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@leehuwuj leehuwuj commented Nov 13, 2024

Summary by CodeRabbit

  • New Features

    • Enhanced file upload process to automatically create an index and document store when uploading files without an existing index.
    • Introduced a default environment variable for local storage cache to improve configuration.
  • Bug Fixes

    • Improved handling of null indices during document uploads, ensuring a more robust and reliable experience.
    • Added error handling for missing environment variables, enhancing reliability during storage context initialization.
  • Documentation

    • Updated log messages to better reflect the actions taken during index creation.

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changeset-bot bot commented Nov 13, 2024

🦋 Changeset detected

Latest commit: bdd7416

The changes in this PR will be included in the next version bump.

This PR includes changesets to release 1 package
Name Type
create-llama Patch

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@leehuwuj leehuwuj marked this pull request as ready for review November 13, 2024 07:25
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coderabbitai bot commented Nov 13, 2024

Walkthrough

A new patch titled "create-llama" has been introduced to ensure that both the index and document store are created when a file is uploaded without an existing index. This change modifies the runPipeline function to incorporate a new storage context and updates the logic for index creation, enhancing the robustness of the file upload process.

Changes

File Path Change Summary
.changeset/big-turtles-own.md Added patch "create-llama" to ensure index and document store creation during file uploads.
templates/components/llamaindex/typescript/documents/pipeline.ts Updated runPipeline function to use storageContextFromDefaults and modified index creation logic.
helpers/env-variables.ts Modified getVectorDBEnvs to return a default environment variable for STORAGE_CACHE_DIR.
templates/components/vectordbs/typescript/none/shared.ts Removed hardcoded STORAGE_CACHE_DIR constant.
templates/components/vectordbs/typescript/none/generate.ts Added check for STORAGE_CACHE_DIR environment variable in generateDatasource function.
templates/components/vectordbs/typescript/none/index.ts Introduced check for STORAGE_CACHE_DIR in getDataSource function.

Possibly related PRs

  • feat: use llamacloud for chat #149: The main PR introduces a patch titled "create-llama," which is also referenced in this PR that adds functionality related to using LlamaCloud for chat, indicating a direct connection in terms of the feature being developed.
  • refactor: make components resuable for chat llm #202: This PR also includes a patch labeled "create-llama," focusing on enhancing reusability for chat LLM components, which aligns with the main PR's objective of improving file upload processes related to Llama.
  • feat: use llamacloud pipeline in TS #236: The changes in this PR involve implementing the LlamaCloud pipeline, which is relevant to the main PR's focus on creating a robust file upload process that integrates with LlamaCloud.
  • bump: use latest LITS #343: This PR updates the dependency to use the latest LITS version, which may relate to the enhancements in the main PR regarding the integration of LlamaCloud functionalities.
  • Don't need to run generate script for LlamaCloud #352: This PR specifies that the generate script for LlamaCloud is no longer required, which could simplify the implementation discussed in the main PR regarding file uploads and indexing.
  • Enhance data type #378: This PR enhances data types, which may relate to the changes in the main PR that involve improving the handling of document uploads and metadata.

Suggested reviewers

  • thucpn
  • marcusschiesser

Poem

🐰 In fields of data, we hop and play,
With "create-llama," we pave the way.
When files are uploaded, no index in sight,
We build them anew, making everything right!
So let’s cheer for the changes, both big and small,
For a smoother upload, we’ll have a ball! 🌟


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Actionable comments posted: 0

🧹 Outside diff range and nitpick comments (3)
.changeset/big-turtles-own.md (1)

1-5: Consider enhancing the changeset description with more details.

