feat: use llamacloud pipeline for private files and generate script #226
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🦋 Changeset detectedLatest commit: 4152d2c 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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Warning Rate limit exceeded@marcusschiesser has exceeded the limit for the number of commits or files that can be reviewed per hour. Please wait 6 minutes and 36 seconds before requesting another review. How to resolve this issue?After the wait time has elapsed, a review can be triggered using the We recommend that you space out your commits to avoid hitting the rate limit. How do rate limits work?CodeRabbit enforces hourly rate limits for each developer per organization. Our paid plans have higher rate limits than the trial, open-source and free plans. In all cases, we re-allow further reviews after a brief timeout. Please see our FAQ for further information. WalkthroughThe recent updates significantly improve document handling and file uploads, enhancing both compliance and user experience. Key changes include replacing Changes
Sequence Diagram(s)sequenceDiagram
participant User
participant UploadService
participant FileService
User->>UploadService: Uploads File with filename
UploadService->>FileService: Process Upload (filename, base64)
FileService->>FileService: Upload File and Check Status (Retry)
FileService-->>UploadService: Return Processing Result
UploadService-->>User: Display Upload Result
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Actionable comments posted: 2
Review details
Configuration used: CodeRabbit UI
Review profile: CHILL
Files selected for processing (5)
- templates/components/vectordbs/python/llamacloud/query_filter.py (1 hunks)
- templates/types/streaming/fastapi/app/api/routers/upload.py (1 hunks)
- templates/types/streaming/fastapi/app/api/services/file.py (4 hunks)
- templates/types/streaming/nextjs/app/components/ui/chat/chat-input.tsx (1 hunks)
- templates/types/streaming/nextjs/app/components/ui/chat/hooks/use-file.ts (2 hunks)
Additional context used
Ruff
templates/types/streaming/fastapi/app/api/services/file.py
7-7:
typing.Dictimported but unusedRemove unused import:
typing.Dict(F401)
17-17:
llama_index.core.readers.file.base.default_file_metadata_funcimported but unusedRemove unused import:
llama_index.core.readers.file.base.default_file_metadata_func(F401)
Additional comments not posted (8)
templates/types/streaming/fastapi/app/api/routers/upload.py (1)
16-16: LGTM! Ensure compatibility with the new attribute.The addition of the
filenameattribute toFileUploadRequestand its use inupload_fileis a good enhancement.Verify that all usages of
PrivateFileService.process_fileare updated to handle the newfilenameparameter.Verification successful
Verification Successful:
process_fileUsage UpdatedThe
process_filefunction is used correctly with the newfilenameparameter inupload.py. No other usages were found, confirming compatibility with the updated function signature.
templates/types/streaming/fastapi/app/api/routers/upload.py: Usage ofprocess_filewithrequest.filenameandrequest.base64.Scripts executed
The following scripts were executed for the analysis:
Script:
#!/bin/bash # Description: Verify all usages of `process_file` to ensure compatibility with the new signature. # Test: Search for the function usage. Expect: Only occurrences of the new signature. rg --type python -A 5 $'process_file'Length of output: 67
Script:
#!/bin/bash # Description: Verify all usages of `process_file` to ensure compatibility with the new signature. # Test: Search for the function usage. Expect: Only occurrences of the new signature. rg -A 5 'process_file'Length of output: 1121
templates/components/vectordbs/python/llamacloud/query_filter.py (1)
15-15: LGTM! Compliance with LlamaCloud's policies.Changing the key from
"doc_id"to"file_id"inMetadataFilterensures compliance with LlamaCloud's restrictions.templates/types/streaming/nextjs/app/components/ui/chat/chat-input.tsx (1)
74-75: LGTM! Enhanced error handling with fallback.The introduction of a fallback to
window.alertfor file upload errors ensures that users receive feedback even ifprops.onFileErroris not provided.templates/types/streaming/nextjs/app/components/ui/chat/hooks/use-file.ts (3)
52-54: Update function signature to useFileobject.The
uploadContentfunction now accepts aFileobject instead of a base64 string, which simplifies the function interface and aligns it with the actual data being processed.
55-65: Ensure proper error handling for file reading.The
readContentfunction is used to read the file as a base64 string. Ensure that any potential errors during file reading are properly handled or logged to improve debugging.Verification successful
Proper Error Handling Implemented in
readContentFunctionThe
readContentfunction correctly handles errors by rejecting the promise with the error whenreader.onerroris triggered. This allows the calling code to handle the error appropriately. No changes are needed.Scripts executed
The following scripts were executed for the analysis:
Script:
#!/bin/bash # Description: Verify error handling in the `readContent` function. # Test: Search for error handling in `readContent`. Expect: Proper handling of `reader.onerror`. rg --type typescript -A 5 'reader.onerror'Length of output: 77
Script:
#!/bin/bash # Description: Locate the `readContent` function and check for error handling. # Find the implementation of the `readContent` function. ast-grep --lang typescript --pattern 'function readContent($_) { $$$ }' # Search for any usage of `reader.onerror` within the function to ensure error handling. rg 'reader.onerror' -A 5Length of output: 697
Line range hint
133-137:
Ensure correct integration withaddDoc.The
uploadContentfunction is used withinuploadFile. Verify that the integration withaddDoccorrectly handles the new structure of the uploaded content.Verification successful
Integration with
addDocis correctly handled.The
addDocfunction is used to handle different content types, such as "text" and "ref", with appropriate values. This suggests that the integration correctly manages the new structure of uploaded content.
addDocis called with acontentobject that includes atypeand avalue.- The
typecan be "text" or "ref", and thevalueis set accordingly.Scripts executed
The following scripts were executed for the analysis:
Script:
#!/bin/bash # Description: Verify the integration of `uploadContent` with `addDoc`. # Test: Search for `addDoc` usage. Expect: Correct handling of the new content structure. rg --type typescript -A 5 'addDoc'Length of output: 69
Script:
#!/bin/bash # Description: Verify the integration of `uploadContent` with `addDoc`. # Test: Search for `addDoc` usage in .ts files. Expect: Correct handling of the new content structure. rg 'addDoc' -t ts -A 5Length of output: 1818
templates/types/streaming/fastapi/app/api/services/file.py (2)
45-45: Clarify return type inpreprocess_base64_file.The return type of
preprocess_base64_filehas been updated for better type clarity. Ensure that the handling ofNonevalues for the extension is consistent throughout the code.
