );
+  }
+);
+ObservabilityIndicator.displayName = "ObservabilityIndicator";
+
 function ResizableDataTable<T extends DataType>({
   data,
   columns,
   boldedColumns,
   startingRowHeight = 60,
+  currentOperation,
 }: ResizableDataTableProps<T>) {
   const [columnSizing, setColumnSizing] = useState<ColumnSizingState>(() => {
     const savedSettings = localStorage.getItem(TABLE_SETTINGS_KEY);
@@ -892,34 +958,39 @@ function ResizableDataTable<T extends DataType>({
 
   const table = useReactTable({
     data,
-    columns: sortedColumns.map((col) => ({
-      ...col,
-      enableSorting: true,
-      filterFn: fuzzyFilter,
-      sortingFn: (rowA: Row<T>, rowB: Row<T>) => {
-        const accessor = col.accessorKey;
-        if (!accessor) return 0;
-
-        const a = rowA.getValue(accessor);
-        const b = rowB.getValue(accessor);
-
-        // Handle null/undefined values
-        if (a == null) return -1;
-        if (b == null) return 1;
-
-        // Sort based on type
-        if (typeof a === "number" && typeof b === "number") {
-          return a - b;
-        }
-
-        if (Array.isArray(a) && Array.isArray(b)) {
-          return a.length - b.length;
-        }
-
-        // For strings, do alphabetical comparison
-        return String(a).localeCompare(String(b));
-      },
-    })),
+    columns: sortedColumns
+      .filter((col) => {
+        const columnId = col.accessorKey || col.id;
+        return !columnId?.startsWith("_observability_");
+      })
+      .map((col) => ({
+        ...col,
+        enableSorting: true,
+        filterFn: fuzzyFilter,
+        sortingFn: (rowA: Row<T>, rowB: Row<T>) => {
+          const accessor = col.accessorKey;
+          if (!accessor) return 0;
+
+          const a = rowA.getValue(accessor);
+          const b = rowB.getValue(accessor);
+
+          // Handle null/undefined values
+          if (a == null) return -1;
+          if (b == null) return 1;
+
+          // Sort based on type
+          if (typeof a === "number" && typeof b === "number") {
+            return a - b;
+          }
+
+          if (Array.isArray(a) && Array.isArray(b)) {
+            return a.length - b.length;
+          }
+
+          // For strings, do alphabetical comparison
+          return String(a).localeCompare(String(b));
+        },
+      })),
     columnResizeMode: "onChange" as ColumnResizeMode,
     getCoreRowModel: getCoreRowModel(),
     getPaginationRowModel: getPaginationRowModel(),
@@ -1065,7 +1136,7 @@ function ResizableDataTable<T extends DataType>({
       <div style={{ width: "100%", overflow: "auto" }}>
         <Table
           style={{
-            width: table.getTotalSize() + 100, // Add extra space for resizing
+            width: table.getTotalSize() + 100,
             minWidth: "100%",
           }}
         >
@@ -1126,9 +1197,15 @@ function ResizableDataTable<T extends DataType>({
                       textAlign: "center",
                     }}
                   >
-                    <span style={{ fontSize: "0.75rem", color: "#888" }}>
-                      {row.index + 1}
-                    </span>
+                    <div className="flex flex-col items-center gap-1">
+                      <span style={{ fontSize: "0.75rem", color: "#888" }}>
+                        {row.index + 1}
+                      </span>
+                      <ObservabilityIndicator
+                        row={row.original}
+                        currentOperation={currentOperation}
+                      />
+                    </div>
                   </TableCell>
                   {row.getVisibleCells().map((cell) => (
                     <TableCell

From 572eb23e7eaba63c8fc6222c484b9194e404890d Mon Sep 17 00:00:00 2001
From: Shreya Shankar <ss.shankar505@gmail.com>
Date: Fri, 22 Nov 2024 15:52:59 -0800
Subject: [PATCH 33/36] edit readme

---
 README.md | 26 ++++++++------------------
 1 file changed, 8 insertions(+), 18 deletions(-)

diff --git a/README.md b/README.md
index 97c3ea32..854391f0 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,4 @@
-# DocETL: Powering Complex Document Processing Pipelines
+# 📜 DocETL: Powering Complex Document Processing Pipelines
 
 [![Website](https://img.shields.io/badge/Website-docetl.org-blue)](https://docetl.org)
 [![Documentation](https://img.shields.io/badge/Documentation-docs-green)](https://ucbepic.github.io/docetl)
@@ -12,34 +12,24 @@ DocETL is a tool for creating and executing data processing pipelines, especiall
 1. An interactive UI playground for iterative prompt engineering and pipeline development
 2. A Python package for running production pipelines from the command line or Python code
 
-## When to Use DocETL
-
-DocETL is the ideal choice when you're looking to maximize correctness and output quality for complex tasks over a collection of documents or unstructured datasets. You should consider using DocETL if:
-
-- You want to perform semantic processing on a collection of data
-- You have complex tasks that you want to represent via map-reduce
-- You're unsure how to best express your task to maximize LLM accuracy
-- You're working with long documents that don't fit into a single prompt
-- You have validation criteria and want tasks to automatically retry when validation fails
-
-### Community Projects
+### 🌟 Community Projects
 
 - [Conversation Generator](https://github.com/PassionFruits-net/docetl-conversation)
 - [Text-to-speech](https://github.com/PassionFruits-net/docetl-speaker)
 - [YouTube Transcript Topic Extraction](https://github.com/rajib76/docetl_examples)
 
-### Educational Resources
+### 📚 Educational Resources
 
 - [UI/UX Thoughts](https://x.com/sh_reya/status/1846235904664273201)
 - [Using Gleaning to Improve Output Quality](https://x.com/sh_reya/status/1843354256335876262)
 - [Deep Dive on Resolve Operator](https://x.com/sh_reya/status/1840796824636121288)
 
 
-## Getting Started
+## 🚀 Getting Started
 
 There are two main ways to use DocETL:
 
-### 1. Interactive UI Playground (Recommended for Development)
+### 1. 🎮 Interactive UI Playground (Recommended for Development)
 
 The [UI Playground](https://ucbepic.github.io/docetl/playground/) helps you iteratively develop your pipeline:
 - Experiment with different prompts and see results in real-time
@@ -54,7 +44,7 @@ To run the playground locally, you can either:
 
 See the [Playground Setup Guide](https://ucbepic.github.io/docetl/playground/) for detailed instructions.
 
-### 2. Python Package (For Production Use)
+### 2. 📦 Python Package (For Production Use)
 
 If you want to use DocETL as a Python package:
 
@@ -73,7 +63,7 @@ OPENAI_API_KEY=your_api_key_here  # Required for LLM operations (or the key for
 
 To see examples of how to use DocETL, check out the [tutorial](https://ucbepic.github.io/docetl/tutorial/).
 
-### 2. UI Playground Setup
+### 2. 🎮 UI Playground Setup
 
 To run the UI playground locally, you have two options:
 
@@ -165,7 +155,7 @@ make run-ui-dev
 
 5. Visit http://localhost:3000/playground to access the interactive UI.
 
-### Development Setup
+### 🛠️ Development Setup
 
 If you're planning to contribute or modify DocETL, you can verify your setup by running the test suite:
 

From b7a026ca5a6a3873969d7b76f8a27fef2b90e8cc Mon Sep 17 00:00:00 2001
From: Shreya Shankar <ss.shankar505@gmail.com>
Date: Mon, 25 Nov 2024 11:26:24 -0800
Subject: [PATCH 34/36] feat: have global system prompt and decription (#210)

* feat: have global system prompt and decription

* fix: don't auto collapse output schema in UI

* fix: don't delete the sorting functionality, hide observability cols, and other nits

* feat: add documentation
---
 docetl/operations/code_operations.py          |  10 +-
 docetl/operations/utils.py                    |  31 ++-
 docetl/optimizers/map_optimizer/evaluator.py  |  10 +-
 docetl/runner.py                              |   2 +-
 website/src/app/api/utils.ts                  |  21 +-
 .../src/app/api/writePipelineConfig/route.ts  |   4 +-
 website/src/app/localStorageKeys.ts           |   1 +
 website/src/app/playground/page.tsx           |  11 +-
 website/src/components/AIChatPanel.tsx        |  73 ++++++-
 website/src/components/LLMContextPopover.tsx  |  48 +++-
 website/src/components/OperationCard.tsx      |   2 +-
 website/src/components/OptimizationDialog.tsx |   4 +-
 website/src/components/PipelineGui.tsx        | 205 +++++++++++++-----
 website/src/components/ResizableDataTable.tsx | 113 +++++++++-
 website/src/components/operations/args.tsx    |  94 +++++---
 .../src/components/operations/components.tsx  |  11 +-
 website/src/contexts/PipelineContext.tsx      |  16 ++
 17 files changed, 530 insertions(+), 126 deletions(-)

diff --git a/docetl/operations/code_operations.py b/docetl/operations/code_operations.py
index 808b22fa..040275c9 100644
--- a/docetl/operations/code_operations.py
+++ b/docetl/operations/code_operations.py
@@ -107,7 +107,15 @@ def get_group_key(item):
                     for k, v in group[0].items():
                         if k not in result:
                             result[k] = v
-                            
+
+                # Also add the reduce key
+                if reduce_keys != ["_all"]:
+                    for k in reduce_keys:
+                        if k not in result:
+                            result[k] = group[0][k]
+
+                result[f"_counts_prereduce_{self.config['name']}"] = len(group)
+
                 results.append(result)
 
         return results, 0.0
diff --git a/docetl/operations/utils.py b/docetl/operations/utils.py
index 127637a1..ee1327c5 100644
--- a/docetl/operations/utils.py
+++ b/docetl/operations/utils.py
@@ -185,6 +185,7 @@ def cache_key(
     messages: List[Dict[str, str]],
     output_schema: Dict[str, str],
     scratchpad: Optional[str] = None,
+    system_prompt: Optional[Dict[str, str]] = None,
 ) -> str:
     """
     Generate a unique cache key based on function arguments.
@@ -209,6 +210,7 @@ def cache_key(
         "messages": json.dumps(messages, sort_keys=True),
         "output_schema": json.dumps(output_schema, sort_keys=True),
         "scratchpad": scratchpad,
+        "system_prompt": json.dumps(system_prompt, sort_keys=True),
     }
     return hashlib.md5(json.dumps(key_dict, sort_keys=True).encode()).hexdigest()
 