While the current description accurately captures the core change, consider adding more context about:

  • The specific scenarios this fixes (e.g., "Fixes an issue where uploading files without a pre-existing index would fail to create necessary storage structures")
  • The technical changes made (e.g., "Implements proper storage context initialization and document persistence")
  • The impact on users (e.g., "Users can now upload files without manually creating indexes first")
 ---
 "create-llama": patch
 ---
 
-Ensure that the index and document store are created when uploading a file with no available index.
+Ensure that the index and document store are created when uploading a file with no available index.
+
+Previously, uploading files without a pre-existing index would fail to create necessary storage structures. This patch:
+- Implements proper storage context initialization
+- Ensures document persistence in the store
+- Allows users to upload files without manually creating indexes first
templates/components/llamaindex/typescript/documents/pipeline.ts (2)

Line range hint 27-42: Inconsistent persistence behavior between branches

The persistence behavior differs between existing and new index scenarios:

  • Existing index (if block): Uses persist() without directory
  • New index (else block): Uses persist(STORAGE_CACHE_DIR)

This inconsistency could lead to documents being stored in different locations.

Apply this fix to maintain consistent persistence behavior:

  if (currentIndex) {
    await currentIndex.insertNodes(nodes);
-   currentIndex.storageContext.docStore.persist();
+   currentIndex.storageContext.docStore.persist(STORAGE_CACHE_DIR);
    console.log("Added nodes to the vector store.");
    return documents.map((document) => document.id_);
  } else {

Line range hint 11-45: Consider adding error handling for storage operations

The function performs critical storage operations without explicit error handling. Consider:

  1. Handling storage context initialization failures
  2. Catching and logging persistence errors
  3. Implementing cleanup in case of partial failures

This would improve reliability and debugging capabilities.

Would you like me to provide an example implementation with proper error handling?

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templates/components/llamaindex/typescript/documents/pipeline.ts (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

🔇 Additional comments (2)
templates/components/llamaindex/typescript/documents/pipeline.ts (2)

6-6: LGTM: Required imports added for storage context functionality

The new imports are correctly added to support the storage context and persistence directory functionality.

Also applies to: 9-9


36-41: LGTM: Proper storage context initialization and index creation

The implementation correctly:

  • Initializes storage context with persistence directory
  • Uses the storage context when creating new index

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Actionable comments posted: 0

🧹 Outside diff range and nitpick comments (2)
templates/components/vectordbs/typescript/none/index.ts (2)

21-21: Add missing Document type import

The Document type used in the parameter is not imported.

Add this import at the top of the file:

-import { SimpleDocumentStore, VectorStoreIndex } from "llamaindex";
+import { Document, SimpleDocumentStore, VectorStoreIndex } from "llamaindex";

21-30: Consider adding error handling

The function should handle potential errors during index creation and document persistence.

Consider wrapping the implementation in a try-catch block:

 export async function createIndex(documents: Document[]) {
+  if (!documents?.length) {
+    throw new Error("No documents provided for index creation");
+  }
+  try {
     const storageContext = await storageContextFromDefaults({
       persistDir: `${STORAGE_CACHE_DIR}`,
     });
     const index = await VectorStoreIndex.fromDocuments(documents, {
       storageContext,
     });
     index.storageContext.docStore.persist();
     return index;
+  } catch (error) {
+    throw new Error(`Failed to create index: ${error.message}`);
+  }
 }
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📒 Files selected for processing (2)
  • templates/components/llamaindex/typescript/documents/pipeline.ts (1 hunks)
  • templates/components/vectordbs/typescript/none/index.ts (1 hunks)
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  • templates/components/llamaindex/typescript/documents/pipeline.ts
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templates/components/vectordbs/typescript/none/index.ts (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

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templates/components/vectordbs/typescript/none/index.ts (1)

21-30: Implementation looks good!

The core implementation correctly:

  1. Creates a storage context with the same configuration as getDataSource
  2. Creates an index from the provided documents
  3. Persists the document store
  4. Returns the created index

This should fix the issue where the TS upload file wasn't creating the index and document store.