Line range hint
82-139:
Enhance error handling and retry logic inprocess_file.The
process_filemethod now includes a retry mechanism for checking the file processing status. Ensure that exceptions are logged or handled appropriately to aid in troubleshooting.
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Review details
Configuration used: CodeRabbit UI
Review profile: CHILL
Files selected for processing (5)
- templates/components/vectordbs/python/llamacloud/query_filter.py (1 hunks)
- templates/types/streaming/fastapi/app/api/routers/upload.py (1 hunks)
- templates/types/streaming/fastapi/app/api/services/file.py (4 hunks)
- templates/types/streaming/nextjs/app/components/ui/chat/chat-input.tsx (1 hunks)
- templates/types/streaming/nextjs/app/components/ui/chat/hooks/use-file.ts (2 hunks)
Files skipped from review as they are similar to previous changes (3)
- templates/components/vectordbs/python/llamacloud/query_filter.py
- templates/types/streaming/fastapi/app/api/routers/upload.py
- templates/types/streaming/nextjs/app/components/ui/chat/chat-input.tsx
Additional context used
Ruff
templates/types/streaming/fastapi/app/api/services/file.py
7-7:
typing.Dictimported but unusedRemove unused import:
typing.Dict(F401)
17-17:
llama_index.core.readers.file.base.default_file_metadata_funcimported but unusedRemove unused import:
llama_index.core.readers.file.base.default_file_metadata_func(F401)
Additional comments not posted (10)
templates/types/streaming/nextjs/app/components/ui/chat/hooks/use-file.ts (5)
Line range hint
86-100:
Function implementation is correct.The
readContentfunction is well-implemented, providing options to read file content as a URL or text.
Line range hint
102-139:
Function implementation is correct.The
uploadFilefunction correctly handles different file types, usinguploadContentfor document files.
Line range hint
24-30:
Function implementation is correct.The
addDocfunction efficiently checks for existing documents before adding a new one.
Line range hint
32-34:
Function implementation is correct.The
removeDocfunction correctly removes a document from the state by its ID.
52-67: LGTM! Verify the function usage in the codebase.The changes to
uploadContentenhance the function by encapsulating the base64 conversion and including the filename in the request. Ensure that all calls touploadContentare updated to pass aFileobject.Verification successful
Function Usage Verified
All instances of
uploadContentin the codebase have been updated to match the new function signature. No outdated calls were found.Scripts executed
The following scripts were executed for the analysis:
Script:
#!/bin/bash # Description: Verify all function calls to `uploadContent` match the new signature. # Test: Search for the function usage. Expect: Only occurrences of the new signature. rg --type typescript -A 5 $'uploadContent'Length of output: 76
Script:
#!/bin/bash # Description: Verify all function calls to `uploadContent` match the new signature. # Find all TypeScript files and search for the function usage within them. fd --extension ts --exec rg 'uploadContent' {}Length of output: 142
Script:
#!/bin/bash # Description: List all occurrences of the `uploadContent` function to verify usage. # Find all TypeScript files and list all occurrences of `uploadContent`. fd --extension ts --exec rg 'uploadContent' {}Length of output: 142
Script:
#!/bin/bash # Description: Search for any occurrences of `uploadContent` across all file types to ensure no outdated calls exist. # Search for `uploadContent` across all files in the repository. rg 'uploadContent'Length of output: 260
templates/types/streaming/fastapi/app/api/services/file.py (5)
Line range hint
45-51:
Type clarity improved.The return type of
preprocess_base64_fileis now more specific, enhancing type safety.
Line range hint
53-80:
Method implementation is correct.The
store_and_parse_filemethod correctly stores and parses files using appropriate readers.
17-17: Remove unused importdefault_file_metadata_func.The import
default_file_metadata_funcis not used in the file and should be removed to clean up the code.- from llama_index.core.readers.file.base import default_file_metadata_funcTools
Ruff
17-17:
llama_index.core.readers.file.base.default_file_metadata_funcimported but unusedRemove unused import:
llama_index.core.readers.file.base.default_file_metadata_func(F401)
7-7: Remove unused importDict.The import
Dictfromtypingis not used in the file and should be removed to clean up the code.- from typing import Dict, List, Tuple + from typing import List, TupleLikely invalid or redundant comment.
Tools
Ruff
7-7:
typing.Dictimported but unusedRemove unused import:
typing.Dict(F401)
Line range hint
82-139:
Functionality and error handling improved.The
process_filemethod now handles files with better metadata tracking and robust error handling. Ensure that all calls toprocess_fileare updated to pass bothfilenameandbase64_content.Verification successful
Functionality and error handling improved. The
process_filemethod's usage has been correctly updated to match its new signature. The call inupload.pypasses bothfilenameandbase64_contentas expected. No further updates are necessary.Scripts executed
The following scripts were executed for the analysis:
Script:
#!/bin/bash # Description: Verify all function calls to `process_file` match the new signature. # Test: Search for the function usage. Expect: Only occurrences of the new signature. rg --type python -A 5 $'process_file'Length of output: 67
Script:
#!/bin/bash # Description: Verify all function calls to `process_file` match the new signature. # Test: Search for the function usage. Expect: Only occurrences of the new signature. rg --type py -A 5 $'process_file'Length of output: 1131
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Actionable comments posted: 3
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Review profile: CHILL
Files selected for processing (5)
- templates/components/vectordbs/python/llamacloud/index.py (2 hunks)
- templates/types/streaming/fastapi/app/api/routers/chat.py (1 hunks)
- templates/types/streaming/fastapi/app/api/routers/models.py (2 hunks)
- templates/types/streaming/fastapi/app/api/services/file.py (4 hunks)
- templates/types/streaming/fastapi/app/api/services/llama_cloud.py (2 hunks)
Additional context used
Ruff
templates/types/streaming/fastapi/app/api/services/file.py
4-4:
io.BytesIOimported but unusedRemove unused import:
io.BytesIO(F401)
6-6:
timeimported but unusedRemove unused import:
time(F401)
7-7:
typing.Dictimported but unusedRemove unused import:
typing.Dict(F401)
17-17:
llama_index.core.readers.file.base.default_file_metadata_funcimported but unusedRemove unused import:
llama_index.core.readers.file.base.default_file_metadata_func(F401)
Additional comments not posted (13)
templates/components/vectordbs/python/llamacloud/index.py (2)
38-38: Trailing comma improves readability.The addition of a trailing comma in the parameters list is a good practice for maintaining readability and simplifying future modifications.
