feat: use llamacloud for chat #149
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🦋 Changeset detectedLatest commit: 8fdf640 The changes in this PR will be included in the next version bump. This PR includes changesets to release 1 package
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WalkthroughThe changes introduce the LlamaCloud integration for chat functionality, adding support for LlamaCloud as a new data source and vector database. This includes environmental variable setups, dependency updates, and adjustments to the Changes
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Actionable comments posted: 2
Outside diff range and nitpick comments (1)
questions.ts (1)
Line range hint
574-608: Fix fallthrough in switch case for data source selection.The case for 'db' is falling through to 'llamacloud', which could lead to unexpected behavior.
+ break;
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Files selected for processing (9)
- .changeset/tough-pugs-destroy.md (1 hunks)
- helpers/types.ts (2 hunks)
- questions.ts (5 hunks)
- templates/components/engines/typescript/agent/chat.ts (2 hunks)
- templates/components/vectordbs/typescript/llamacloud/generate.ts (1 hunks)
- templates/components/vectordbs/typescript/llamacloud/index.ts (1 hunks)
- templates/components/vectordbs/typescript/llamacloud/shared.ts (1 hunks)
- templates/types/streaming/express/package.json (1 hunks)
- templates/types/streaming/nextjs/package.json (1 hunks)
Files skipped from review due to trivial changes (2)
- templates/types/streaming/express/package.json
- templates/types/streaming/nextjs/package.json
Additional context used
Biome
questions.ts
[error] 585-592: This else clause can be omitted because previous branches break early.
Unsafe fix: Omit the else clause.
(lint/style/noUselessElse)
[error] 574-608: This case is falling through to the next case.
Add a
breakorreturnstatement to the end of this case to prevent fallthrough.(lint/suspicious/noFallthroughSwitchClause)
Additional comments not posted (9)
.changeset/tough-pugs-destroy.md (1)
1-5: Clear and concise changeset description.The changeset correctly labels the patch and succinctly describes its purpose. This will help in tracking the specific changes made in this PR.
templates/components/vectordbs/typescript/llamacloud/shared.ts (1)
7-22: Robust environment variable validation implemented.This function correctly checks for the presence of required environment variables and throws an error if any are missing. Consider adding more detailed logging or error handling for better operational visibility.
+ console.error(`Missing environment variables: ${missingEnvVars.join(", ")}`);templates/components/engines/typescript/agent/chat.ts (2)
19-19: Updated description for the query engine.The updated description is more generic and suitable given the context where multiple data sources could be used.
19-19: Consider robust error handling for JSON parsing.It's good practice to handle potential parsing errors when reading JSON configuration files.
+ try { + toolConfig = JSON.parse(await fs.readFile(configFile, "utf8")); + } catch (e) { + console.error(`Error parsing ${configFile}: `, e); + return; + }helpers/types.ts (2)
30-30: Addition of 'llamacloud' to TemplateVectorDB is approved.This change is consistent with the PR objectives to integrate LlamaCloud. Ensure that all related components are updated to handle this new type.
40-40: Addition of 'llamacloud' to TemplateDataSourceType is approved.This change aligns with the PR's aim to support LlamaCloud as a data source. Make sure that the logic handling data sources in the application supports this new type appropriately.
questions.ts (3)
126-129: Handling selection of 'llamacloud' as a data source is approved.When 'llamacloud' is selected, other data source options are correctly excluded, which aligns with the intended exclusive use of LlamaCloud.
183-185: Addition of 'llamacloud' to data source choices is approved.This inclusion is consistent with the PR's objectives to support LlamaCloud integration. Ensure that this option is displayed correctly in the UI.
Line range hint
585-592: Remove unnecessary else clause after early return.This else clause is redundant and can be omitted to improve code clarity.
[REFACTOR_SUGGESTion]- } else if (program.dataSources.length > 0 && !program.vectorDb) { + if (program.dataSources.length > 0 && !program.vectorDb) {
templates/components/vectordbs/typescript/llamacloud/generate.ts
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Actionable comments posted: 0
Outside diff range and nitpick comments (1)
questions.ts (1)
Line range hint
126-186: Handling of 'llamacloud' in Data Source ChoicesThe conditional logic to exclude other data source options when "llamacloud" is selected is a thoughtful design choice, ensuring clarity and preventing configuration conflicts. However, static analysis has flagged a potential issue with fall-through in switch cases. This needs to be addressed to avoid unintended behavior.