@@ -690,7 +692,7 @@ def call_llm(
         Raises:
             TimeoutError: If the call times out after retrying.
         """
-        key = cache_key(model, op_type, messages, output_schema, scratchpad)
+        key = cache_key(model, op_type, messages, output_schema, scratchpad, self.runner.config.get("system_prompt", {}))
 
         max_retries = max_retries_per_timeout
         attempt = 0
@@ -809,21 +811,33 @@ def _call_llm_with_cache(
             tools = None
             tool_choice = None
 
-        system_prompt = f"You are a helpful assistant, intelligently processing data. This is a {op_type} operation. You will perform the specified task on the provided data. The result should be a structured output that you will send back to the user."
+        persona = self.runner.config.get("system_prompt", {}).get("persona", "a helpful assistant")
+        dataset_description = self.runner.config.get("system_prompt", {}).get("dataset_description", "a collection of unstructured documents")
+        parethetical_op_instructions = "many inputs:one output" if op_type == "reduce" else "one input:one output"
+
+        system_prompt = f"You are a {persona}, intelligently transforming data. The dataset description is: {dataset_description}. You will be performing a {op_type} operation ({parethetical_op_instructions}). You will perform the specified task on the provided data, as accurately, precisely, and exhaustively as possible. The result should be a structured output that you will send back to the user."
         if scratchpad:
             system_prompt += f"""
 
-You are incrementally processing data across multiple batches. Maintain intermediate state between batches to accomplish this task effectively.
+You are incrementally processing data across multiple batches. You will see:
+1. The current batch of data to process
+2. The intermediate output so far (what you returned last time)
+3. A scratchpad for tracking additional state: {scratchpad}
+
+The intermediate output contains the partial result that directly answers the user's task, just on a subset of the data.
+The scratchpad contains supporting information needed to process future batches correctly, but isn't part of the answer itself.
 
-Current scratchpad: {scratchpad}
+Example for counting words that appear >2 times:
+- Intermediate output: {{"frequent_words": ["the", "and"]}} # Words seen 3+ times
+- Scratchpad: {{"pending": {{"cat": 2, "dog": 1}}}} # Track words seen 1-2 times
 
 As you process each batch:
-1. Update the scratchpad with crucial information for subsequent batches.
-2. This may include partial results, counters, or data that doesn't fit into {list(output_schema.keys())}.
-3. Example: For counting elements that appear more than twice, track all occurrences in the scratchpad until an item exceeds the threshold.
+1. Use both the intermediate output and scratchpad to inform your processing
+2. Update the scratchpad with any new information needed for future batches
+3. Return both your partial result (representing the answer on the current batch and the previous batches' intermediate output) and updated scratchpad
 
 Keep the scratchpad concise (~500 chars) and easily parsable. Use clear structures like:
-- Bullet points
+- Bullet points  
 - Key-value pairs
 - JSON-like format
 
@@ -831,6 +845,7 @@ def _call_llm_with_cache(
 
 Remember: The scratchpad should contain information necessary for processing future batches, not the final result."""
 
+
         # Truncate messages if they exceed the model's context length
         messages = truncate_messages(messages, model)
 
diff --git a/docetl/optimizers/map_optimizer/evaluator.py b/docetl/optimizers/map_optimizer/evaluator.py
index fb22825d..952891ff 100644
--- a/docetl/optimizers/map_optimizer/evaluator.py
+++ b/docetl/optimizers/map_optimizer/evaluator.py
@@ -307,14 +307,14 @@ def _assess_operation(
             self.llm_client.model,
         )
 
-        prompt = f"""Task: Assess the performance of a data processing operation based on sample input-output pairs and a custom validator prompt.
+        prompt = f"""Task: Assess the performance of a data processing operation based on sample rows and a custom validator prompt. You will see the output of the operation for each row.
 
         Operation Name: {op_config['name']}
         Operation Type: {op_config['type']}
         Current Task Prompt: {op_config.get('prompt', 'N/A')}
 
-        Sample Input-Output Pairs:
-        ---Pair 1---
+        Sample Rows:
+        ---Row 1---
         {json.dumps({"input": input_1, "output": output_1}, indent=2)}
         """
 
@@ -332,7 +332,7 @@ def _assess_operation(
                 self.llm_client.model,
             )
             prompt += f"""
-        ---Pair 2---
+        ---Row 2---
         {json.dumps({"input": input_2, "output": output_2}, indent=2)}
         """
 
@@ -350,7 +350,7 @@ def _assess_operation(
                 self.llm_client.model,
             )
             prompt += f"""
-        ---Pair 3---
+        ---Row 3---
         {json.dumps({"input": input_3, "output": output_3}, indent=2)}
         """
 
diff --git a/docetl/runner.py b/docetl/runner.py
index c36507ff..e02439d8 100644
--- a/docetl/runner.py
+++ b/docetl/runner.py
@@ -102,7 +102,7 @@ def __init__(self, config: Dict, max_threads: int = None, **kwargs):
 
                 all_ops_until_and_including_current = [
                     op_map[prev_op] for prev_op in step["operations"][:idx]
-                ] + [op_map[op_name]]
+                ] + [op_map[op_name]] + [self.config.get("system_prompt", {})]
                 # If there's no model in the op, add the default model
                 for op in all_ops_until_and_including_current:
                     if "model" not in op:
diff --git a/website/src/app/api/utils.ts b/website/src/app/api/utils.ts
index b3274cc0..30bca6dd 100644
--- a/website/src/app/api/utils.ts
+++ b/website/src/app/api/utils.ts
@@ -12,7 +12,11 @@ export function generatePipelineConfig(
   homeDir: string,
   sample_size: number | null,
   optimize: boolean = false,
-  clear_intermediate: boolean = false
+  clear_intermediate: boolean = false,
+  system_prompt: {
+    datasetDescription: string | null;
+    persona: string | null;
+  } | null = null
 ) {
   const datasets = {
     input: {
@@ -156,7 +160,7 @@ export function generatePipelineConfig(
         {
           name: "data_processing",
           input: Object.keys(datasets)[0], // Assuming the first dataset is the input
-          operations: operationsToRun.map((op: any) => op.name),
+          operations: operationsToRun.map((op) => op.name),
         },
       ],
       output: {
@@ -177,8 +181,21 @@ export function generatePipelineConfig(
         ),
       },
     },
+    system_prompt: {},
   };
 
+  if (system_prompt) {
+    if (system_prompt.datasetDescription) {
+      // @ts-ignore
+      pipelineConfig.system_prompt!.dataset_description =
+        system_prompt.datasetDescription;
+    }
+    if (system_prompt.persona) {
+      // @ts-ignore
+      pipelineConfig.system_prompt!.persona = system_prompt.persona;
+    }
+  }
+
   // Get the inputPath from the intermediate_dir
   let inputPath;
   let outputPath;
diff --git a/website/src/app/api/writePipelineConfig/route.ts b/website/src/app/api/writePipelineConfig/route.ts
index 21e57ddd..7f32d7c6 100644
--- a/website/src/app/api/writePipelineConfig/route.ts
+++ b/website/src/app/api/writePipelineConfig/route.ts
@@ -15,6 +15,7 @@ export async function POST(request: Request) {
       sample_size,
       optimize = false,
       clear_intermediate = false,
+      system_prompt,
     } = await request.json();
 
     if (!name) {
@@ -42,7 +43,8 @@ export async function POST(request: Request) {
       homeDir,
       sample_size,
       optimize,
-      clear_intermediate
+      clear_intermediate,
+      system_prompt
     );
 
     // Save the YAML file in the user's home directory
diff --git a/website/src/app/localStorageKeys.ts b/website/src/app/localStorageKeys.ts
index fb6748cc..aa22c9ae 100644
--- a/website/src/app/localStorageKeys.ts
+++ b/website/src/app/localStorageKeys.ts
@@ -16,3 +16,4 @@ export const DEFAULT_MODEL_KEY = "docetl_defaultModel";
 export const OPTIMIZER_MODEL_KEY = "docetl_optimizerModel";
 export const AUTO_OPTIMIZE_CHECK_KEY = "docetl_autoOptimizeCheck";
 export const HIGH_LEVEL_GOAL_KEY = "docetl_highLevelGoal";
+export const SYSTEM_PROMPT_KEY = "docetl_systemPrompt";
diff --git a/website/src/app/playground/page.tsx b/website/src/app/playground/page.tsx
index 8f567079..69da2708 100644
--- a/website/src/app/playground/page.tsx
+++ b/website/src/app/playground/page.tsx
@@ -296,10 +296,17 @@ const CodeEditorPipelineApp: React.FC = () => {
                 </MenubarContent>
               </MenubarMenu>
               <MenubarMenu>
-                <MenubarTrigger>Assistant</MenubarTrigger>
+                <MenubarTrigger>Help</MenubarTrigger>
                 <MenubarContent>
+                  <MenubarItem
+                    onSelect={() =>
+                      window.open("https://ucbepic.github.io/docetl/", "_blank")
+                    }
+                  >
+                    Show Documentation
+                  </MenubarItem>
                   <MenubarItem onSelect={() => setShowChat(!showChat)}>
-                    Toggle Chat
+                    Show Chat
                   </MenubarItem>
                 </MenubarContent>
               </MenubarMenu>
diff --git a/website/src/components/AIChatPanel.tsx b/website/src/components/AIChatPanel.tsx
index a1c24adf..3108395d 100644
--- a/website/src/components/AIChatPanel.tsx
+++ b/website/src/components/AIChatPanel.tsx
@@ -1,8 +1,14 @@
 "use client";
 