11-15: Verify environment variable setup.Ensure that the environment variables
LLAMA_CLOUD_API_KEYandLLAMA_CLOUD_BASE_URLare correctly set in the deployment environment to avoid runtime errors.templates/types/streaming/fastapi/app/api/routers/chat.py (1)
34-34: Verify method name change.Ensure that
LLamaCloudFileService.download_pipeline_fileis correctly implemented and that all references to the old method name have been updated.Verification successful
Method name change verified.
The method
LLamaCloudFileService.download_pipeline_fileis correctly implemented inllama_cloud.py. The change in the codebase is consistent with the implementation.
- Implementation found in:
templates/types/streaming/fastapi/app/api/services/llama_cloud.pyScripts executed
The following scripts were executed for the analysis:
Script:
#!/bin/bash # Description: Verify the implementation of the new method name. # Test: Search for the method implementation. Expect: Only occurrences of the new method name. rg --type python -A 5 $'def download_pipeline_file'Length of output: 83
Script:
#!/bin/bash # Description: Verify the implementation of the new method name. # Test: Search for the method implementation. Expect: Only occurrences of the new method name. rg -A 5 $'def download_pipeline_file'Length of output: 584
templates/types/streaming/fastapi/app/api/services/file.py (4)
Line range hint
47-51: Improved type clarity with updated return type.Updating the return type to
Tuple[bytes, str | None]enhances type clarity and is a beneficial change.
7-7: Remove unused importDict.The import
Dictfromtypingis not used in the file and should be removed to clean up the code.Tools
Ruff
7-7:
typing.Dictimported but unusedRemove unused import:
typing.Dict(F401)
17-17: Remove unused importdefault_file_metadata_func.The import
default_file_metadata_funcis not used in the file and should be removed to clean up the code.Tools
Ruff
17-17:
llama_index.core.readers.file.base.default_file_metadata_funcimported but unusedRemove unused import:
llama_index.core.readers.file.base.default_file_metadata_func(F401)
Line range hint
84-116: Verify new method signature usage.Ensure that all calls to
process_fileuse the updated signature withfile_nameandbase64_content.Verification successful
All calls to
process_fileuse the updated signature.The search results confirm that the
process_filemethod is called with the new parametersfile_nameandbase64_contentin the codebase.
templates/types/streaming/fastapi/app/api/routers/upload.py: The call toprocess_fileusesrequest.filenameandrequest.base64, which aligns with the updated method signature.Scripts executed
The following scripts were executed for the analysis:
Script:
#!/bin/bash # Description: Verify usage of the updated method signature. # Test: Search for calls to `process_file`. Expect: All calls use the new signature. rg --type python -A 5 $'process_file'Length of output: 67
Script:
#!/bin/bash # Description: Verify usage of the updated method signature. # Test: Search for calls to `process_file`. Expect: All calls use the new signature. rg --type py -A 5 $'process_file'Length of output: 1174
templates/types/streaming/fastapi/app/api/services/llama_cloud.py (4)
Line range hint
22-37:
LGTM!The method efficiently retrieves projects and pipelines, returning a structured list. The use of exception handling for error logging is appropriate.
79-107: LGTM!The method correctly handles file downloading with appropriate checks and error handling.
111-112: LGTM!The method correctly formats the file name using the provided template.
119-129: LGTM!The method efficiently handles file downloading with proper logging and error handling.
templates/types/streaming/fastapi/app/api/routers/models.py (2)
196-197: LGTM!The function simplifies URL construction logic, maintaining clarity and correctness.
222-225: LGTM!The function effectively simplifies the logic by focusing on files with a valid
pipeline_id.
templates/types/streaming/fastapi/app/api/services/llama_cloud.py
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Review details
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Files selected for processing (3)
- templates/types/streaming/fastapi/app/api/routers/upload.py (2 hunks)
- templates/types/streaming/fastapi/app/api/services/file.py (4 hunks)
- templates/types/streaming/nextjs/app/components/chat-section.tsx (1 hunks)
Files skipped from review as they are similar to previous changes (1)
- templates/types/streaming/fastapi/app/api/routers/upload.py
Additional context used
Ruff
templates/types/streaming/fastapi/app/api/services/file.py
4-4:
io.BytesIOimported but unusedRemove unused import:
io.BytesIO(F401)
6-6:
timeimported but unusedRemove unused import:
time(F401)
7-7:
typing.Dictimported but unusedRemove unused import:
typing.Dict(F401)
17-17:
llama_index.core.readers.file.base.default_file_metadata_funcimported but unusedRemove unused import:
llama_index.core.readers.file.base.default_file_metadata_func(F401)
Additional comments not posted (4)
templates/types/streaming/nextjs/app/components/chat-section.tsx (1)
51-51: EnsurerequestParamsis utilized correctly.The addition of
requestParamsextends the component's functionality. Verify that this prop is used appropriately within theChatInputcomponent and that any dependent logic is updated accordingly.Verification successful
requestParamsis utilized correctly inChatInput.The
requestParamsprop is correctly defined and used within theChatInputcomponent, specifically in theuploadFilefunction. No issues were found regarding its usage.