609,615c609,616 < case "llamacloud": { < program.dataSources.push({ < type: "llamacloud", < config: {}, < }); < break; < } --- > case "llamacloud": { > program.dataSources.push({ > type: "llamacloud", > config: {}, > }); > break; > } > default: > break;
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Files selected for processing (5)
- helpers/python.ts (1 hunks)
- questions.ts (5 hunks)
- templates/components/vectordbs/python/llamacloud/generate.py (1 hunks)
- templates/components/vectordbs/python/llamacloud/index.py (1 hunks)
- templates/types/streaming/fastapi/pyproject.toml (1 hunks)
Files skipped from review due to trivial changes (1)
- templates/types/streaming/fastapi/pyproject.toml
Additional context used
Ruff
templates/components/vectordbs/python/llamacloud/index.py
5-5: Module level import not at top of file
(E402)
6-6: Module level import not at top of file
(E402)
7-7: Module level import not at top of file
(E402)
templates/components/vectordbs/python/llamacloud/generate.py
5-5: Module level import not at top of file
(E402)
6-6: Module level import not at top of file
(E402)
7-7: Module level import not at top of file
(E402)
8-8: Module level import not at top of file
(E402)
9-9: Module level import not at top of file
(E402)
Biome
questions.ts
[error] 585-592: This else clause can be omitted because previous branches break early.
Unsafe fix: Omit the else clause.
(lint/style/noUselessElse)
[error] 574-608: This case is falling through to the next case.
Add a
breakorreturnstatement to the end of this case to prevent fallthrough.(lint/suspicious/noFallthroughSwitchClause)
Additional comments not posted (7)
templates/components/vectordbs/python/llamacloud/index.py (3)
1-7: Review of Import Statements and OrderThe imports are intentionally ordered to load the
.envfile before other imports which might depend on these environment variables. This is a common pattern in Python applications that use environment variables extensively. The static analysis warnings about import order can be ignored in this context.Tools
Ruff
5-5: Module level import not at top of file
(E402)
6-6: Module level import not at top of file
(E402)
7-7: Module level import not at top of file
(E402)
10-10: Logger Setup ApprovedSetting up a logger using
uvicornis appropriate for web applications and helps in monitoring and debugging. Good practice!
13-32: Review ofget_indexFunctionThe function correctly handles the extraction of environment variables and instantiation of
LlamaCloudIndex. Error handling for missing environment variables is well implemented, providing clear messages to the user. This ensures that the function fails gracefully if required configurations are not provided.templates/components/vectordbs/python/llamacloud/generate.py (3)
12-18: Logger Configuration and Function InitializationThe logger is properly configured at the beginning of the script, and the
generate_datasourcefunction correctly initializes settings and logs the process start. This is a good practice for traceability and debugging.
16-39: Core Functionality ofgenerate_datasourceThe function effectively uses environment variables to configure the
LlamaCloudIndexand handles missing variables robustly. The integration with document loading and indexing is well-implemented, ensuring that the datasource generation is dynamic and configurable.
44-45: Python Main GuardThe use of the main guard (
if __name__ == "__main__":) is standard practice in Python scripts. It allows the script to be executed directly or imported without running the main function unintentionally.helpers/python.ts (1)
121-126: Addition of 'llamacloud' Case in Dependency ManagementThe addition of the "llamacloud" case in the
getAdditionalDependenciesfunction is well-implemented. This maintains consistency and ensures that all dependencies related to "llamacloud" are centralized, making management and updates easier.