-import React, { useRef, useState, useEffect } from "react";
+import React, {
+  useRef,
+  useState,
+  useEffect,
+  useMemo,
+  useCallback,
+} from "react";
 import { ResizableBox } from "react-resizable";
-import { Eraser, RefreshCw, X, Copy } from "lucide-react";
+import { RefreshCw, X, Copy } from "lucide-react";
 import { Button } from "@/components/ui/button";
 import { Input } from "@/components/ui/input";
 import { ScrollArea } from "@/components/ui/scroll-area";
@@ -13,6 +19,13 @@ import "react-resizable/css/styles.css";
 import { LLMContextPopover } from "@/components/LLMContextPopover";
 import { usePipelineContext } from "@/contexts/PipelineContext";
 import ReactMarkdown from "react-markdown";
+import {
+  Popover,
+  PopoverContent,
+  PopoverTrigger,
+} from "@/components/ui/popover";
+import { Textarea } from "@/components/ui/textarea";
+import { debounce } from "lodash";
 
 interface AIChatPanelProps {
   onClose: () => void;
@@ -45,7 +58,9 @@ const AIChatPanel: React.FC<AIChatPanelProps> = ({ onClose }) => {
     initialMessages: [],
     id: "persistent-chat",
   });
-  const { serializeState } = usePipelineContext();
+  const { serializeState, highLevelGoal, setHighLevelGoal } =
+    usePipelineContext();
+  const [localGoal, setLocalGoal] = useState(highLevelGoal);
 
   const handleMouseDown = (e: React.MouseEvent<HTMLDivElement>) => {
     if ((e.target as HTMLElement).classList.contains("drag-handle")) {
@@ -184,6 +199,25 @@ Remember, all the output fields have been converted to strings, even if they wer
     );
   };
 
+  const debouncedSetHighLevelGoal = useMemo(
+    () => debounce((value: string) => setHighLevelGoal(value), 1000),
+    [setHighLevelGoal]
+  );
+
+  useEffect(() => {
+    return () => {
+      debouncedSetHighLevelGoal.cancel();
+    };
+  }, [debouncedSetHighLevelGoal]);
+
+  const handleGoalUpdate = useCallback(
+    (newGoal: string) => {
+      setLocalGoal(newGoal);
+      debouncedSetHighLevelGoal(newGoal);
+    },
+    [debouncedSetHighLevelGoal]
+  );
+
   return (
     <div
       style={{
@@ -210,6 +244,33 @@ Remember, all the output fields have been converted to strings, even if they wer
             <LLMContextPopover />
           </span>
           <div className="flex items-center gap-1">
+            <Popover>
+              <PopoverTrigger asChild>
+                <span className="text-s text-primary font-medium flex items-center gap-2 cursor-pointer">
+                  <Button
+                    variant="ghost"
+                    size="sm"
+                    className="h-4 px-2 text-xs"
+                  >
+                    {highLevelGoal ? "Edit Analysis Goal" : "Set Analysis Goal"}
+                  </Button>
+                </span>
+              </PopoverTrigger>
+              <PopoverContent className="w-80 z-[10000]" side="top" align="end">
+                <div className="space-y-2">
+                  <h4 className="font-medium text-sm">Pipeline Goal</h4>
+                  <Textarea
+                    placeholder="Describe the high-level goal of your pipeline..."
+                    className="min-h-[100px]"
+                    value={localGoal}
+                    onChange={(e) => handleGoalUpdate(e.target.value)}
+                  />
+                  <p className="text-xs text-muted-foreground">
+                    This helps the assistant provide more relevant suggestions.
+                  </p>
+                </div>
+              </PopoverContent>
+            </Popover>
             <Button
               variant="ghost"
               size="sm"
@@ -242,8 +303,10 @@ Remember, all the output fields have been converted to strings, even if they wer
                     onClick={() => {
                       handleInputChange({
                         target: { value: suggestion },
-                      } as any);
-                      handleMessageSubmit({ preventDefault: () => {} } as any);
+                      } as React.ChangeEvent<HTMLInputElement>);
+                      handleMessageSubmit({
+                        preventDefault: () => {},
+                      } as React.FormEvent);
                     }}
                   >
                     {suggestion}
diff --git a/website/src/components/LLMContextPopover.tsx b/website/src/components/LLMContextPopover.tsx
index f9707e4b..b5117b89 100644
--- a/website/src/components/LLMContextPopover.tsx
+++ b/website/src/components/LLMContextPopover.tsx
@@ -1,6 +1,6 @@
 "use client";
 
-import React, { useState } from "react";
+import React, { useState, useEffect, useRef } from "react";
 import {
   Popover,
   PopoverContent,
@@ -11,21 +11,47 @@ import { usePipelineContext } from "@/contexts/PipelineContext";
 import { Loader2 } from "lucide-react";
 
 export const LLMContextPopover: React.FC = () => {
-  const { serializeState } = usePipelineContext();
+  const { serializeState, highLevelGoal } = usePipelineContext();
   const [contextData, setContextData] = useState<string>("");
   const [isLoading, setIsLoading] = useState(false);
+  const [isOpen, setIsOpen] = useState(false);
+  const loadTimeoutRef = useRef<NodeJS.Timeout>();
+
+  const loadContext = async () => {
+    setIsLoading(true);
+    try {
+      const data = await serializeState();
+      setContextData(data);
+    } catch (error) {
+      console.error("Failed to load context:", error);
+    } finally {
+      setIsLoading(false);
+    }
+  };
+
+  // Update context when high-level goal changes and popover is open
+  useEffect(() => {
+    if (isOpen) {
+      // Clear any pending timeout
+      if (loadTimeoutRef.current) {
+        clearTimeout(loadTimeoutRef.current);
+      }
+      // Set a new timeout to load context
+      loadTimeoutRef.current = setTimeout(() => {
+        loadContext();
+      }, 500);
+    }
+    return () => {
+      if (loadTimeoutRef.current) {
+        clearTimeout(loadTimeoutRef.current);
+      }
+    };
+  }, [highLevelGoal, isOpen]);
 
   const handlePopoverOpen = async (open: boolean) => {
+    setIsOpen(open);
     if (open && !contextData) {
-      setIsLoading(true);
-      try {
-        const data = await serializeState();
-        setContextData(data);
-      } catch (error) {
-        console.error("Failed to load context:", error);
-      } finally {
-        setIsLoading(false);
-      }
+      await loadContext();
     }
   };
 
diff --git a/website/src/components/OperationCard.tsx b/website/src/components/OperationCard.tsx
index 4eef2e12..400827a3 100644
--- a/website/src/components/OperationCard.tsx
+++ b/website/src/components/OperationCard.tsx
@@ -475,7 +475,7 @@ function operationReducer(state: State, action: Action): State {
 const initialState: State = {
   operation: undefined,
   isEditing: false,
-  isSchemaExpanded: false,
+  isSchemaExpanded: true,
   isGuardrailsExpanded: false,
   isSettingsOpen: false,
   isExpanded: true,
diff --git a/website/src/components/OptimizationDialog.tsx b/website/src/components/OptimizationDialog.tsx
index a32817c3..03d76a20 100644
--- a/website/src/components/OptimizationDialog.tsx
+++ b/website/src/components/OptimizationDialog.tsx
@@ -49,7 +49,9 @@ export const OptimizationDialog: React.FC<OptimizationDialogProps> = ({
 
   const renderTable = (data: Array<Record<string, unknown>>) => {
     if (!data.length) return null;
-    const columns = Object.keys(data[0]);
+    const columns = Object.keys(data[0]).filter(
+      (column) => !column.startsWith("_observability")
+    );
 
     const totalPages = Math.ceil(data.length / rowsPerPage);
     const startIndex = (currentPage - 1) * rowsPerPage;
diff --git a/website/src/components/PipelineGui.tsx b/website/src/components/PipelineGui.tsx
index b75ada57..4ab8b70b 100644
--- a/website/src/components/PipelineGui.tsx
+++ b/website/src/components/PipelineGui.tsx
@@ -25,6 +25,7 @@ import {
   Save,
   Loader2,
   StopCircle,
+  Brain,
 } from "lucide-react";
 import { usePipelineContext } from "@/contexts/PipelineContext";
 import {
@@ -59,6 +60,48 @@ import { canBeOptimized } from "@/lib/utils";
 import { Switch } from "./ui/switch";
 import { Textarea } from "./ui/textarea";
 import { OptimizationDialog } from "@/components/OptimizationDialog";
+import {
+  Popover,
+  PopoverContent,
+  PopoverTrigger,
+} from "@/components/ui/popover";
+import {
+  HoverCard,
+  HoverCardContent,
+  HoverCardTrigger,
+} from "@/components/ui/hover-card";
+
+interface OperationMenuItemProps {
+  name: string;
+  description: string;
+  onClick: () => void;
+}
+
+const OperationMenuItem: React.FC<OperationMenuItemProps> = ({
+  name,
+  description,
+  onClick,
+}) => {
+  return (
+    <HoverCard openDelay={200}>
+      <HoverCardTrigger asChild>
+        <div className="relative w-full">
+          <DropdownMenuItem onClick={onClick} className="w-full cursor-help">
+            {name}
+          </DropdownMenuItem>
+        </div>
+      </HoverCardTrigger>
+      <HoverCardContent side="right" align="start" className="w-72 p-2">
+        <div className="space-y-1">
+          <h4 className="font-medium text-sm">{name} Operation</h4>
+          <p className="text-xs text-muted-foreground leading-snug">
+            {description}
+          </p>
+        </div>
+      </HoverCardContent>
+    </HoverCard>
+  );
+};
 
 const PipelineGUI: React.FC = () => {
   const fileInputRef = useRef<HTMLInputElement>(null);
@@ -87,15 +130,14 @@ const PipelineGUI: React.FC = () => {
     setOptimizerProgress,
     autoOptimizeCheck,
     setAutoOptimizeCheck,
-    highLevelGoal,
-    setHighLevelGoal,
+    systemPrompt,
+    setSystemPrompt,
   } = usePipelineContext();
   const [isSettingsOpen, setIsSettingsOpen] = useState(false);
   const [tempPipelineName, setTempPipelineName] = useState(pipelineName);
   const [tempAutoOptimizeCheck, setTempAutoOptimizeCheck] =
     useState(autoOptimizeCheck);
   const [tempOptimizerModel, setTempOptimizerModel] = useState(optimizerModel);
-  const [tempHighLevelGoal, setTempHighLevelGoal] = useState(highLevelGoal);
   const [tempSampleSize, setTempSampleSize] = useState(
     sampleSize?.toString() || ""
   );
@@ -119,6 +161,10 @@ const PipelineGUI: React.FC = () => {
     prompt: undefined,
     operationName: undefined,
   });
+  const [tempSystemPrompt, setTempSystemPrompt] = useState({
+    datasetDescription: systemPrompt.datasetDescription || "",
+    persona: systemPrompt.persona || "",
+  });
 
   const { submitTask } = useOptimizeCheck({
     onComplete: (result) => {
@@ -303,10 +349,10 @@ const PipelineGUI: React.FC = () => {
   }, [optimizerModel]);
 
   useEffect(() => {
-    if (highLevelGoal) {
-      setTempHighLevelGoal(highLevelGoal);
+    if (sampleSize) {
+      setTempSampleSize(sampleSize.toString());
     }
-  }, [highLevelGoal]);
+  }, [sampleSize]);
 
   const handleFileUpload = async (
     event: React.ChangeEvent<HTMLInputElement>
@@ -510,6 +556,7 @@ const PipelineGUI: React.FC = () => {
             name: pipelineName,
             sample_size: sampleSize,
             clear_intermediate: clear_intermediate,
+            system_prompt: systemPrompt,
           }),
         });
 