templates/types/streaming/nextjs/app/components/chat-section.tsx:requestParamsis passed toChatInput.templates/components/ui/html/chat/chat-input.tsx:requestParamsis used in theuploadFilefunction.Scripts executed
The following scripts were executed for the analysis:
Script:
#!/bin/bash # Description: Verify the usage of `requestParams` in the `ChatInput` component. # Test: Search for the usage of `requestParams` in the `ChatInput` component. rg --type tsx -A 10 'ChatInput' | rg 'requestParams'Length of output: 78
Script:
#!/bin/bash # Description: Verify the usage of `requestParams` in the `ChatInput` component. # Search for the definition or usage of the `ChatInput` component. rg 'ChatInput' -A 20 # Search specifically for the usage of `requestParams` within the codebase. rg 'requestParams'Length of output: 11723
templates/types/streaming/fastapi/app/api/services/file.py (3)
4-4: Remove unused imports.The following imports are unused and can be removed to clean up the code:
BytesIOtimeDictdefault_file_metadata_func- from io import BytesIO - import time - from typing import Dict, List, Tuple + from typing import List, Tuple - from llama_index.core.readers.file.base import default_file_metadata_funcAlso applies to: 6-6, 7-7, 17-17
Tools
Ruff
4-4:
io.BytesIOimported but unusedRemove unused import:
io.BytesIO(F401)
47-47: Update return type for clarity.The return type of
preprocess_base64_filehas been updated toTuple[bytes, str | None], which enhances type clarity and better communicates the expected output.
Line range hint
84-115:
Review changes inprocess_filemethod.The
process_filemethod has been significantly refactored to improve file handling logic. Ensure that:
- The new parameters (
file_name,params) are correctly utilized.- The logic for handling
LlamaCloudIndexand non-managed indices is properly separated and functions as intended.- Error handling and file processing are robust and align with the new pipeline integration.
Consider adding unit tests to cover these changes if not already present.
Verification successful
Verification Successful:
process_fileMethod Logic and UsageThe
process_filemethod correctly utilizes the new parameters and separates logic for handlingLlamaCloudIndexand non-managed indices. The integration withget_indexandPrivateFileServicemethods aligns with the intended functionality, and error handling is robust.
- The
LlamaCloudIndexis used appropriately for managed index handling.- The
get_indexfunction retrieves and loads the index as expected.- The
PrivateFileServicemethods are correctly employed for file preprocessing.No further issues were identified.
Scripts executed
The following scripts were executed for the analysis:
Script:
#!/bin/bash # Description: Verify the usage and integration of the `process_file` method. # Test: Search for the usage of `process_file` to ensure it matches the new signature. rg --type py -A 5 'process_file'Length of output: 1167
Script:
#!/bin/bash # Description: Verify the implementation of LlamaCloudIndex, get_index, and PrivateFileService methods used in process_file. # Search for the definition of LlamaCloudIndex to understand its implementation. rg --type py 'class LlamaCloudIndex' # Search for the definition of get_index to understand its implementation. rg --type py 'def get_index' # Search for the definition of PrivateFileService to understand its methods. rg --type py 'class PrivateFileService'Length of output: 444
Script:
#!/bin/bash # Description: Verify references to LlamaCloudIndex and examine get_index and PrivateFileService implementations. # Search for references to LlamaCloudIndex to understand its role and usage. rg --type py 'LlamaCloudIndex' # Examine the implementation of get_index in the relevant file. rg --type py -A 10 'def get_index' templates/types/streaming/fastapi/app/engine/index.py # Examine the methods of PrivateFileService to ensure they align with process_file logic. rg --type py -A 10 'class PrivateFileService' templates/types/streaming/fastapi/app/api/services/file.pyLength of output: 1889
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Outside diff range, codebase verification and nitpick comments (3)
templates/types/streaming/express/src/controllers/chat-upload.controller.ts (2)
6-6: Consider specifying a more precise type forparams.Using
anyforparamsreduces type safety and can lead to runtime errors. Consider defining a specific type or interface forparamsto improve maintainability and error checking.
12-12: Enhance Error Handling forgetDataSourceImplementationsWhile
checkRequiredEnvVarsensures necessary environment variables are set, additional error handling for theparamsargument is advisable across allgetDataSourceimplementations, except forllamacloud, which already includes such checks. This enhancement will prevent potential runtime issues due to incorrect or unexpectedparams.
- Files to Review:
templates/components/vectordbs/typescript/weaviate/index.tstemplates/components/vectordbs/typescript/qdrant/index.tstemplates/components/vectordbs/typescript/milvus/index.tstemplates/components/vectordbs/typescript/pinecone/index.tstemplates/components/vectordbs/typescript/pg/index.tstemplates/components/vectordbs/typescript/chroma/index.tstemplates/components/vectordbs/typescript/astra/index.tstemplates/components/vectordbs/typescript/mongo/index.tsAnalysis chain
Verify error handling for
getDataSource.Ensure that
getDataSourcecan handle cases whereparamsmight lead to unexpected behavior or errors. Proper error handling will prevent potential runtime issues.Scripts executed
The following scripts were executed for the analysis:
Script:
#!/bin/bash # Description: Verify error handling in `getDataSource` when `params` is provided. # Test: Search for `getDataSource` implementation and check for error handling. ast-grep --lang typescript --pattern $'function getDataSource($_) { $$$ }'Length of output: 9494
Script:
#!/bin/bash # Description: Search for the implementation of `checkRequiredEnvVars` to verify its error handling capabilities. # Find the implementation of `checkRequiredEnvVars`. ast-grep --lang typescript --pattern $'function checkRequiredEnvVars() { $$$ }'Length of output: 11413
templates/types/streaming/nextjs/app/api/chat/upload/route.ts (1)
13-14: Consider specifying a more precise type forparams.Using
anyforparamsreduces type safety and can lead to runtime errors. Consider defining a specific type or interface forparamsto improve maintainability and error checking.
