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feat: Add llama-agent template #150
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🦋 Changeset detectedLatest commit: e5faddb 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 new functionalities for a FastAPI application that leverages multiple AI models by integrating initialization functions for various model providers, settings configurations, utility functions, and server launchers. It particularly focuses on setting up a robust system for managing model configurations using environment variables, handling message queues, and initializing agents for querying and task management. This update also includes a README template, dependency updates, and conditional logic for setting up project environments. Changes
Poem
Tip AI model upgrade
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Actionable comments posted: 26
Review details
Configuration used: CodeRabbit UI
Review profile: CHILL
Files ignored due to path filters (1)
templates/types/multi-agents/fastapi/data/101.pdfis excluded by!**/*.pdf
Files selected for processing (21)
- .changeset/shy-horses-think.md (1 hunks)
- create-app.ts (1 hunks)
- helpers/copy.ts (1 hunks)
- helpers/index.ts (2 hunks)
- helpers/multi-agents.ts (1 hunks)
- helpers/types.ts (1 hunks)
- questions.ts (3 hunks)
- templates/types/multi-agents/fastapi/README-template.md (1 hunks)
- templates/types/multi-agents/fastapi/app/agents/dummy/agent.py (1 hunks)
- templates/types/multi-agents/fastapi/app/agents/query_engine/agent.py (1 hunks)
- templates/types/multi-agents/fastapi/app/agents/query_engine/engine/generate.py (1 hunks)
- templates/types/multi-agents/fastapi/app/agents/query_engine/engine/index.py (1 hunks)
- templates/types/multi-agents/fastapi/app/agents/query_engine/engine/loader.py (1 hunks)
- templates/types/multi-agents/fastapi/app/core/control_plane.py (1 hunks)
- templates/types/multi-agents/fastapi/app/core/message_queue.py (1 hunks)
- templates/types/multi-agents/fastapi/app/core/task_result.py (1 hunks)
- templates/types/multi-agents/fastapi/app/settings.py (1 hunks)
- templates/types/multi-agents/fastapi/app/utils.py (1 hunks)
- templates/types/multi-agents/fastapi/env.example (1 hunks)
- templates/types/multi-agents/fastapi/main.py (1 hunks)
- templates/types/multi-agents/fastapi/pyproject.toml (1 hunks)
Files skipped from review due to trivial changes (3)
- .changeset/shy-horses-think.md
- questions.ts
- templates/types/multi-agents/fastapi/env.example
Additional context used
Ruff
templates/types/multi-agents/fastapi/app/core/control_plane.py
1-1:
asyncioimported but unusedRemove unused import:
asyncio(F401)
3-3:
llama_agents.SimpleMessageQueueimported but unusedRemove unused import:
llama_agents.SimpleMessageQueue(F401)
templates/types/multi-agents/fastapi/main.py
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)
10-10: Module level import not at top of file
(E402)
11-11: Module level import not at top of file
(E402)
12-12: Module level import not at top of file
(E402)
templates/types/multi-agents/fastapi/app/agents/query_engine/engine/generate.py
5-5: Module level import not at top of file
(E402)
6-6: Module level import not at top of file
(E402)
7-9: Module level import not at top of file
(E402)
10-10: Module level import not at top of file
(E402)
11-11: Module level import not at top of file
(E402)
templates/types/multi-agents/fastapi/app/agents/dummy/agent.py
1-1:
osimported but unusedRemove unused import:
os(F401)
templates/types/multi-agents/fastapi/app/agents/query_engine/engine/loader.py
53-53: Multiple imports on one line
Split imports
(E401)
templates/types/multi-agents/fastapi/app/core/task_result.py
2-2:
asyncioimported but unusedRemove unused import:
asyncio(F401)
7-7:
llama_agents.SimpleMessageQueueimported but unusedRemove unused import:
llama_agents.SimpleMessageQueue(F401)
LanguageTool
templates/types/multi-agents/fastapi/README-template.md
[grammar] ~22-~22: There seems to be an unnecessary article here. Did you mean to write ‘all the’?
Context: ...ell poetry run generateThird, run the all the services in one command:shell poet...(DT_PDT)
[uncategorized] ~38-~38: You might be missing the article “the” here.
Context: ...- Human consumer (port 8002): To handle result when the task is completed. - Agent ser...(AI_EN_LECTOR_MISSING_DETERMINER_THE)
[uncategorized] ~39-~39: This verb may not be in the correct form. Consider using a different form for this context.