@@ -585,7 +632,7 @@ const PipelineGUI: React.FC = () => {
     setIsSettingsOpen(false);
     setOptimizerModel(tempOptimizerModel);
     setAutoOptimizeCheck(tempAutoOptimizeCheck);
-    setHighLevelGoal(tempHighLevelGoal);
+    setSystemPrompt(tempSystemPrompt);
   };
 
   const handleDragEnd = (result: DropResult) => {
@@ -626,7 +673,7 @@ const PipelineGUI: React.FC = () => {
               <TooltipProvider delayDuration={0}>
                 <Tooltip>
                   <TooltipTrigger>
-                    <div className="flex items-center">
+                    <div className="flex items-center cursor-help">
                       <PieChart size={16} className="text-primary mr-2" />
                       <span className="text-xs text-primary">
                         {sampleSize} samples
@@ -690,6 +737,71 @@ const PipelineGUI: React.FC = () => {
               >
                 <Settings size={16} />
               </Button>
+
+              <Popover>
+                <PopoverTrigger asChild>
+                  <Button variant="link" size="sm">
+                    Set System Prompts
+                  </Button>
+                </PopoverTrigger>
+                <PopoverContent className="w-88">
+                  <div className="grid gap-3">
+                    <div className="space-y-1">
+                      <h4 className="text-lg font-semibold">
+                        System Configuration
+                      </h4>
+                      <p className="text-sm text-muted-foreground">
+                        This will be in the system prompt for <b>every</b>{" "}
+                        operation!
+                      </p>
+                    </div>
+                    <div className="grid gap-3">
+                      <div className="space-y-1">
+                        <Label
+                          htmlFor="datasetDescription"
+                          className="text-sm font-medium"
+                        >
+                          Dataset Description
+                        </Label>
+                        <Textarea
+                          id="datasetDescription"
+                          placeholder="a collection of documents"
+                          value={tempSystemPrompt.datasetDescription}
+                          onChange={(e) =>
+                            setTempSystemPrompt((prev) => ({
+                              ...prev,
+                              datasetDescription: e.target.value,
+                            }))
+                          }
+                          onBlur={() => setSystemPrompt(tempSystemPrompt)}
+                          className="h-[3.5rem]"
+                        />
+                      </div>
+                      <div className="space-y-1">
+                        <Label
+                          htmlFor="persona"
+                          className="text-sm font-medium"
+                        >
+                          Persona
+                        </Label>
+                        <Textarea
+                          id="persona"
+                          placeholder="a helpful assistant"
+                          value={tempSystemPrompt.persona}
+                          onChange={(e) =>
+                            setTempSystemPrompt((prev) => ({
+                              ...prev,
+                              persona: e.target.value,
+                            }))
+                          }
+                          onBlur={() => setSystemPrompt(tempSystemPrompt)}
+                          className="h-[3.5rem]"
+                        />
+                      </div>
+                    </div>
+                  </div>
+                </PopoverContent>
+              </Popover>
             </div>
           </div>
           <div className="flex space-x-2">
@@ -702,35 +814,37 @@ const PipelineGUI: React.FC = () => {
               </DropdownMenuTrigger>
               <DropdownMenuContent>
                 <DropdownMenuLabel>LLM Operations</DropdownMenuLabel>
-                <DropdownMenuItem
+                <OperationMenuItem
+                  name="Map"
+                  description="Transforms each input item for complex data processing and insight extraction. 1 to 1 operation (each document gets one result, but the output of the operation can be any type, like a list)."
                   onClick={() =>
                     handleAddOperation("LLM", "map", "Untitled Map")
                   }
-                >
-                  Map
-                </DropdownMenuItem>
-                <DropdownMenuItem
+                />
+                <OperationMenuItem
+                  name="Reduce"
+                  description="Aggregates data by key for summarization or folding. Many to 1 operation (many documents get combined into one result)."
                   onClick={() =>
                     handleAddOperation("LLM", "reduce", "Untitled Reduce")
                   }
-                >
-                  Reduce
-                </DropdownMenuItem>
-                <DropdownMenuItem
+                />
+                <OperationMenuItem
+                  name="Resolve"
+                  description="Identifies and merges duplicate entities for data consistency. Keeps the same number of documents; just resolves values."
                   onClick={() =>
                     handleAddOperation("LLM", "resolve", "Untitled Resolve")
                   }
-                >
-                  Resolve
-                </DropdownMenuItem>
-                <DropdownMenuItem
+                />
+                <OperationMenuItem
+                  name="Filter"
+                  description="Selectively includes or excludes data based on specific conditions. This is like a map operation, but with a boolean output schema. The size of your dataset may decrease, as documents that evaluate to false based on the prompt will be dropped from the dataset."
                   onClick={() =>
                     handleAddOperation("LLM", "filter", "Untitled Filter")
                   }
-                >
-                  Filter
-                </DropdownMenuItem>
-                <DropdownMenuItem
+                />
+                <OperationMenuItem
+                  name="Parallel Map"
+                  description="Like a Map operation, but processes multiple documents in parallel for improved performance. Best used when documents can be processed independently."
                   onClick={() =>
                     handleAddOperation(
                       "LLM",
@@ -738,9 +852,7 @@ const PipelineGUI: React.FC = () => {
                       "Untitled Parallel Map"
                     )
                   }
-                >
-                  Parallel Map
-                </DropdownMenuItem>
+                />
                 <DropdownMenuSeparator />
                 <DropdownMenuLabel>Non-LLM Operations</DropdownMenuLabel>
                 <DropdownMenuItem
@@ -773,7 +885,9 @@ const PipelineGUI: React.FC = () => {
                 </DropdownMenuItem>
                 <DropdownMenuSeparator />
                 <DropdownMenuLabel>Code Operations</DropdownMenuLabel>
-                <DropdownMenuItem
+                <OperationMenuItem
+                  name="Code Map"
+                  description="Like the LLM Map operation, but uses a Python function instead of an LLM. Write custom Python code to transform each document."
                   onClick={() =>
                     handleAddOperation(
                       "non-LLM",
@@ -781,10 +895,10 @@ const PipelineGUI: React.FC = () => {
                       "Untitled Code Map"
                     )
                   }
-                >
-                  Code Map
-                </DropdownMenuItem>
-                <DropdownMenuItem
+                />
+                <OperationMenuItem
+                  name="Code Reduce"
+                  description="Like the LLM Reduce operation, but uses a Python function instead of an LLM. Write custom Python code to aggregate multiple documents into one."
                   onClick={() =>
                     handleAddOperation(
                       "non-LLM",
@@ -792,10 +906,10 @@ const PipelineGUI: React.FC = () => {
                       "Untitled Code Reduce"
                     )
                   }
-                >
-                  Code Reduce
-                </DropdownMenuItem>
-                <DropdownMenuItem
+                />
+                <OperationMenuItem
+                  name="Code Filter"
+                  description="Like the LLM Filter operation, but uses a Python function instead of an LLM. Write custom Python code to determine which documents to keep."
                   onClick={() =>
                     handleAddOperation(
                       "non-LLM",
@@ -803,9 +917,7 @@ const PipelineGUI: React.FC = () => {
                       "Untitled Code Filter"
                     )
                   }
-                >
-                  Code Filter
-                </DropdownMenuItem>
+                />
               </DropdownMenuContent>
             </DropdownMenu>
             <div className="flex space-x-2">
@@ -886,19 +998,6 @@ const PipelineGUI: React.FC = () => {
                 className="col-span-3"
               />
             </div>
-            <div className="grid grid-cols-4 items-center gap-4">
-              <Label htmlFor="goal" className="text-right">
-                High-Level Goal
-              </Label>
-              <Textarea
-                id="goal"
-                value={tempHighLevelGoal}
-                onChange={(e) => setTempHighLevelGoal(e.target.value)}
-                className="col-span-3"
-                rows={4}
-                placeholder="Describe the high-level goal of your pipeline (e.g., 'I want to find common themes across all the documents' or 'I want to summarize the most important things related to X')..."
-              />
-            </div>
             <div className="grid grid-cols-4 items-center gap-4">
               <Label htmlFor="sampling" className="text-right">
                 Sample Size
diff --git a/website/src/components/ResizableDataTable.tsx b/website/src/components/ResizableDataTable.tsx
index 59d263a4..93866b91 100644
--- a/website/src/components/ResizableDataTable.tsx
+++ b/website/src/components/ResizableDataTable.tsx
@@ -358,10 +358,20 @@ interface ColumnHeaderProps {
   isBold: boolean;
   onFilter: (value: string) => void;
   filterValue: string;
+  onSort: () => void;
+  sortDirection: false | "asc" | "desc";
 }
 
 const ColumnHeader = React.memo(
-  ({ header, stats, isBold, onFilter, filterValue }: ColumnHeaderProps) => {
+  ({
+    header,
+    stats,
+    isBold,
+    onFilter,
+    filterValue,
+    onSort,
+    sortDirection,
+  }: ColumnHeaderProps) => {
     const histogramData = useMemo(() => {
       if (!stats) return [];
 