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Files selected for processing (2)
- templates/types/streaming/express/src/controllers/chat-upload.controller.ts (1 hunks)
- templates/types/streaming/nextjs/app/api/chat/upload/route.ts (1 hunks)
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templates/types/streaming/nextjs/app/api/chat/upload/route.ts (1)
21-21: Verify error handling forgetDataSource.Ensure that
getDataSourcecan handle cases whereparamsmight lead to unexpected behavior or errors. Proper error handling will prevent potential runtime issues.
templates/types/streaming/fastapi/app/api/services/llama_cloud.py
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- .changeset/plenty-beers-cheer.md (1 hunks)
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.changeset/plenty-beers-cheer.md (1)
1-5: Changeset is well-structured and clear.The changeset file is correctly formatted, and the description provides a concise summary of the changes related to the LlamaCloud pipeline integration.
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Files selected for processing (2)
- templates/types/streaming/fastapi/app/api/routers/chat.py (3 hunks)
- templates/types/streaming/fastapi/app/api/routers/chat_config.py (2 hunks)
Files skipped from review as they are similar to previous changes (1)
- templates/types/streaming/fastapi/app/api/routers/chat.py
Additional comments not posted (1)
templates/types/streaming/fastapi/app/api/routers/chat_config.py (1)
19-22: Conditional import logic is well-implemented.The conditional check for
LLAMA_CLOUD_API_KEYbefore importingLLamaCloudFileServiceensures that the service is only available when the necessary configuration is present, enhancing security and robustness.
templates/types/streaming/fastapi/app/api/routers/chat_config.py
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Files selected for processing (3)
- templates/components/sample-projects/llamapack/pyproject.toml (1 hunks)
- templates/types/extractor/fastapi/pyproject.toml (1 hunks)
- templates/types/streaming/fastapi/pyproject.toml (1 hunks)
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templates/components/sample-projects/llamapack/pyproject.toml (1)
9-9: Broadened Python version compatibility.The Python version constraint has been updated to
^3.11,<4.0, allowing for future Python 3.x releases while excluding Python 4.x. This is a good practice to ensure compatibility with upcoming minor updates.templates/types/extractor/fastapi/pyproject.toml (1)
12-12: Broadened Python version compatibility.The Python version constraint has been updated to
^3.11,<4.0, allowing for future Python 3.x releases while excluding Python 4.x. This ensures the project remains compatible with upcoming minor updates.templates/types/streaming/fastapi/pyproject.toml (1)
12-12: Broadened Python version compatibility.The Python version constraint has been updated to
^3.11,<4.0, allowing for future Python 3.x releases while excluding Python 4.x. This is a consistent approach across the project to maintain compatibility with upcoming minor updates.
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Files selected for processing (5)
- helpers/index.ts (1 hunks)
- helpers/python.ts (1 hunks)
- templates/components/vectordbs/python/llamacloud/generate.py (1 hunks)
- templates/types/streaming/fastapi/app/api/services/file.py (4 hunks)
- templates/types/streaming/fastapi/app/api/services/llama_cloud.py (2 hunks)
Additional context used
Ruff
templates/types/streaming/fastapi/app/api/services/file.py
6-6:
timeimported but unusedRemove unused import:
time(F401)
7-7:
typing.Dictimported but unusedRemove unused import:
typing.Dict(F401)
17-17:
llama_index.core.readers.file.base.default_file_metadata_funcimported but unusedRemove unused import:
llama_index.core.readers.file.base.default_file_metadata_func(F401)
Additional comments not posted (17)
templates/components/vectordbs/python/llamacloud/generate.py (5)
29-41: Verify file addition to the pipeline.Ensure that files are correctly added to the LlamaCloud pipeline with the appropriate metadata.
Verification successful
File Addition to Pipeline Verified
The
LLamaCloudFileService.add_file_to_pipelinemethod is implemented in thellama_cloud.pyfile. It correctly handles file uploads to the pipeline, including setting custom metadata. The method uses a client to upload files and associates them with the specified pipeline, confirming that it functions as intended for adding files to the pipeline.
- File:
templates/types/streaming/fastapi/app/api/services/llama_cloud.py- Lines: 43-73
Scripts executed
The following scripts were executed for the analysis:
Script:
#!/bin/bash # Description: Verify file addition to the pipeline using `LLamaCloudFileService`. # Test: Search for the method implementation. Expect: Correct file addition with expected metadata. ast-grep --lang python --pattern $'def add_file_to_pipeline($_, $_, $_) { $$$ }'Length of output: 552
Script:
#!/bin/bash # Description: Verify file addition to the pipeline using `LLamaCloudFileService`. # Test: Search for the method implementation with a corrected pattern. Expect: Correct file addition with expected metadata. ast-grep --lang python --pattern $'def add_file_to_pipeline($_, $_, $_):\n $$$'Length of output: 82
Script:
#!/bin/bash # Description: Search for the LLamaCloudFileService class or module to verify file addition. # Search for the LLamaCloudFileService definition to inspect its methods. ast-grep --lang python --pattern $'class LLamaCloudFileService:\n $$$'Length of output: 12111
18-19: Confirm the pipeline ID retrieval logic.The
_get_pipeline_id()method is used to retrieve the pipeline ID. Ensure that this method is correctly implemented and returns the expected ID.
3-3: Verify the usage ofget_index.Ensure that the
get_indexfunction is correctly implemented and returns the expected index object.Verification successful
The
get_indexfunction is correctly implemented.The
get_indexfunction inindex.pyis correctly defined and returns an index object as expected. It usesVectorStoreIndex.from_vector_store(store)to load and return the index. No issues were found with its implementation.