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Actionable comments posted: 3
Outside diff range and nitpick comments (1)
questions.ts (1)
Line range hint
574-608: Add a break statement to prevent fallthrough in switch case.The 'db' case in the switch statement is missing a
breakstatement, causing unintentional fallthrough to the 'llamacloud' case.+ break;
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Files selected for processing (8)
- helpers/env-variables.ts (1 hunks)
- helpers/typescript.ts (2 hunks)
- questions.ts (5 hunks)
- templates/components/vectordbs/python/llamacloud/generate.py (1 hunks)
- templates/components/vectordbs/python/llamacloud/index.py (1 hunks)
- templates/components/vectordbs/typescript/llamacloud/generate.ts (1 hunks)
- templates/components/vectordbs/typescript/llamacloud/index.ts (1 hunks)
- templates/components/vectordbs/typescript/llamacloud/shared.ts (1 hunks)
Files skipped from review as they are similar to previous changes (3)
- templates/components/vectordbs/typescript/llamacloud/generate.ts
- templates/components/vectordbs/typescript/llamacloud/index.ts
- templates/components/vectordbs/typescript/llamacloud/shared.ts
Additional context used
Ruff
templates/components/vectordbs/python/llamacloud/index.py
5-5: Module level import not at top of file
(E402)
6-6: Module level import not at top of file
(E402)
7-7: Module level import not at top of file
(E402)
templates/components/vectordbs/python/llamacloud/generate.py
5-5: Module level import not at top of file
(E402)
6-6: Module level import not at top of file
(E402)
7-7: Module level import not at top of file
(E402)
8-8: Module level import not at top of file
(E402)
9-9: Module level import not at top of file
(E402)
Biome
helpers/env-variables.ts
[error] 157-170: Other switch clauses can erroneously access this declaration.
Wrap the declaration in a block to restrict its access to the switch clause.The declaration is defined in this switch clause:
Unsafe fix: Wrap the declaration in a block.
(lint/correctness/noSwitchDeclarations)
questions.ts
[error] 585-592: This else clause can be omitted because previous branches break early.
Unsafe fix: Omit the else clause.
(lint/style/noUselessElse)
[error] 574-608: This case is falling through to the next case.
Add a
breakorreturnstatement to the end of this case to prevent fallthrough.(lint/suspicious/noFallthroughSwitchClause)
Additional comments not posted (5)
templates/components/vectordbs/python/llamacloud/index.py (1)
13-32: Review of functionget_index: Ensure proper handling of missing environment variables.The function correctly checks for the presence of required environment variables and raises an appropriate error if they are missing. This is good practice for robust error handling.
templates/components/vectordbs/python/llamacloud/generate.py (1)
16-41: Review of functiongenerate_datasource: Proper logging and error handling.The function logs the process of generating an index and raises an error if necessary environment variables are missing. It also uses
get_documentsto fetch documents for indexing, which should be reviewed to ensure it handles potential exceptions.
[APROVED]helpers/typescript.ts (1)
108-114: Ensure appropriate logging for LlamaCloud configuration.The conditional logging for the "llamacloud" vector database is clear and provides necessary information about environment variable settings. This helps in debugging and ensuring that the system is configured correctly.
questions.ts (2)
Line range hint
126-186: Ensure consistent handling of data source choices.The changes to
getDataSourceChoicescorrectly handle the exclusion of other options when "llamacloud" is already selected. This prevents configuration conflicts and simplifies the user interface.
609-615: Consistent handling of 'llamacloud' data source selection.The addition of "llamacloud" as a data source is handled correctly, ensuring that it is added to the list of selected data sources when chosen.
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Actionable comments posted: 1
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Files selected for processing (1)
- templates/components/engines/typescript/chat/chat.ts (1 hunks)
Additional comments not posted (1)
templates/components/engines/typescript/chat/chat.ts (1)
11-13: Refactor of retriever initialization approved.The refactor to initialize
retrieverwithsimilarityTopKdirectly in the object is cleaner and more readable. Ensure thatprocess.env.TOP_Kis always defined or handled gracefully when not defined.Verification successful
Refactor of retriever initialization approved.
The refactor to initialize
retrieverwithsimilarityTopKdirectly in the object is cleaner and more readable. The environment variableprocess.env.TOP_Kis handled gracefully with a default value of 3 if it is not defined.
- Line 11-13 in
templates/components/engines/typescript/chat/chat.tsScripts executed
The following scripts were executed for the analysis:
Script:
#!/bin/bash # Description: Verify that `process.env.TOP_K` is defined in the environment configurations. # Test: Search for the environment variable definition. Expect: Definition or default handling. rg --type typescript $'process.env.TOP_K'Length of output: 75
Script:
#!/bin/bash # Description: Verify that `process.env.TOP_K` is defined in the environment configurations. # Find all TypeScript files and search for the environment variable definition within them. fd -e ts -e tsx -x rg 'process.env.TOP_K' {}Length of output: 119
| // disable as a custom system prompt disables the generated context | ||
| // systemPrompt: process.env.SYSTEM_PROMPT, |
There was a problem hiding this comment.