@@ -422,7 +432,69 @@ const ColumnHeader = React.memo(
 
     return (
       <div className="space-y-1">
-        <div className={`${isBold ? "font-bold" : ""} text-sm px-1`}>
+        <div
+          className={`${
+            isBold ? "font-bold" : ""
+          } text-sm px-1 flex items-center gap-2`}
+        >
+          <Button
+            variant="ghost"
+            size="sm"
+            className="h-6 w-6 p-0"
+            onClick={onSort}
+          >
+            {sortDirection === false && (
+              <svg
+                xmlns="http://www.w3.org/2000/svg"
+                width="14"
+                height="14"
+                viewBox="0 0 24 24"
+                fill="none"
+                stroke="currentColor"
+                strokeWidth="2"
+                strokeLinecap="round"
+                strokeLinejoin="round"
+                className="text-muted-foreground"
+              >
+                <path d="m3 16 4 4 4-4" />
+                <path d="M7 20V4" />
+                <path d="m21 8-4-4-4 4" />
+                <path d="M17 4v16" />
+              </svg>
+            )}
+            {sortDirection === "asc" && (
+              <svg
+                xmlns="http://www.w3.org/2000/svg"
+                width="14"
+                height="14"
+                viewBox="0 0 24 24"
+                fill="none"
+                stroke="currentColor"
+                strokeWidth="2"
+                strokeLinecap="round"
+                strokeLinejoin="round"
+              >
+                <path d="m3 8 4-4 4 4" />
+                <path d="M7 4v16" />
+              </svg>
+            )}
+            {sortDirection === "desc" && (
+              <svg
+                xmlns="http://www.w3.org/2000/svg"
+                width="14"
+                height="14"
+                viewBox="0 0 24 24"
+                fill="none"
+                stroke="currentColor"
+                strokeWidth="2"
+                strokeLinecap="round"
+                strokeLinejoin="round"
+              >
+                <path d="m3 16 4 4 4-4" />
+                <path d="M7 20V4" />
+              </svg>
+            )}
+          </Button>
           {header}
         </div>
         <div
@@ -851,6 +923,20 @@ const ObservabilityIndicator = React.memo(
 );
 ObservabilityIndicator.displayName = "ObservabilityIndicator";
 
+// Move the sortingFns definition outside of the table config
+const createSortingFns = <T extends DataType>(
+  data: T[],
+  originalIndices: number[]
+) => ({
+  preserveIndex: (rowA: Row<T>, rowB: Row<T>) => {
+    const a = rowA.original;
+    const b = rowB.original;
+    const aIndex = originalIndices[data.indexOf(a)];
+    const bIndex = originalIndices[data.indexOf(b)];
+    return aIndex - bIndex;
+  },
+});
+
 function ResizableDataTable<T extends DataType>({
   data,
   columns,
@@ -956,6 +1042,16 @@ function ResizableDataTable<T extends DataType>({
     return String(cellValue).toLowerCase().includes(searchValue);
   };
 
+  // Add this state to store original row indices
+  const [originalIndices] = useState(() => data.map((_, index) => index));
+
+  // Create sorting functions
+  const sortingFns = useMemo(
+    () => createSortingFns(data, originalIndices),
+    [data, originalIndices]
+  );
+
+  // Modify the table configuration
   const table = useReactTable({
     data,
     columns: sortedColumns
@@ -1025,6 +1121,7 @@ function ResizableDataTable<T extends DataType>({
     filterFns: {
       fuzzy: fuzzyFilter,
     },
+    sortingFns,
   });
 
   const resetColumnWidths = useCallback(() => {
@@ -1176,6 +1273,18 @@ function ResizableDataTable<T extends DataType>({
                         filterValue={
                           (header.column.getFilterValue() as string) ?? ""
                         }
+                        onSort={() => {
+                          const currentSortDirection =
+                            header.column.getIsSorted();
+                          if (currentSortDirection === false) {
+                            setSorting([{ id: header.column.id, desc: false }]);
+                          } else if (currentSortDirection === "asc") {
+                            setSorting([{ id: header.column.id, desc: true }]);
+                          } else {
+                            setSorting([]);
+                          }
+                        }}
+                        sortDirection={header.column.getIsSorted()}
                       />
                     )}
                     <ColumnResizer header={header} />
diff --git a/website/src/components/operations/args.tsx b/website/src/components/operations/args.tsx
index df54b4ac..5060e8c0 100644
--- a/website/src/components/operations/args.tsx
+++ b/website/src/components/operations/args.tsx
@@ -17,10 +17,14 @@ import {
   TooltipProvider,
   TooltipTrigger,
 } from "../ui/tooltip";
-import { Switch } from "../ui/switch";
 import { Label } from "../ui/label";
 import Editor from "@monaco-editor/react";
 import PropTypes from "prop-types";
+import {
+  HoverCard,
+  HoverCardContent,
+  HoverCardTrigger,
+} from "../ui/hover-card";
 
 interface PromptInputProps {
   prompt: string;
@@ -42,7 +46,7 @@ export const PromptInput: React.FC<PromptInputProps> = React.memo(
           className={`mb-1 rounded-sm text-sm font-mono ${
             !validateJinjaTemplate(prompt) ? "border-red-500" : ""
           }`}
-          rows={3}
+          rows={Math.max(3, Math.ceil(prompt.split("\n").length))}
           value={prompt}
           onChange={(e) => onChange(e.target.value)}
         />
@@ -91,20 +95,6 @@ export const SchemaForm: React.FC<SchemaFormProps> = React.memo(
       onUpdate(newSchema);
     };
 
-    const isItemValid = (item: SchemaItem): boolean => {
-      if (!isList && !item.key) return false;
-
-      if (item.type === "list" && item.subType) {
-        return isItemValid(item.subType as SchemaItem);
-      }
-
-      if (item.type === "dict" && item.subType) {
-        return (item.subType as SchemaItem[]).every(isItemValid);
-      }
-
-      return true;
-    };
-
     return (
       <div style={{ marginLeft: `${level * 20}px` }}>
         {schema.map((item, index) => (
@@ -212,7 +202,7 @@ export const SchemaForm: React.FC<SchemaFormProps> = React.memo(
 SchemaForm.displayName = "SchemaForm";
 
 SchemaForm.propTypes = {
-  // @ts-ignore
+  // @ts-expect-error - PropTypes schema doesn't match TypeScript SchemaItem[] type exactly
   schema: PropTypes.arrayOf(
     PropTypes.shape({
       key: PropTypes.string,
@@ -244,18 +234,62 @@ interface OutputSchemaProps {
 
 export const OutputSchema: React.FC<OutputSchemaProps> = React.memo(
   ({ schema, onUpdate, isExpanded, onToggle }) => {
+    const isEmpty = schema.length === 0;
+    const hasEmptyKeys = schema.some((item) => !item.key);
+
     return (
       <div>
-        <Button variant="ghost" size="sm" onClick={onToggle} className="p-0">
-          <ChevronDown
-            size={16}
-            className={`mr-1 transition-transform duration-200 ${
-              isExpanded ? "transform rotate-180" : ""
-            }`}
-          />
-          <h4 className="text-xs font-semibold">Output Schema</h4>
-        </Button>
+        <div className="flex items-center gap-2">
+          <Button
+            variant="ghost"
+            size="sm"
+            onClick={onToggle}
+            className={`p-0 ${isEmpty || hasEmptyKeys ? "text-red-500" : ""}`}
+          >
+            <ChevronDown
+              size={16}
+              className={`mr-1 transition-transform duration-200 ${
+                isExpanded ? "transform rotate-180" : ""
+              }`}
+            />
+            <h4 className="text-xs font-semibold">
+              Output Schema {isEmpty && "(Required)"}
+            </h4>
+          </Button>
+          <HoverCard>
+            <HoverCardTrigger>
+              <Info size={16} className="text-primary cursor-help" />
+            </HoverCardTrigger>
+            <HoverCardContent className="w-80">
+              <div className="space-y-2">
+                <h4 className="font-medium">Output Column Naming</h4>
+                <p className="text-sm text-muted-foreground">
+                  Name your columns appropriately as they influence the
+                  LLM&apos;s output.
+                </p>
+                <div className="mt-2 rounded-md bg-muted p-2">
+                  <p className="text-sm font-medium">Example:</p>
+                  <p className="text-xs text-muted-foreground">
+                    If your prompt extracts names from a document, use
+                    &quot;names&quot; as your output column name instead of
+                    &quot;extracted_data&quot; or &quot;results&quot;.
+                  </p>
+                </div>
+              </div>
+            </HoverCardContent>
+          </HoverCard>
+        </div>
         {isExpanded && <SchemaForm schema={schema} onUpdate={onUpdate} />}
+        {isEmpty && (
+          <div className="text-red-500 text-sm mt-1">
+            At least one output field is required
+          </div>
+        )}
+        {hasEmptyKeys && !isEmpty && (
+          <div className="text-red-500 text-sm mt-1">
+            All fields must have a key name
+          </div>
+        )}
       </div>
     );
   }
@@ -366,7 +400,7 @@ export const GleaningConfig: React.FC<GleaningConfigProps> = React.memo(
 GleaningConfig.displayName = "GleaningConfig";
 
 GleaningConfig.propTypes = {
-  // @ts-ignore
+  // @ts-expect-error - PropTypes null type doesn't match TypeScript optional type
   gleaning: PropTypes.shape({
     num_rounds: PropTypes.number,
     validation_prompt: PropTypes.string,
@@ -418,8 +452,8 @@ export const Guardrails: React.FC<GuardrailsProps> = React.memo(
                 <TooltipContent className="max-w-md whitespace-normal break-words text-left">
                   <p>
                     Guardrails are Python statements to validate output.
-                    Example: "len(output["summary"]) {">"} 100" ensures a
-                    summary is at least 100 characters long.
+                    Example: &quot;len(output[&quot;summary&quot;]) &gt;
+                    100&quot; ensures a summary is at least 100 characters long.
                   </p>
                 </TooltipContent>
               </Tooltip>
@@ -593,7 +627,7 @@ CodeInput.displayName = "CodeInput";
 