- Location:
templates/types/streaming/fastapi/app/engine/index.pyScripts executed
The following scripts were executed for the analysis:
Script:
#!/bin/bash # Description: Verify the implementation of `get_index`. # Test: Search for the function definition. Expect: Correct implementation with expected return type. ast-grep --lang python --pattern $'def get_index() { $$$ }'Length of output: 510
Script:
#!/bin/bash # Description: Correctly search for the function definition of `get_index`. # Corrected Test: Search for the function definition of `get_index`. ast-grep --lang python --pattern 'def get_index():'Length of output: 53
Script:
#!/bin/bash # Description: Search for all function definitions in the app.engine.index module to locate `get_index`. # Find the file containing the module. index_file=$(fd index.py | grep 'app/engine') # Search for all function definitions in the identified file. if [ -n "$index_file" ]; then ast-grep --lang python --pattern 'def $_()' "$index_file" else echo "index.py not found in app/engine" fiLength of output: 612
Script:
#!/bin/bash # Description: Output the contents of index.py to manually inspect for functions. # Output the contents of the identified index.py file. cat templates/types/streaming/fastapi/app/engine/index.pyLength of output: 639
22-26: Review the use ofSimpleDirectoryReader.The
SimpleDirectoryReaderis used to retrieve files from the directory. Ensure that it is correctly configured and the directory path is valid.Verification successful
Ensure the "data" directory exists and is populated.
The
SimpleDirectoryReaderis configured to read from the "data" directory, which is a standard part of the setup as indicated by the documentation. Ensure that this directory exists and contains the necessary files before running the script.
- Verify that the "data" directory is created and populated as per the setup instructions in the README or other documentation.
Scripts executed
The following scripts were executed for the analysis:
Script:
#!/bin/bash # Description: Verify the configuration of `SimpleDirectoryReader`. # Test: Search for the class definition and usage. Expect: Correct configuration with valid directory path. ast-grep --lang python --pattern $'class SimpleDirectoryReader { $$$ }'Length of output: 534
Script:
#!/bin/bash # Search for the definition and usage of SimpleDirectoryReader in the codebase rg 'SimpleDirectoryReader' -A 5Length of output: 4499
Script:
#!/bin/bash # Search for mentions of the "data" directory in the codebase to verify its setup or existence rg 'data' -A 3Length of output: 143178
8-9: Ensure correct integration withLLamaCloudFileService.Verify that
LLamaCloudFileServiceis correctly implemented and integrated with the pipeline.templates/types/streaming/fastapi/app/api/services/file.py (6)
6-6: Remove unused importtime.The import
timeis not used in the file and should be removed to clean up the code.Tools
Ruff
6-6:
timeimported but unusedRemove unused import:
time(F401)
7-7: Remove unused importDict.The import
Dictfromtypingis not used in the file and should be removed to clean up the code.Tools
Ruff
7-7:
typing.Dictimported but unusedRemove unused import:
typing.Dict(F401)
17-17: Remove unused importdefault_file_metadata_func.The import
default_file_metadata_funcis not used in the file and should be removed to clean up the code.Tools
Ruff
17-17:
llama_index.core.readers.file.base.default_file_metadata_funcimported but unusedRemove unused import:
llama_index.core.readers.file.base.default_file_metadata_func(F401)
47-47: Update return type annotation forpreprocess_base64_file.The return type annotation has been updated to
Tuple[bytes, str | None], which improves type clarity. Ensure that this change is consistent with the method's logic.
84-84: Update method signature forprocess_file.The method signature has been updated to accept
file_name,base64_content, andparams. Ensure that all usages of this method are updated accordingly.Verification successful
Method signature for
process_fileis correctly updated.The usage of
process_fileinupload.pymatches the updated method signature with three parameters:file_name,base64_content, andparams. No further changes are necessary.
- File:
templates/types/streaming/fastapi/app/api/routers/upload.pyScripts executed
The following scripts were executed for the analysis:
Script:
#!/bin/bash # Description: Verify all usages of `process_file` are updated to match the new signature. # Test: Search for method calls. Expect: All calls use the new signature. rg --type python -A 2 $'process_file('Length of output: 116
Script:
#!/bin/bash # Description: Verify all usages of `process_file` are updated to match the new signature. # Corrected Test: Search for method calls. Expect: All calls use the new signature. rg --type python 'process_file(' -A 2Length of output: 116
Script:
#!/bin/bash # Description: Verify all usages of `process_file` are updated to match the new signature. # Alternative Test: Use a different approach to search for method calls. grep -r 'process_file(' --include='*.py' .Length of output: 349
92-103: Review file upload logic forLlamaCloudIndex.The logic for uploading files to
LlamaCloudIndexhas been updated. Ensure that this logic is correctly implemented and handles errors appropriately.templates/types/streaming/fastapi/app/api/services/llama_cloud.py (4)
11-11: Consider movingget_clienttoLLamaCloudFileService.The
get_clientfunction is currently imported fromapp.engine.index. Consider moving it toLLamaCloudFileServiceto avoid dependencies that may cause issues.
43-73: Review file addition logic to pipeline.The logic for adding files to a pipeline has been updated. Ensure that this logic is correctly implemented and handles errors and retries appropriately.
Verification successful
Logic for Adding Files to Pipeline is Correctly Implemented
The
add_file_to_pipelinemethod inllama_cloud.pycorrectly implements the logic for uploading files, adding them to a pipeline, and handling errors and retries appropriately. The method includes a retry mechanism to check the file processing status, ensuring robustness.