Consider removing or clarifying the commented-out systemPrompt.
Commented-out code can lead to confusion if the reason isn't documented. If systemPrompt is no longer needed due to changes in how the chat engine handles prompts, it should be removed to avoid clutter. If it might be needed later, add a comment explaining the conditions under which it would be re-enabled.
- // systemPrompt: process.env.SYSTEM_PROMOT,
+ // systemPrompt: process.env.SYSTEM_PROMPT, // Temporarily disabled until [condition/reason]Committable suggestion
‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.
| // disable as a custom system prompt disables the generated context | |
| // systemPrompt: process.env.SYSTEM_PROMPT, | |
| // disable as a custom system prompt disables the generated context | |
| // systemPrompt: process.env.SYSTEM_PROMPT, // Temporarily disabled until [condition/reason] |
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Actionable comments posted: 1
Outside diff range and nitpick comments (3)
questions.ts (3)
Line range hint
126-186: Review data source selection logic for clarity and redundancy.The logic to exclude other data source options if "llamacloud" is selected could be streamlined. Also, consider using constants for repeated strings like "llamacloud" to avoid typos and enhance maintainability.
- if (selectedDataSource.find((s) => s.type === "llamacloud")) { + const LLAMACLOUD = "llamacloud"; + if (selectedDataSource.some((s) => s.type === LLAMACLOUD)) {
Line range hint
574-608: Address the fall-through issue in the switch-case structure.There's a missing
breakstatement, which could lead to unintended execution flow.+ break; // Add this to prevent fall-through
Line range hint
585-592: Remove unnecessary 'else' clause.Following the static analysis suggestion, the 'else' clause can be omitted for cleaner and more efficient code.
- else { - if (program.dataSources.some((ds) => ds.type === "file")) { + if (program.dataSources.some((ds) => ds.type === "file")) {
Review details
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Review profile: CHILL
Files selected for processing (3)
- questions.ts (4 hunks)
- templates/components/vectordbs/python/llamacloud/generate.py (1 hunks)
- templates/components/vectordbs/python/llamacloud/index.py (1 hunks)
Files skipped from review as they are similar to previous changes (1)
- templates/components/vectordbs/python/llamacloud/index.py
Additional context used
Ruff
templates/components/vectordbs/python/llamacloud/generate.py
5-5: Module level import not at top of file
(E402)
6-6: Module level import not at top of file
(E402)
7-7: Module level import not at top of file
(E402)
8-8: Module level import not at top of file
(E402)
9-9: Module level import not at top of file
(E402)
Biome
questions.ts
[error] 585-592: This else clause can be omitted because previous branches break early.
Unsafe fix: Omit the else clause.
(lint/style/noUselessElse)
[error] 574-608: This case is falling through to the next case.
Add a
breakorreturnstatement to the end of this case to prevent fallthrough.(lint/suspicious/noFallthroughSwitchClause)
Additional comments not posted (3)
templates/components/vectordbs/python/llamacloud/generate.py (3)
1-9: Reorder imports to comply with PEP 8 standards.As previously noted and confirmed by static analysis, the import statements should be at the top of the file before any executable code.
Tools
Ruff
5-5: Module level import not at top of file
(E402)
6-6: Module level import not at top of file
(E402)
7-7: Module level import not at top of file
(E402)
8-8: Module level import not at top of file
(E402)
9-9: Module level import not at top of file
(E402)
16-39: Review the main function logic for clarity and robustness.The
generate_datasourcefunction is well-structured, handling environment variable retrieval, error checking, and document processing. However, consider adding more detailed logging at each step to improve traceability and debugging.+ logger.info("Retrieving environment variables") + logger.info("Validating environment variables") + logger.info("Retrieving documents")
44-45: Ensure the main guard is properly used.The
if __name__ == "__main__":guard is correctly used to allow this script to be imported without executinggenerate_datasourceimmediately. This is a best practice in Python to make modules reusable.
Summary by CodeRabbit
New Features
Improvements
llamaindexpackage versions.Bug Fixes
similarityTopKis passed to retrievers in chat engine configurations.