 CodeInput.propTypes = {
   code: PropTypes.string.isRequired,
-  // @ts-ignore
+  // @ts-expect-error - PropTypes string union doesn't match TypeScript type exactly
   operationType: PropTypes.oneOf(["code_map", "code_reduce", "code_filter"])
     .isRequired,
   onChange: PropTypes.func.isRequired,
diff --git a/website/src/components/operations/components.tsx b/website/src/components/operations/components.tsx
index 4536e9e3..e2b090d1 100644
--- a/website/src/components/operations/components.tsx
+++ b/website/src/components/operations/components.tsx
@@ -1,7 +1,6 @@
-import React from "react";
+import React, { useMemo, useEffect } from "react";
 import { Operation, SchemaItem } from "@/app/types";
 import { OutputSchema, PromptInput, CodeInput } from "./args";
-import { useMemo } from "react";
 import { Input } from "@/components/ui/input";
 import { Label } from "@/components/ui/label";
 import { Button } from "../ui/button";
@@ -155,6 +154,12 @@ export const ReduceOperationComponent: React.FC<OperationComponentProps> = ({
     });
   };
 
+  useEffect(() => {
+    if (!operation.otherKwargs?.reduce_key) {
+      handleReduceKeysChange(["_all"]);
+    }
+  }, []);
+
   return (
     <>
       <div className="mb-4">
@@ -194,7 +199,7 @@ export const ReduceOperationComponent: React.FC<OperationComponentProps> = ({
                       }}
                       size="sm"
                       variant="ghost"
-                      className="absolute right-0 top-0 bottom-0"
+                      className="absolute right-0 top-0 h-full"
                     >
                       <X size={12} />
                     </Button>
diff --git a/website/src/contexts/PipelineContext.tsx b/website/src/contexts/PipelineContext.tsx
index fb41223a..6970ea7f 100644
--- a/website/src/contexts/PipelineContext.tsx
+++ b/website/src/contexts/PipelineContext.tsx
@@ -38,6 +38,7 @@ interface PipelineState {
   optimizerModel: string;
   autoOptimizeCheck: boolean;
   highLevelGoal: string;
+  systemPrompt: { datasetDescription: string | null; persona: string | null };
 }
 
 interface PipelineContextType extends PipelineState {
@@ -68,6 +69,12 @@ interface PipelineContextType extends PipelineState {
   serializeState: () => Promise<string>;
   setAutoOptimizeCheck: React.Dispatch<React.SetStateAction<boolean>>;
   setHighLevelGoal: React.Dispatch<React.SetStateAction<string>>;
+  setSystemPrompt: React.Dispatch<
+    React.SetStateAction<{
+      datasetDescription: string | null;
+      persona: string | null;
+    }>
+  >;
 }
 
 const PipelineContext = createContext<PipelineContextType | undefined>(
@@ -267,6 +274,10 @@ export const PipelineProvider: React.FC<{ children: React.ReactNode }> = ({
       localStorageKeys.HIGH_LEVEL_GOAL_KEY,
       ""
     ),
+    systemPrompt: loadFromLocalStorage(localStorageKeys.SYSTEM_PROMPT_KEY, {
+      datasetDescription: null,
+      persona: null,
+    }),
   }));
 
   const [unsavedChanges, setUnsavedChanges] = useState(false);
@@ -380,6 +391,7 @@ export const PipelineProvider: React.FC<{ children: React.ReactNode }> = ({
       optimizerProgress: null,
       autoOptimizeCheck: false,
       highLevelGoal: "",
+      systemPrompt: { datasetDescription: null, persona: null },
     });
     setUnsavedChanges(false);
     console.log("Pipeline state cleared!");
@@ -466,6 +478,10 @@ export const PipelineProvider: React.FC<{ children: React.ReactNode }> = ({
       (value) => setStateAndUpdate("highLevelGoal", value),
       [setStateAndUpdate]
     ),
+    setSystemPrompt: useCallback(
+      (value) => setStateAndUpdate("systemPrompt", value),
+      [setStateAndUpdate]
+    ),
   };
 
   return (

From ae9b797abc4c1584a13d0b80703f5566951fa62c Mon Sep 17 00:00:00 2001
From: Shreya Shankar <ss.shankar505@gmail.com>
Date: Mon, 25 Nov 2024 16:42:35 -0800
Subject: [PATCH 35/36] fix: small errors in user study (#211)

* feat: have global system prompt and decription

* fix: don't auto collapse output schema in UI

* fix: don't delete the sorting functionality, hide observability cols, and other nits

* feat: add documentation

* fix: fixing errors from user study
---
 website/package-lock.json                     |  25 ++--
 website/package.json                          |   3 +-
 website/src/app/api/utils.ts                  |  24 ++--
 .../src/app/api/writePipelineConfig/route.ts  |  28 +++--
 website/src/app/types.ts                      |   1 +
 website/src/components/OperationCard.tsx      | 110 +++++++++++++-----
 website/src/components/Output.tsx             |   2 +-
 website/src/components/PipelineGui.tsx        |  18 ++-
 .../src/components/operations/components.tsx  |   9 ++
 website/src/contexts/PipelineContext.tsx      |  18 ++-
 10 files changed, 178 insertions(+), 60 deletions(-)

diff --git a/website/package-lock.json b/website/package-lock.json
index a2bd553a..e4240d57 100644
--- a/website/package-lock.json
+++ b/website/package-lock.json
@@ -36,7 +36,7 @@
         "@radix-ui/react-tooltip": "^1.1.2",
         "@tanstack/react-query": "^5.59.15",
         "@tanstack/react-table": "^8.20.5",
-        "@tanstack/react-virtual": "^3.10.8",
+        "@tanstack/react-virtual": "^3.10.9",
         "@types/mime-types": "^2.1.4",
         "@types/react-resizable": "^3.0.8",
         "ai": "^3.4.29",
@@ -52,6 +52,7 @@
         "js-yaml": "^4.1.0",
         "json2csv": "^6.0.0-alpha.2",
         "lodash": "^4.17.21",
+        "lodash.throttle": "^4.1.1",
         "lucide-react": "^0.441.0",
         "next": "14.2.11",
         "re-resizable": "^6.10.0",
@@ -3741,11 +3742,12 @@
       }
     },
     "node_modules/@tanstack/react-virtual": {
-      "version": "3.10.8",
-      "resolved": "https://registry.npmjs.org/@tanstack/react-virtual/-/react-virtual-3.10.8.tgz",
-      "integrity": "sha512-VbzbVGSsZlQktyLrP5nxE+vE1ZR+U0NFAWPbJLoG2+DKPwd2D7dVICTVIIaYlJqX1ZCEnYDbaOpmMwbsyhBoIA==",
+      "version": "3.10.9",
+      "resolved": "https://registry.npmjs.org/@tanstack/react-virtual/-/react-virtual-3.10.9.tgz",
+      "integrity": "sha512-OXO2uBjFqA4Ibr2O3y0YMnkrRWGVNqcvHQXmGvMu6IK8chZl3PrDxFXdGZ2iZkSrKh3/qUYoFqYe+Rx23RoU0g==",
+      "license": "MIT",
       "dependencies": {
-        "@tanstack/virtual-core": "3.10.8"
+        "@tanstack/virtual-core": "3.10.9"
       },
       "funding": {
         "type": "github",
@@ -3769,9 +3771,10 @@
       }
     },
     "node_modules/@tanstack/virtual-core": {
-      "version": "3.10.8",
-      "resolved": "https://registry.npmjs.org/@tanstack/virtual-core/-/virtual-core-3.10.8.tgz",
-      "integrity": "sha512-PBu00mtt95jbKFi6Llk9aik8bnR3tR/oQP1o3TSi+iG//+Q2RTIzCEgKkHG8BB86kxMNW6O8wku+Lmi+QFR6jA==",
+      "version": "3.10.9",
+      "resolved": "https://registry.npmjs.org/@tanstack/virtual-core/-/virtual-core-3.10.9.tgz",
+      "integrity": "sha512-kBknKOKzmeR7lN+vSadaKWXaLS0SZZG+oqpQ/k80Q6g9REn6zRHS/ZYdrIzHnpHgy/eWs00SujveUN/GJT2qTw==",
+      "license": "MIT",
       "funding": {
         "type": "github",
         "url": "https://github.com/sponsors/tannerlinsley"
@@ -9061,6 +9064,12 @@
       "integrity": "sha512-0KpjqXRVvrYyCsX1swR/XTK0va6VQkQM6MNo7PqW77ByjAhoARA8EfrP1N4+KlKj8YS0ZUCtRT/YUuhyYDujIQ==",
       "dev": true
     },
+    "node_modules/lodash.throttle": {
+      "version": "4.1.1",
+      "resolved": "https://registry.npmjs.org/lodash.throttle/-/lodash.throttle-4.1.1.tgz",
+      "integrity": "sha512-wIkUCfVKpVsWo3JSZlc+8MB5it+2AN5W8J7YVMST30UrvcQNZ1Okbj+rbVniijTWE6FGYy4XJq/rHkas8qJMLQ==",
+      "license": "MIT"
+    },
     "node_modules/longest-streak": {
       "version": "3.1.0",
       "resolved": "https://registry.npmjs.org/longest-streak/-/longest-streak-3.1.0.tgz",
diff --git a/website/package.json b/website/package.json
index bdfab8e5..26152b6f 100644
--- a/website/package.json
+++ b/website/package.json
@@ -37,7 +37,7 @@
     "@radix-ui/react-tooltip": "^1.1.2",
     "@tanstack/react-query": "^5.59.15",
     "@tanstack/react-table": "^8.20.5",
-    "@tanstack/react-virtual": "^3.10.8",
+    "@tanstack/react-virtual": "^3.10.9",
     "@types/mime-types": "^2.1.4",
     "@types/react-resizable": "^3.0.8",
     "ai": "^3.4.29",
@@ -53,6 +53,7 @@
     "js-yaml": "^4.1.0",
     "json2csv": "^6.0.0-alpha.2",
     "lodash": "^4.17.21",
+    "lodash.throttle": "^4.1.1",
     "lucide-react": "^0.441.0",
     "next": "14.2.11",
     "re-resizable": "^6.10.0",
diff --git a/website/src/app/api/utils.ts b/website/src/app/api/utils.ts
index 30bca6dd..d411a1e0 100644
--- a/website/src/app/api/utils.ts
+++ b/website/src/app/api/utils.ts
@@ -1,6 +1,5 @@
 import yaml from "js-yaml";
 import path from "path";
-import os from "os";
 import { Operation, SchemaItem } from "@/app/types";
 
 export function generatePipelineConfig(
@@ -35,9 +34,14 @@ export function generatePipelineConfig(
   }
 