- File:
templates/types/streaming/fastapi/app/api/services/llama_cloud.pyScripts executed
The following scripts were executed for the analysis:
Script:
#!/bin/bash # Description: Verify the logic for adding files to a pipeline using `LLamaCloudFileService`. # Test: Search for the method implementation. Expect: Correct logic with error handling and retries. ast-grep --lang python --pattern $'def add_file_to_pipeline($_, $_, $_) { $$$ }'Length of output: 552
Script:
#!/bin/bash # Description: Corrected search for the method implementation of `add_file_to_pipeline`. # Test: Search for the method implementation. Expect: Correct logic with error handling and retries. ast-grep --lang python --pattern $'def add_file_to_pipeline(cls, pipeline_id, upload_file, custom_metadata) { $$$ }'Length of output: 624
Script:
#!/bin/bash # Description: Use rg to search for the `add_file_to_pipeline` function definition. # Test: Search for the function definition. Expect: Correct logic with error handling and retries. rg 'def add_file_to_pipeline' --glob '*.py' -A 20Length of output: 2236
76-104: Review file download logic.The logic for downloading files from a pipeline has been updated. Ensure that this logic is correctly implemented and handles errors appropriately.
Verification successful
Review file download logic implementation
The
download_pipeline_filemethod inllama_cloud.pyappears to be implemented correctly. It checks if the file already exists, handles file downloading, and includes error handling. The method uses a client to list files and download the specified file, logging actions and errors appropriately.
- File Existence Check: Verifies if the file already exists locally before downloading.
- Error Handling: Uses try-except blocks to manage exceptions during the download process.
- Logging: Logs relevant information for debugging and tracking.
No issues were found with the current implementation.
Scripts executed
The following scripts were executed for the analysis:
Script:
#!/bin/bash # Description: Verify the logic for downloading files from a pipeline using `LLamaCloudFileService`. # Test: Search for the method implementation. Expect: Correct logic with error handling. ast-grep --lang python --pattern $'def download_pipeline_file($_, $_, $_) { $$$ }'Length of output: 556
Script:
#!/bin/bash # Description: Verify the logic for downloading files from a pipeline using `LLamaCloudFileService`. # Test: Search for the method implementation with correct pattern syntax. Expect: Correct logic with error handling. ast-grep --lang python --pattern $'def download_pipeline_file(cls, file, force_download=False):\n $$$\n'Length of output: 106
Script:
#!/bin/bash # Description: Search for the class `LLamaCloudFileService` and methods related to downloading files. # Find the class `LLamaCloudFileService` to confirm its existence. ast-grep --lang python --pattern 'class LLamaCloudFileService:\n $$$\n' # Search for any method in the class that involves downloading files. ast-grep --lang python --pattern 'class LLamaCloudFileService:\n $$$\n def $_($_):\n $$$\n # Check for download related logic\n if $_.startswith("download"):\n $$$\n'Length of output: 1220
Script:
#!/bin/bash # Description: Search for any method with "download" in its name across all Python files. # Search for methods with "download" in their name. rg --glob '*.py' --pcre2 --multiline --multiline-dotall 'def\s+download\w*\s*\(.*\):' -A 10Length of output: 5703
24-34: Review project and pipeline retrieval logic.The logic for retrieving projects and pipelines has been updated to use a client. Ensure that this logic is correctly implemented and handles errors appropriately.
Verification successful
Project and pipeline retrieval logic is correctly implemented with basic error handling.
The method
get_all_projects_with_pipelinesuses atryblock to handle potential errors during the retrieval of projects and pipelines. If an exception occurs, it logs the error and returns an empty list, ensuring stability in case of failures.
- The method is defined in
LLamaCloudFileServiceand includes appropriate error logging.Scripts executed
The following scripts were executed for the analysis:
Script:
#!/bin/bash # Description: Verify the logic for retrieving projects and pipelines using the client. # Test: Search for the method implementation. Expect: Correct logic with error handling. ast-grep --lang python --pattern $'def get_all_projects_with_pipelines($_) { $$$ }'Length of output: 558
Script:
#!/bin/bash # Search for the implementation of get_client function ast-grep --lang python --pattern 'def get_client($_) { $$$ }' # Search for the usage of list_projects method rg --context 5 'list_projects\(' # Search for the usage of search_pipelines method rg --context 5 'search_pipelines\('Length of output: 2821
Script:
#!/bin/bash # Search for the complete implementation of get_all_projects_with_pipelines to verify error handling rg --context 10 'def get_all_projects_with_pipelines'Length of output: 2071
Script:
#!/bin/bash # Extend the search to capture more lines after the try block to see if there is any except block or logging rg --context 20 'def get_all_projects_with_pipelines'Length of output: 3993
helpers/index.ts (1)
145-152: Conditional check for LlamaCloud loaders is appropriate.The conditional check for
props.vectorDb !== "llamacloud"ensures that thewriteLoadersConfigfunction is only called when necessary, which is efficient and contextually appropriate.helpers/python.ts (1)
353-360: Conditional check for LlamaCloud loaders is appropriate.The conditional check for
vectorDb !== "llamacloud"ensures that the copying of loaders is only performed when necessary, optimizing the installation process for LlamaCloud.
templates/types/streaming/fastapi/app/api/services/llama_cloud.py
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Actionable comments posted: 1
Outside diff range, codebase verification and nitpick comments (2)
templates/components/vectordbs/python/llamacloud/service.py (2)
39-58: Consider more granular error handling.The current exception handling is broad. Consider catching specific exceptions to provide more detailed error information and improve debugging.