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Actionable comments posted: 1

🧹 Outside diff range and nitpick comments (1)
templates/components/vectordbs/typescript/none/index.ts (1)

26-35: Consider performance optimizations for large document sets

For better performance with large document sets, consider these improvements:

  1. Add batch processing:
export async function createIndex(documents: Document<Metadata>[]) {
  // ... existing error checking ...
  
  const BATCH_SIZE = 100;
  const storageContext = await storageContextFromDefaults({
    persistDir: `${STORAGE_CACHE_DIR}`,
  });

  try {
    let index: VectorStoreIndex | null = null;
    
    // Process documents in batches
    for (let i = 0; i < documents.length; i += BATCH_SIZE) {
      const batch = documents.slice(i, i + BATCH_SIZE);
      if (!index) {
        index = await VectorStoreIndex.fromDocuments(batch, { storageContext });
      } else {
        await index.insertDocuments(batch);
      }
      
      // Periodic persistence to avoid memory pressure
      if ((i + 1) % (BATCH_SIZE * 5) === 0) {
        await Promise.all([
          index.storageContext.docStore.persist(),
          index.storage.persist()
        ]);
      }
    }
    
    // Final persistence
    if (index) {
      await Promise.all([
        index.storageContext.docStore.persist(),
        index.storage.persist()
      ]);
    }
    
    return index;
  } catch (error) {
    throw new Error(`Failed to create index: ${error.message}`);
  }
}
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templates/components/vectordbs/typescript/none/index.ts (1)

1-6: LGTM: Import changes are appropriate

The addition of Document and Metadata types from llamaindex is necessary for proper type definitions in the new function.

@leehuwuj leehuwuj force-pushed the fix/ts-upload-not-create-index branch from 31b2550 to ba4d536 Compare November 13, 2024 09:09
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Actionable comments posted: 2

🧹 Outside diff range and nitpick comments (1)
helpers/env-variables.ts (1)

220-226: Consider adding directory creation handling.

To ensure robust operation, consider adding logic to create the cache directory if it doesn't exist. This could prevent potential runtime errors.

Example implementation to add in the relevant file:

import { mkdir } from 'fs/promises';
import { existsSync } from 'fs';

// Add this where the cache directory is used
const cacheDir = process.env.STORAGE_CACHE_DIR || '.cache';
if (!existsSync(cacheDir)) {
  await mkdir(cacheDir, { recursive: true });
}
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📒 Files selected for processing (3)
  • helpers/env-variables.ts (1 hunks)
  • templates/components/llamaindex/typescript/documents/pipeline.ts (2 hunks)
  • templates/components/vectordbs/typescript/none/shared.ts (1 hunks)
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templates/components/vectordbs/typescript/none/shared.ts (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

🔇 Additional comments (1)
helpers/env-variables.ts (1)

220-226: LGTM! Verify storage directory usage across codebase.

The addition of STORAGE_CACHE_DIR environment variable for the default case is appropriate and aligns with the PR's objective of fixing file upload issues.

Let's verify the consistent usage of this storage path across the codebase:

✅ Verification successful

Verified! Storage directory is used consistently across the codebase.

🏁 Scripts executed

The following scripts were executed for the analysis:

Script:

#!/bin/bash
# Description: Check for consistent usage of STORAGE_CACHE_DIR and .cache directory

# Search for STORAGE_CACHE_DIR references
echo "Checking STORAGE_CACHE_DIR usage:"
rg "STORAGE_CACHE_DIR"

# Search for .cache directory references
echo -e "\nChecking .cache directory references:"
rg "\.cache"

Length of output: 1101

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Actionable comments posted: 0

🧹 Outside diff range and nitpick comments (3)
templates/components/vectordbs/typescript/none/index.ts (1)

Line range hint 4-24: Consider these improvements for better type safety and error handling.