   // Fix the output schema of all operations to ensure correct typing
-  const updatedOperations: Record<string, any> = operations.map(
-    (op: Operation) => {
-      const newOp: Record<string, any> = {
+  const updatedOperations = operations
+    .map((op: Operation) => {
+      // Skip if visibility is false
+      if (!op.visibility) {
+        return null;
+      }
+
+      const newOp: Record<string, unknown> = {
         ...op,
         ...op.otherKwargs,
       };
@@ -54,6 +58,7 @@ export function generatePipelineConfig(
       delete newOp.otherKwargs;
       delete newOp.id;
       delete newOp.llmType;
+      delete newOp.visibility;
 
       // Convert numeric strings in otherKwargs to numbers
       Object.entries(newOp).forEach(([key, value]) => {
@@ -119,7 +124,7 @@ export function generatePipelineConfig(
       if (op.type === "sample" && op.otherKwargs?.method === "custom") {
         try {
           newOp.samples = JSON.parse(op.otherKwargs.samples);
-        } catch (e) {
+        } catch (error) {
           console.warn(
             "Failed to parse custom samples as JSON, using raw value"
           );
@@ -139,8 +144,13 @@ export function generatePipelineConfig(
           ),
         },
       };
-    }
-  );
+    })
+    .filter((op) => op !== null);
+
+  // Add check for empty operations
+  if (updatedOperations.length === 0) {
+    throw new Error("No valid operations found in pipeline configuration");
+  }
 
   // Fetch all operations up until and including the operation_id
   const operationsToRun = operations.slice(
diff --git a/website/src/app/api/writePipelineConfig/route.ts b/website/src/app/api/writePipelineConfig/route.ts
index 7f32d7c6..20605e26 100644
--- a/website/src/app/api/writePipelineConfig/route.ts
+++ b/website/src/app/api/writePipelineConfig/route.ts
@@ -51,14 +51,28 @@ export async function POST(request: Request) {
     const pipelineDir = path.join(homeDir, ".docetl", "pipelines");
     const configDir = path.join(pipelineDir, "configs");
     const nameDir = path.join(pipelineDir, name, "intermediates");
-    await fs.mkdir(configDir, { recursive: true });
-    await fs.mkdir(nameDir, { recursive: true });
-    const filePath = path.join(configDir, `${name}.yaml`);
-    await fs.writeFile(filePath, yamlString, "utf8");
 
-    return NextResponse.json({ filePath, inputPath, outputPath });
+    try {
+      await fs.mkdir(configDir, { recursive: true });
+      await fs.mkdir(nameDir, { recursive: true });
+      const filePath = path.join(configDir, `${name}.yaml`);
+      await fs.writeFile(filePath, yamlString, "utf8");
+
+      return NextResponse.json({ filePath, inputPath, outputPath });
+    } catch (fsError) {
+      console.error("File system error:", fsError);
+      return NextResponse.json(
+        `Failed to write pipeline configuration: ${fsError.message}`,
+        { status: 500 }
+      );
+    }
   } catch (error) {
-    console.error(error);
-    return NextResponse.json({ error: error }, { status: 500 });
+    console.error("Pipeline configuration error:", error);
+    return NextResponse.json(
+      error instanceof Error
+        ? error.message
+        : "An unexpected error occurred while creating the pipeline configuration",
+      { status: 500 }
+    );
   }
 }
diff --git a/website/src/app/types.ts b/website/src/app/types.ts
index 2b5ba26f..f3873789 100644
--- a/website/src/app/types.ts
+++ b/website/src/app/types.ts
@@ -30,6 +30,7 @@ export type Operation = {
   runIndex?: number;
   sample?: number;
   shouldOptimizeResult?: string;
+  visibility: boolean;
 };
 
 export type OutputRow = Record<string, string>;
diff --git a/website/src/components/OperationCard.tsx b/website/src/components/OperationCard.tsx
index 400827a3..18f3ab29 100644
--- a/website/src/components/OperationCard.tsx
+++ b/website/src/components/OperationCard.tsx
@@ -25,6 +25,8 @@ import {
   ListCollapse,
   Wand2,
   ChevronDown,
+  Eye,
+  EyeOff,
 } from "lucide-react";
 import { Operation, SchemaItem } from "@/app/types";
 import { usePipelineContext } from "@/contexts/PipelineContext";
@@ -62,6 +64,7 @@ const OperationHeader: React.FC<{
   disabled: boolean;
   currOp: boolean;
   expanded: boolean;
+  visibility: boolean;
   optimizeResult?: string;
   onEdit: (name: string) => void;
   onDelete: () => void;
@@ -71,6 +74,7 @@ const OperationHeader: React.FC<{
   onOptimize: () => void;
   onAIEdit: (instruction: string) => void;
   onToggleExpand: () => void;
+  onToggleVisibility: () => void;
 }> = React.memo(
   ({
     name,
@@ -79,6 +83,7 @@ const OperationHeader: React.FC<{
     disabled,
     currOp,
     expanded,
+    visibility,
     optimizeResult,
     onEdit,
     onDelete,
@@ -88,6 +93,7 @@ const OperationHeader: React.FC<{
     onOptimize,
     onAIEdit,
     onToggleExpand,
+    onToggleVisibility,
   }) => {
     const [isEditing, setIsEditing] = useState(false);
     const [editedName, setEditedName] = useState(name);
@@ -105,7 +111,11 @@ const OperationHeader: React.FC<{
     return (
       <div className="relative flex items-center justify-between py-3 px-4">
         {/* Left side buttons */}
-        <div className="flex space-x-1 absolute left-1">
+        <div
+          className={`flex space-x-1 absolute left-1 ${
+            !visibility ? "opacity-50" : ""
+          }`}
+        >
           <Button
             variant="ghost"
             size="sm"
@@ -177,28 +187,24 @@ const OperationHeader: React.FC<{
           >
             <Settings size={14} className="text-gray-500" />
           </Button>
-          <TooltipProvider>
-            <Tooltip>
-              <TooltipTrigger asChild>
-                <Button
-                  variant="ghost"
-                  size="sm"
-                  className="p-0.25 h-6 w-6"
-                  disabled={disabled}
-                  onClick={onShowOutput}
-                >
-                  <ListCollapse size={14} className="text-primary" />
-                </Button>
-              </TooltipTrigger>
-              <TooltipContent>
-                <p>Show outputs</p>
-              </TooltipContent>
-            </Tooltip>
-          </TooltipProvider>
+          <Button
+            variant="ghost"
+            size="sm"
+            className="flex items-center gap-1 px-2 h-6"
+            disabled={disabled}
+            onClick={onShowOutput}
+          >
+            <ListCollapse size={14} className="text-primary" />
+            <span className="text-xs text-primary">Show outputs</span>
+          </Button>
         </div>
 
         {/* Centered title */}
-        <div className="flex-grow flex justify-center">
+        <div
+          className={`flex-grow flex justify-center ${
+            !visibility ? "opacity-50" : ""
+          }`}
+        >
           {isEditing ? (
             <Input
               value={editedName}
@@ -222,15 +228,43 @@ const OperationHeader: React.FC<{
           )}
         </div>
 
-        {/* Right side delete button */}
-        <Button
-          variant="ghost"
-          size="sm"
-          onClick={onDelete}
-          className="hover:bg-red-100 absolute right-1 p-1 h-7 w-7"
-        >
-          <Trash2 size={15} className="text-red-500" />
-        </Button>
+        {/* Right side buttons */}
+        <div className="absolute right-1 flex items-center space-x-0">
+          <Button
+            variant={visibility ? "ghost" : "default"}
+            size="sm"
+            className={`flex items-center gap-1 px-2 h-6 ${
+              !visibility
+                ? "bg-green-100 hover:bg-green-200"
+                : "hover:bg-green-100"
+            }`}
+            onClick={onToggleVisibility}
+          >
+            {visibility ? (
+              <>
+                <EyeOff size={14} className="text-gray-500" />
+                <span className="text-xs text-gray-500">Skip operation</span>
+              </>
+            ) : (
+              <>
+                <Eye size={14} className="text-green-700" />
+                <span className="text-xs font-medium text-green-700">
+                  Include operation
+                </span>
+              </>
+            )}
+          </Button>
+          <Button
+            variant="ghost"
+            size="sm"
+            onClick={onDelete}
+            className={`hover:bg-red-100 p-1 h-7 w-7 ${
+              !visibility ? "opacity-50" : ""
+            }`}
+          >
+            <Trash2 size={15} className="text-red-500" />
+          </Button>
+        </div>
       </div>
     );
   }
@@ -798,6 +832,18 @@ export const OperationCard: React.FC<{ index: number }> = ({ index }) => {
     [debouncedUpdate]
   );
 