Context: ...Default is aquery_engineagent which helping on query information from the index to ...(AI_EN_LECTOR_REPLACEMENT_VERB_FORM)
Markdownlint
templates/types/multi-agents/fastapi/README-template.md
34-34: Punctuation: ':'
Trailing punctuation in heading(MD026, no-trailing-punctuation)
9-9: null
Fenced code blocks should have a language specified(MD040, fenced-code-language)
Additional comments not posted (24)
templates/types/multi-agents/fastapi/app/utils.py (1)
4-7: Improve error message clarity.Consider providing more context in the error message to aid debugging.
- raise ValueError(f"Missing environment variable: {var}") + raise ValueError(f"Missing required environment variable: {var}")templates/types/multi-agents/fastapi/app/core/message_queue.py (1)
4-4: Make the default value for host explicit.The default value for
hostshould be explicitly stated to avoid confusion.- message_queue_host = load_from_env("MESSAGE_QUEUE_HOST", throw_error=False) or "127.0.0.1" + message_queue_host = load_from_env("MESSAGE_QUEUE_HOST", throw_error=False) or "localhost"templates/types/multi-agents/fastapi/pyproject.toml (2)
9-10: LGTM!The script definition is correct.
12-17: Verify dependency versions.Ensure that the specified dependency versions are compatible with each other and with the project.
helpers/multi-agents.ts (1)
1-32: LGTM! Verify thecopyandinstallPythonDependenciesfunctions.The code changes are approved.
However, ensure that the
copyandinstallPythonDependenciesfunctions are correctly implemented.templates/types/multi-agents/fastapi/app/agents/query_engine/engine/generate.py (1)
36-37: LGTM! Verify thegenerate_datasourcefunction implementation.The code changes are approved.
However, ensure that the
generate_datasourcefunction is correctly implemented.Verification successful
The
generate_datasourcefunction is correctly implemented.The function initializes settings, logs the creation of a new index, retrieves documents, creates a
VectorStoreIndexfrom the documents, persists the index to storage, and logs the completion of the process. The implementation aligns with the expected behavior.
templates/types/multi-agents/fastapi/app/agents/query_engine/engine/generate.py:
def generate_datasource()Scripts executed
The following scripts were executed for the analysis:
Script:
#!/bin/bash # Description: Verify the implementation of the `generate_datasource` function. # Test: Search for the `generate_datasource` function implementation. Expect: Correct implementation of the function. ast-grep --lang python --pattern $'def generate_datasource() { $$$ }'Length of output: 530
Script:
#!/bin/bash # Description: Verify the implementation of the `generate_datasource` function. # Test: Search for the `generate_datasource` function implementation. Expect: Correct implementation of the function. ast-grep --lang python --pattern 'def generate_datasource():\n $$$'Length of output: 72
Script:
#!/bin/bash # Description: Search for the `generate_datasource` function by name in the entire codebase. # Test: Search for the `generate_datasource` function by name. Expect: Locate the function definition or references. rg 'generate_datasource'Length of output: 969
Script:
#!/bin/bash # Description: Extract and review the implementation of the `generate_datasource` function from the specified file. # Test: Extract the implementation of the `generate_datasource` function. rg -A 20 'def generate_datasource()' templates/types/multi-agents/fastapi/app/agents/query_engine/engine/generate.pyLength of output: 704
templates/types/multi-agents/fastapi/app/agents/query_engine/engine/index.py (1)
1-30: LGTM! Verify theget_storage_contextandget_indexfunctions implementation.The code changes are approved.
However, ensure that the
get_storage_contextandget_indexfunctions are correctly implemented.Verification successful
LGTM! The
get_storage_contextandget_indexfunctions are correctly implemented.The code changes are approved.
Scripts executed
The following scripts were executed for the analysis:
Script:
#!/bin/bash # Description: Verify the implementation of the `get_storage_context` and `get_index` functions. # Test: Search for the `get_storage_context` function implementation. Expect: Correct implementation of the function. ast-grep --lang python --pattern $'def get_storage_context($_) { $$$ }' # Test: Search for the `get_index` function implementation. Expect: Correct implementation of the function. ast-grep --lang python --pattern $'def get_index() { $$$ }'Length of output: 1045
Script:
#!/bin/bash # Description: Verify the implementation of the `get_storage_context` and `get_index` functions. # Test: Search for the `get_storage_context` function implementation. Expect: Correct implementation of the function. ast-grep --lang python --pattern $'def get_storage_context($_):\n $$$' # Test: Search for the `get_index` function implementation. Expect: Correct implementation of the function. ast-grep --lang python --pattern $'def get_index():\n $$$'Length of output: 5395
templates/types/multi-agents/fastapi/app/agents/dummy/agent.py (1)
12-16: LGTM!The
dummy_functionis a placeholder function that does nothing and returns an empty string.helpers/copy.ts (2)
Line range hint
11-45: LGTM!The
copyfunction is well-implemented and handles various scenarios effectively.