While the changes look good, here are some suggestions to enhance the function:

  1. Remove the unused params parameter if it's not needed
  2. Add try-catch for storage context initialization
  3. Use type guards instead of type casting for docStore

Consider this improved implementation:

- export async function getDataSource(params?: any) {
+ export async function getDataSource() {
   const persistDir = process.env.STORAGE_CACHE_DIR;
   if (!persistDir) {
     throw new Error("STORAGE_CACHE_DIR environment variable is required!");
   }
-  const storageContext = await storageContextFromDefaults({
-    persistDir,
-  });
+  try {
+    const storageContext = await storageContextFromDefaults({
+      persistDir,
+    });
 
-  const numberOfDocs = Object.keys(
-    (storageContext.docStore as SimpleDocumentStore).toDict(),
-  ).length;
+    const docStore = storageContext.docStore;
+    if (!(docStore instanceof SimpleDocumentStore)) {
+      throw new Error("Unexpected document store type");
+    }
+    
+    const numberOfDocs = Object.keys(docStore.toDict()).length;
+    if (numberOfDocs === 0) {
+      return null;
+    }
+    return await VectorStoreIndex.init({
+      storageContext,
+    });
+  } catch (error) {
+    throw new Error(`Failed to initialize data source: ${error.message}`);
+  }
-  if (numberOfDocs === 0) {
-    return null;
-  }
-  return await VectorStoreIndex.init({
-    storageContext,
-  });
 }
templates/components/vectordbs/typescript/none/generate.ts (2)

22-25: Enhance environment variable validation

While the basic validation is good, consider adding more robust checks:

  • Verify the directory exists
  • Ensure write permissions
  • Sanitize the path to prevent injection

Consider this enhanced validation:

  const persistDir = process.env.STORAGE_CACHE_DIR;
  if (!persistDir) {
    throw new Error("STORAGE_CACHE_DIR environment variable is required!");
  }
+ // Add these validation checks
+ import { existsSync, accessSync, constants } from 'fs';
+ import { resolve } from 'path';
+ 
+ const absolutePath = resolve(persistDir);
+ if (!existsSync(absolutePath)) {
+   throw new Error(`Storage directory ${persistDir} does not exist!`);
+ }
+ try {
+   accessSync(absolutePath, constants.W_OK);
+ } catch (err) {
+   throw new Error(`Storage directory ${persistDir} is not writable!`);
+ }

Line range hint 17-35: Add detailed logging for better observability

Consider enhancing the logging to include:

  • The resolved storage directory path
  • Number of documents processed
  • Size of the generated index

Example enhancement:

  async function generateDatasource() {
    console.log(`Generating storage context...`);
    const persistDir = process.env.STORAGE_CACHE_DIR;
    if (!persistDir) {
      throw new Error("STORAGE_CACHE_DIR environment variable is required!");
    }
+   console.log(`Using storage directory: ${resolve(persistDir)}`);
    const ms = await getRuntime(async () => {
      const storageContext = await storageContextFromDefaults({
        persistDir,
      });
      const documents = await getDocuments();
+     console.log(`Processing ${documents.length} documents...`);

      await VectorStoreIndex.fromDocuments(documents, {
        storageContext,
      });
    });
    console.log(`Storage context successfully generated in ${ms / 1000}s.`);
  }
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📒 Files selected for processing (3)
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templates/components/vectordbs/typescript/none/generate.ts (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

templates/components/vectordbs/typescript/none/index.ts (1)

Pattern templates/**: For files under the templates folder, do not report 'Missing Dependencies Detected' errors.

🔇 Additional comments (3)
templates/components/vectordbs/typescript/none/index.ts (2)

5-8: LGTM! Good addition of environment variable validation.

The early validation of STORAGE_CACHE_DIR with a clear error message follows best practices for configuration management and helps prevent undefined behavior.


10-10: LGTM! Proper usage of validated configuration.

The validated persistDir is correctly used in the storage context configuration.

templates/components/vectordbs/typescript/none/generate.ts (1)

28-28: LGTM: Storage context configuration

The storage context configuration correctly uses the validated persistDir.

@marcusschiesser marcusschiesser merged commit 282eaa0 into main Nov 13, 2024
46 checks passed
@marcusschiesser marcusschiesser deleted the fix/ts-upload-not-create-index branch November 13, 2024 11:47
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