+  const handleVisibilityToggle = useCallback(() => {
+    if (!operation) return;
+
+    const updatedOperation = {
+      ...operation,
+      visibility:
+        operation.visibility === undefined ? false : !operation.visibility,
+    };
+
+    handleOperationUpdate(updatedOperation);
+  }, [operation, handleOperationUpdate]);
+
   if (!operation) {
     return <SkeletonCard />;
   }
@@ -822,7 +868,7 @@ export const OperationCard: React.FC<{ index: number }> = ({ index }) => {
               pipelineOutput?.operationId === operation.id
                 ? "bg-white border-blue-500 border-2"
                 : "bg-white"
-            }`}
+            } ${!operation.visibility ? "opacity-50" : ""}`}
           >
             {/* Move the drag handle div outside of the ml-5 container */}
             <div
@@ -841,6 +887,7 @@ export const OperationCard: React.FC<{ index: number }> = ({ index }) => {
                 disabled={isLoadingOutputs || pipelineOutput === undefined}
                 currOp={operation.id === pipelineOutput?.operationId}
                 expanded={isExpanded}
+                visibility={operation.visibility}
                 optimizeResult={operation.shouldOptimizeResult}
                 onEdit={(name) => {
                   dispatch({ type: "UPDATE_NAME", payload: name });
@@ -857,8 +904,9 @@ export const OperationCard: React.FC<{ index: number }> = ({ index }) => {
                 onOptimize={onOptimize}
                 onAIEdit={handleAIEdit}
                 onToggleExpand={() => dispatch({ type: "TOGGLE_EXPAND" })}
+                onToggleVisibility={handleVisibilityToggle}
               />
-              {isExpanded && (
+              {isExpanded && operation.visibility !== false && (
                 <>
                   <CardContent className="py-2 px-3">
                     {createOperationComponent(
diff --git a/website/src/components/Output.tsx b/website/src/components/Output.tsx
index 5cbc4edf..7e5889b8 100644
--- a/website/src/components/Output.tsx
+++ b/website/src/components/Output.tsx
@@ -264,7 +264,7 @@ export const Output: React.FC = () => {
     };
 
     fetchData();
-  }, [output, operation, isLoadingOutputs]);
+  }, [output, isLoadingOutputs]);
 
   const columns: ColumnType<any>[] = React.useMemo(() => {
     const importantColumns = operation?.output?.schema
diff --git a/website/src/components/PipelineGui.tsx b/website/src/components/PipelineGui.tsx
index 4ab8b70b..17d612bb 100644
--- a/website/src/components/PipelineGui.tsx
+++ b/website/src/components/PipelineGui.tsx
@@ -411,6 +411,7 @@ const PipelineGUI: React.FC = () => {
                   validate,
                   sample,
                   otherKwargs,
+                  visibility: true,
                 } as Operation;
               })
             );
@@ -614,6 +615,7 @@ const PipelineGUI: React.FC = () => {
       llmType,
       type: type as Operation["type"],
       name: `${name} ${numOpRun}`,
+      visibility: true,
     };
     setOperations([...operations, newOperation]);
   };
@@ -689,7 +691,7 @@ const PipelineGUI: React.FC = () => {
                 </Tooltip>
               </TooltipProvider>
             )}
-            <div className="flex p-0 space-x-0">
+            <div className="flex items-center space-x-0">
               <TooltipProvider>
                 <Tooltip>
                   <TooltipTrigger asChild>
@@ -697,6 +699,7 @@ const PipelineGUI: React.FC = () => {
                       variant="ghost"
                       size="icon"
                       onClick={() => fileInputRef.current?.click()}
+                      className="h-8 w-8"
                     >
                       <FileUp size={16} />
                     </Button>
@@ -720,6 +723,7 @@ const PipelineGUI: React.FC = () => {
                       size="icon"
                       variant="ghost"
                       onClick={() => handleExport()}
+                      className="h-8 w-8"
                     >
                       <Download size={16} />
                     </Button>
@@ -734,14 +738,22 @@ const PipelineGUI: React.FC = () => {
                 size="icon"
                 variant="ghost"
                 onClick={() => setIsSettingsOpen(true)}
+                className="h-8 w-8"
               >
                 <Settings size={16} />
               </Button>
 
               <Popover>
                 <PopoverTrigger asChild>
-                  <Button variant="link" size="sm">
-                    Set System Prompts
+                  <Button
+                    variant="ghost"
+                    size="sm"
+                    className="h-8 flex items-center gap-1"
+                  >
+                    <Brain size={14} className="text-primary" />
+                    <span className="text-xs text-primary">
+                      Set system prompts
+                    </span>
                   </Button>
                 </PopoverTrigger>
                 <PopoverContent className="w-88">
diff --git a/website/src/components/operations/components.tsx b/website/src/components/operations/components.tsx
index e2b090d1..4771828e 100644
--- a/website/src/components/operations/components.tsx
+++ b/website/src/components/operations/components.tsx
@@ -1277,6 +1277,15 @@ export const CodeOperationComponent: React.FC<OperationComponentProps> = ({
   operation,
   onUpdate,
 }) => {
+  useEffect(() => {
+    if (
+      operation.type === "code_reduce" &&
+      !operation.otherKwargs?.reduce_key
+    ) {
+      handleReduceKeysChange(["_all"]);
+    }
+  }, []);
+
   const handleCodeChange = (newCode: string) => {
     onUpdate({
       ...operation,
diff --git a/website/src/contexts/PipelineContext.tsx b/website/src/contexts/PipelineContext.tsx
index 6970ea7f..b5c13dfc 100644
--- a/website/src/contexts/PipelineContext.tsx
+++ b/website/src/contexts/PipelineContext.tsx
@@ -139,10 +139,24 @@ const serializeState = async (state: PipelineState): Promise<string> => {
           .map((row: Record<string, unknown>) => {
             const sampleRow: Record<string, unknown> = {};
 
+            // Helper function to safely stringify values
+            const safeStringify = (value: unknown): string => {
+              if (value === null) return "null";
+              if (value === undefined) return "undefined";
+              if (typeof value === "object") {
+                try {
+                  return JSON.stringify(value);
+                } catch {
+                  return "[Complex Object]";
+                }
+              }
+              return String(value);
+            };
+
             // Prioritize important columns
             importantColumns.forEach((col) => {
               if (col in row) {
-                const value = String(row[col]);
+                const value = safeStringify(row[col]);
                 if (value.length > 10000) {
                   sampleRow[`**${col}**`] =
                     `**${value.slice(0, 10000)}` +
@@ -157,7 +171,7 @@ const serializeState = async (state: PipelineState): Promise<string> => {
             Object.keys(row).forEach((key) => {
               if (!(key in sampleRow)) {
                 // Only add if not already added
-                const value = String(row[key]);
+                const value = safeStringify(row[key]);
                 if (value.length > 10000) {
                   sampleRow[key] =
                     value.slice(0, 10000) +

From bbd54bc6c91169fb2a06e5205b2d6114f749d247 Mon Sep 17 00:00:00 2001
From: Shreya Shankar <ss.shankar505@gmail.com>
Date: Tue, 26 Nov 2024 18:39:39 -0800
Subject: [PATCH 36/36] fix: support markdown files (#213)

* feat: have global system prompt and decription

* fix: don't auto collapse output schema in UI

* fix: don't delete the sorting functionality, hide observability cols, and other nits

* feat: add documentation

* fix: fixing errors from user study

* fix: accepting markdown files

* fix: accepting markdown files
---
 website/src/components/FileExplorer.tsx | 43 ++++++++++---------------
 1 file changed, 17 insertions(+), 26 deletions(-)

diff --git a/website/src/components/FileExplorer.tsx b/website/src/components/FileExplorer.tsx
index 2f57b781..66e6c0fb 100644
--- a/website/src/components/FileExplorer.tsx
+++ b/website/src/components/FileExplorer.tsx
@@ -82,11 +82,20 @@ function mergeFileList(
   return dt.files;
 }
 
-// Add this type to handle File with relativePath
 interface FileWithPath extends File {
   relativePath?: string;
 }
 
+const SUPPORTED_EXTENSIONS = [
+  ".pdf",
+  ".docx",
+  ".doc",
+  ".txt",
+  ".html",
+  ".pptx",
+  ".md",
+] as const;
+
 async function getAllFiles(entry: FileSystemEntry): Promise<FileWithPath[]> {
   const files: FileWithPath[] = [];
 
@@ -102,16 +111,10 @@ async function getAllFiles(entry: FileSystemEntry): Promise<FileWithPath[]> {
       });
 
       // Check if file has supported extension
-      const supportedExtensions = [
-        ".pdf",
-        ".docx",
-        ".doc",
-        ".txt",
-        ".html",
-        ".pptx",
-      ];
       if (
-        supportedExtensions.some((ext) => file.name.toLowerCase().endsWith(ext))
+        SUPPORTED_EXTENSIONS.some((ext) =>
+          file.name.toLowerCase().endsWith(ext)
+        )
       ) {
         // Create a new file with the full path
         const fullPath = path ? `${path}/${file.name}` : file.name;
@@ -143,10 +146,6 @@ async function getAllFiles(entry: FileSystemEntry): Promise<FileWithPath[]> {
 
 type ConversionMethod = "docling" | "azure";
 
-interface UploadedDataset {
-  [key: string]: unknown;
-}
-
 async function validateJsonDataset(file: Blob): Promise<void> {
   const text = await file.text();
   let data: unknown;
@@ -329,16 +328,8 @@ export const FileExplorer: React.FC<FileExplorerProps> = ({
           // Handle regular file input
           // @ts-expect-error FileList type conversion needs explicit cast
           const file = item as FileWithPath;
-          const supportedExtensions = [
-            ".pdf",
-            ".docx",
-            ".doc",
-            ".txt",
-            ".html",
-            ".pptx",
-          ];
           if (
-            supportedExtensions.some((ext) =>
+            SUPPORTED_EXTENSIONS.some((ext) =>
               file.name.toLowerCase().endsWith(ext)
             )
           ) {
@@ -838,7 +829,7 @@ export const FileExplorer: React.FC<FileExplorerProps> = ({
                         type="file"
                         multiple
                         className="hidden"
-                        accept=".pdf,.docx,.doc,.txt,.html,.pptx,.md"
+                        accept={SUPPORTED_EXTENSIONS.join(",")}
                         onChange={(e) => {
                           if (e.target.files) {
                             handleFolderUpload(e.target.files);
@@ -871,7 +862,7 @@ export const FileExplorer: React.FC<FileExplorerProps> = ({
                         <div className="min-w-0 flex-1 overflow-hidden">
                           <div className="flex items-center">
                             <p className="text-sm font-medium text-gray-700 truncate">
-                              {/* @ts-ignore */}
+                              {/* @ts-expect-error FileWithPath type is not fully defined */}
                               {(file as FileWithPath).relativePath || file.name}
                             </p>
                           </div>
@@ -908,7 +899,7 @@ export const FileExplorer: React.FC<FileExplorerProps> = ({
                           type="file"
                           multiple
                           className="hidden"
-                          accept=".pdf,.docx,.doc,.txt,.html,.pptx"
+                          accept={SUPPORTED_EXTENSIONS.join(",")}
                           onChange={(e) => {
                             if (e.target.files) {
                               handleFolderUpload(e.target.files);