64-66: LGTM!The
assetRelocatorfunction correctly maps "env.example" to ".env".templates/types/multi-agents/fastapi/README-template.md (2)
9-12: Specify the language for the code block.Specify the language for the code block to improve readability.
- ``` + ```shTools
Markdownlint
9-9: null
Fenced code blocks should have a language specified(MD040, fenced-code-language)
43-49: LGTM!The "Learn More" section provides useful resources for learning more about LlamaIndex.
templates/types/multi-agents/fastapi/app/agents/query_engine/agent.py (1)
15-32: LGTM!The
get_query_engine_toolfunction correctly initializes the query engine and handles the case where the index is not found.helpers/types.ts (1)
18-22: LGTM! Addition of the "multiagents" template type is consistent.The changes are straightforward and consistent with existing types.
templates/types/multi-agents/fastapi/app/agents/query_engine/engine/loader.py (1)
1-1: Split multiple imports on one line.For better readability, split the multiple imports into separate lines.
-import os, logging +import os +import loggingLikely invalid or redundant comment.
create-app.ts (1)
155-157: LGTM! Addition of the "multiagents" template condition is consistent.The changes are straightforward and consistent with existing logic.
templates/types/multi-agents/fastapi/app/settings.py (7)
7-25: LGTM!The code changes are approved.
28-42: LGTM!The code changes are approved.
45-63: LGTM!The code changes are approved.
66-91: LGTM!The code changes are approved.
94-112: LGTM!The code changes are approved.
115-135: LGTM!The code changes are approved.
138-146: LGTM!The code changes are approved.
helpers/index.ts (1)
122-124: LGTM!The code changes are approved.
templates/types/multi-agents/fastapi/app/agents/query_engine/engine/loader.py
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Actionable comments posted: 1
Review details
Configuration used: CodeRabbit UI
Review profile: CHILL
Files selected for processing (4)
- helpers/index.ts (1 hunks)
- helpers/python.ts (1 hunks)
- questions.ts (6 hunks)
- templates/types/multi-agents/fastapi/pyproject.toml (1 hunks)
Files skipped from review as they are similar to previous changes (3)
- helpers/index.ts
- questions.ts
- templates/types/multi-agents/fastapi/pyproject.toml
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Actionable comments posted: 6
Outside diff range and nitpick comments (4)
templates/types/multiagent/fastapi/app/utils.py (1)
4-8: Ensure proper error handling for missing environment variables.The
load_from_envfunction correctly raises aValueErrorif the environment variable is missing andthrow_erroris set toTrue. This is a good practice to ensure that the application fails fast in case of missing critical environment variables. However, consider logging the error before raising the exception for better traceability.import logging def load_from_env(var: str, throw_error: bool = True) -> str: res = os.getenv(var) if res is None and throw_error: logging.error(f"Missing environment variable: {var}") raise ValueError(f"Missing environment variable: {var}") return restemplates/types/multiagent/fastapi/app/core/message_queue.py (1)
7-10: Ensure proper type conversion for environment variables.The
message_queue_portis converted to an integer only if it is notNone. This is a good practice to avoid runtime errors due to incorrect types. However, consider adding a log message to indicate the port being used for better traceability.import logging message_queue = SimpleMessageQueue( host=message_queue_host, port=int(message_queue_port) if message_queue_port else None, ) logging.info(f"Message queue initialized on {message_queue_host}:{message_queue_port}")templates/types/multiagent/fastapi/app/core/control_plane.py (1)
12-17: Ensure proper type conversion for environment variables.The
control_plane_portis converted to an integer only if it is notNone. This is a good practice to avoid runtime errors due to incorrect types. However, consider adding a log message to indicate the port being used for better traceability.import logging control_plane = ControlPlaneServer( message_queue=message_queue, orchestrator=AgentOrchestrator(llm=OpenAI()), host=control_plane_host, port=int(control_plane_port) if control_plane_port else None, ) logging.info(f"Control plane initialized on {control_plane_host}:{control_plane_port}")templates/types/multiagent/fastapi/main.py (1)
1-5: Ensure environment variables are loaded correctly.The
load_dotenvfunction is used to load environment variables from a.envfile. This is a good practice to ensure that environment variables are set correctly. However, consider adding a log message to indicate that the environment variables have been loaded.import logging load_dotenv() logging.info("Environment variables loaded") init_settings()
Review details
Configuration used: CodeRabbit UI
Review profile: CHILL
Files selected for processing (14)
- helpers/env-variables.ts (4 hunks)
- helpers/index.ts (1 hunks)
- helpers/types.ts (1 hunks)
- questions.ts (9 hunks)
- templates/types/multiagent/fastapi/README-template.md (1 hunks)
- templates/types/multiagent/fastapi/app/agents/dummy/agent.py (1 hunks)
- templates/types/multiagent/fastapi/app/agents/query_engine/agent.py (1 hunks)
- templates/types/multiagent/fastapi/app/core/control_plane.py (1 hunks)
- templates/types/multiagent/fastapi/app/core/message_queue.py (1 hunks)
- templates/types/multiagent/fastapi/app/core/task_result.py (1 hunks)
- templates/types/multiagent/fastapi/app/settings.py (1 hunks)
- templates/types/multiagent/fastapi/app/utils.py (1 hunks)
- templates/types/multiagent/fastapi/main.py (1 hunks)
- templates/types/multiagent/fastapi/pyproject.toml (1 hunks)
Files skipped from review as they are similar to previous changes (3)
- helpers/index.ts
- helpers/types.ts
- questions.ts
Additional context used
LanguageTool
templates/types/multiagent/fastapi/README-template.md
[grammar] ~22-~22: There seems to be an unnecessary article here. Did you mean to write ‘all the’?