94-123: Enhance exception message for clarity.The exception message "No files found in LlamaCloud" could be more descriptive, such as including the pipeline ID to aid debugging.
raise Exception(f"No files found in LlamaCloud for pipeline {pipeline_id}")
Review details
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Review profile: CHILL
Files selected for processing (6)
- templates/components/vectordbs/python/llamacloud/generate.py (1 hunks)
- templates/components/vectordbs/python/llamacloud/service.py (1 hunks)
- templates/types/streaming/fastapi/app/api/routers/chat.py (3 hunks)
- templates/types/streaming/fastapi/app/api/routers/chat_config.py (2 hunks)
- templates/types/streaming/fastapi/app/api/routers/models.py (3 hunks)
- templates/types/streaming/fastapi/app/api/services/file.py (4 hunks)
Files skipped from review as they are similar to previous changes (2)
- templates/components/vectordbs/python/llamacloud/generate.py
- templates/types/streaming/fastapi/app/api/routers/chat_config.py
Additional context used
Ruff
templates/types/streaming/fastapi/app/api/services/file.py
6-6:
timeimported but unusedRemove unused import:
time(F401)
7-7:
typing.Dictimported but unusedRemove unused import:
typing.Dict(F401)
17-17:
llama_index.core.readers.file.base.default_file_metadata_funcimported but unusedRemove unused import:
llama_index.core.readers.file.base.default_file_metadata_func(F401)
Additional comments not posted (10)
templates/types/streaming/fastapi/app/api/routers/chat.py (1)
74-85: LGTM! Verify the integration ofdownload_files_from_nodes.The restructuring of
process_response_nodesusingLLamaCloudFileService.download_files_from_nodesis a positive change, simplifying the logic. Ensure that the new method is correctly integrated and tested.To confirm the integration, verify the definition and usage of
download_files_from_nodesin the codebase.Verification successful
Integration of
download_files_from_nodesVerifiedThe method
download_files_from_nodesis correctly defined and integrated within the codebase, ensuring the functionality ofprocess_response_nodesis maintained. The method is located in the file:
templates/components/vectordbs/python/llamacloud/service.pyThis confirms the integration is as expected.
Scripts executed
The following scripts were executed for the analysis:
Script:
#!/bin/bash # Description: Verify the definition and usage of `download_files_from_nodes`. # Test: Search for the definition and usage of `download_files_from_nodes`. Expect: Correct implementation and usage. ast-grep --lang python --pattern $'class LLamaCloudFileService {\n $$$\n def download_files_from_nodes($_, $_):\n $$$\n $$$\n}'Length of output: 644
Script:
#!/bin/bash # Description: Correctly verify the definition of `download_files_from_nodes` in LLamaCloudFileService. # Search for the definition of `download_files_from_nodes` method within `LLamaCloudFileService` class. ast-grep --lang python --pattern $'class LLamaCloudFileService:\n $$$\n def download_files_from_nodes($_, $_):\n $$$\n $$$\n'Length of output: 127
Script:
#!/bin/bash # Description: Search for any occurrences of `download_files_from_nodes` in the codebase. # Use ripgrep to find all occurrences of `download_files_from_nodes`. rg 'def download_files_from_nodes' --glob '*.py' -A 3Length of output: 462
templates/types/streaming/fastapi/app/api/services/file.py (2)
Line range hint
45-51:
Improved type clarity inpreprocess_base64_file.The update to the return type of
preprocess_base64_fileenhances type clarity. Ensure that the method's usage aligns with this change.
Line range hint
82-121:
Enhanced file handling inprocess_file.The updated logic in
process_fileeffectively separates the handling of managed and non-managed indices, improving clarity and robustness. Ensure that theadd_file_to_pipelinemethod is correctly integrated.To confirm the integration, verify the definition and usage of
add_file_to_pipelinein the codebase.Verification successful
Integration of
add_file_to_pipelineis correct.The method
add_file_to_pipelineis correctly defined and used in the codebase. Its definition is found intemplates/components/vectordbs/python/llamacloud/service.py, and it is used in bothtemplates/types/streaming/fastapi/app/api/services/file.pyandtemplates/components/vectordbs/python/llamacloud/generate.py. This confirms that the integration is as intended.
- Definition:
templates/components/vectordbs/python/llamacloud/service.py- Usage:
templates/types/streaming/fastapi/app/api/services/file.pytemplates/components/vectordbs/python/llamacloud/generate.pyScripts executed
The following scripts were executed for the analysis:
Script:
#!/bin/bash # Description: Verify the definition and usage of `add_file_to_pipeline`. # Test: Search for the definition and usage of `add_file_to_pipeline`. Expect: Correct implementation and usage. ast-grep --lang python --pattern $'class LLamaCloudFileService {\n $$$\n def add_file_to_pipeline($_, $_, $_):\n $$$\n $$$\n}'Length of output: 642
Script:
#!/bin/bash # Description: Verify the definition and usage of `add_file_to_pipeline`. # Test: Search for the definition of `add_file_to_pipeline` in the codebase. ast-grep --lang python --pattern $'def add_file_to_pipeline($_, $_, $_):\n $$$\n' # Test: Search for usages of `add_file_to_pipeline` in the codebase. rg 'add_file_to_pipeline'Length of output: 435
templates/types/streaming/fastapi/app/api/routers/models.py (1)
181-182: Simplified logic inget_url_from_metadata.The changes to
get_url_from_metadataenhance clarity by focusing onpipeline_id. Ensure that this logic aligns with the updated approach to file handling.templates/components/vectordbs/python/llamacloud/service.py (6)
20-32: LGTM!The
LlamaCloudFileclass is well-implemented, with appropriate methods for equality and hashing.
125-134: LGTM!The method effectively schedules file downloads using FastAPI's background tasks.
137-151: LGTM!The method efficiently extracts and deduplicates file information from nodes.
153-155: LGTM!The method correctly formats the filename using the provided template.
157-159: LGTM!The method correctly constructs the file path by joining the directory path with the formatted filename.
161-172: LGTM!The method is well-implemented, handling directory creation and file download effectively.
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Files selected for processing (1)
- templates/types/streaming/fastapi/app/api/routers/chat_config.py (2 hunks)
Files skipped from review as they are similar to previous changes (1)
- templates/types/streaming/fastapi/app/api/routers/chat_config.py
marcusschiesser
changed the title
Summary by CodeRabbit
New Features
Bug Fixes
Refactor
Fileobject usage for uploads, improving efficiency and clarity.