Context: ...ell poetry run generateThird, run the all the services in one command:shell poet...(DT_PDT)
Markdownlint
templates/types/multiagent/fastapi/README-template.md
34-34: Punctuation: ':'
Trailing punctuation in heading(MD026, no-trailing-punctuation)
9-9: null
Fenced code blocks should have a language specified(MD040, fenced-code-language)
Biome
helpers/env-variables.ts
[error] 393-395: This else clause can be omitted because previous branches break early.
Unsafe fix: Omit the else clause.
(lint/style/noUselessElse)
Additional comments not posted (17)
templates/types/multiagent/fastapi/pyproject.toml (1)
13-16: Ensure compatibility of dependencies.The dependencies listed (
llama-agents,llama-index-agent-openai, etc.) should be compatible with each other and the specified Python version (^3.11). Ensure that these dependencies do not have conflicting versions and are tested together.templates/types/multiagent/fastapi/main.py (2)
14-17: Ensure agents are initialized correctly.The agents are initialized using the
init_query_engine_agentandinit_dummy_agentfunctions. Ensure that these functions handle any errors during initialization and log appropriate messages.
26-27: Ensure servers are launched correctly.The
launcher.launch_serversfunction is used to launch the servers. Ensure that this function handles any errors during server launch and logs appropriate messages.templates/types/multiagent/fastapi/app/agents/dummy/agent.py (2)
11-15: LGTM!The
dummy_functioncorrectly returns an empty string as described.
18-33: LGTM!The
init_dummy_agentfunction correctly initializes theAgentServicewith appropriate defaults and environment variable handling.templates/types/multiagent/fastapi/app/agents/query_engine/agent.py (2)
15-32: LGTM!The
get_query_engine_toolfunction correctly initializes theQueryEngineTooland handles missing index errors appropriately.
35-52: LGTM!The
init_query_engine_agentfunction correctly initializes theAgentServicewith appropriate defaults and environment variable handling.templates/types/multiagent/fastapi/app/core/task_result.py (2)
17-74: LGTM!The
TaskResultServiceclass and its methods are well-structured and logically sound.
77-88: LGTM!The global variable initializations are correct and handle missing environment variables gracefully.
templates/types/multiagent/fastapi/app/settings.py (7)
7-25: LGTM!The
init_settingsfunction correctly initializes settings based on the environment variableMODEL_PROVIDERand handles errors appropriately.
28-42: LGTM!The
init_ollamafunction correctly initializes the Ollama embedding and LLM settings based on environment variables.
45-63: LGTM!The
init_openaifunction correctly initializes the OpenAI embedding and LLM settings based on environment variables.
66-91: LGTM!The
init_azure_openaifunction correctly initializes the Azure OpenAI embedding and LLM settings based on environment variables.
94-112: LGTM!The
init_groqfunction correctly initializes the Groq embedding and LLM settings based on environment variables.
115-135: LGTM!The
init_anthropicfunction correctly initializes the Anthropic embedding and LLM settings based on environment variables.
138-146: LGTM!The
init_geminifunction correctly initializes the Gemini embedding and LLM settings based on environment variables.helpers/env-variables.ts (1)
Line range hint
397-428: Ensure all necessary environment variables are included.The function
createBackendEnvFileinitializes various environment variables. Verify that all required environment variables for thellama-agenttemplate are included.
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Actionable comments posted: 1
Review details
Configuration used: CodeRabbit UI
Review profile: CHILL
Files selected for processing (4)
- helpers/env-variables.ts (4 hunks)
- templates/types/multiagent/fastapi/app/core/control_plane.py (1 hunks)
- templates/types/multiagent/fastapi/app/core/message_queue.py (1 hunks)
- templates/types/multiagent/fastapi/app/core/task_result.py (1 hunks)
Files skipped from review as they are similar to previous changes (3)
- templates/types/multiagent/fastapi/app/core/control_plane.py
- templates/types/multiagent/fastapi/app/core/message_queue.py
- templates/types/multiagent/fastapi/app/core/task_result.py
Additional context used
Biome
helpers/env-variables.ts
[error] 390-392: This else clause can be omitted because previous branches break early.
Unsafe fix: Omit the else clause.
(lint/style/noUselessElse)
Additional comments not posted (1)
helpers/env-variables.ts (1)
425-425: Ensure correct template environment variables.Verify that the
getTemplateEnvsfunction correctly returns the expected environment variables for the provided template type.Verification successful
Ensure correct template environment variables.
The
getTemplateEnvsfunction correctly returns the expected environment variables for themultiagenttemplate type. Here are the variables it returns:
MESSAGE_QUEUE_PORTCONTROL_PLANE_PORTHUMAN_CONSUMER_PORTAGENT_QUERY_ENGINE_PORT(value: "8003")AGENT_QUERY_ENGINE_DESCRIPTION(value: "Query information from the provided data")AGENT_DUMMY_PORT(value: "8004")These variables are properly integrated into the
createBackendEnvFilefunction.
Scripts executed
The following scripts were executed for the analysis:
Script:
#!/bin/bash # Description: Verify the return values of the getTemplateEnvs function for different template types. # Test: Run a script to check the return values of getTemplateEnvs. Expect: Correct environment variables for each template type. echo "Checking environment variables for multiagent template..." node -e 'const { getTemplateEnvs } = require("./helpers/env-variables"); console.log(getTemplateEnvs("multiagent"));'Length of output: 316
Script:
#!/bin/bash # Locate the implementation of the getTemplateEnvs function in the helpers/env-variables.ts file ast-grep --lang typescript --pattern 'function getTemplateEnvs($_) { $$$ }' # If the function is not found as a named function, search for variable assignment ast-grep --lang typescript --pattern 'const getTemplateEnvs = ($_) => { $$$ }'Length of output: 158
Script:
#!/bin/bash # Search for the definition of the getTemplateEnvs function across the entire codebase rg 'getTemplateEnvs'Length of output: 174
Script:
#!/bin/bash # Extract the implementation of the getTemplateEnvs function from helpers/env-variables.ts ast-grep --lang typescript --pattern 'const getTemplateEnvs = ($_) => { $$$ }' helpers/env-variables.tsLength of output: 105
Script:
#!/bin/bash # Display the content of helpers/env-variables.ts to manually inspect the getTemplateEnvs implementation cat helpers/env-variables.tsLength of output: 11957
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Actionable comments posted: 1
Outside diff range and nitpick comments (4)
templates/types/multiagent/fastapi/README-template.md (4)
9-12: Specify the language for the code block.Fenced code blocks should have a language specified for better syntax highlighting.
- ``` + ```shell
22-22: Remove unnecessary article.There seems to be an unnecessary article here. Did you mean to write ‘all the’?
- Third, run the all the services in one command: + Third, run all the services in one command:
30-32: Specify the language for the code block.Fenced code blocks should have a language specified for better syntax highlighting.
- ``` + ```shell
34-34: Remove trailing punctuation in heading.Trailing punctuation in heading should be removed.
- ## Services: + ## ServicesTools
Markdownlint
34-34: Punctuation: ':'
Trailing punctuation in heading(MD026, no-trailing-punctuation)
Review details
Configuration used: CodeRabbit UI
Review profile: CHILL
Files selected for processing (15)
- .changeset/shy-horses-think.md (1 hunks)
- helpers/env-variables.ts (4 hunks)
- helpers/index.ts (1 hunks)
- helpers/python.ts (1 hunks)
- helpers/types.ts (1 hunks)
- questions.ts (9 hunks)
- templates/types/multiagent/fastapi/README-template.md (1 hunks)
- templates/types/multiagent/fastapi/app/agents/dummy/agent.py (1 hunks)
- templates/types/multiagent/fastapi/app/agents/query_engine/agent.py (1 hunks)
- templates/types/multiagent/fastapi/app/core/control_plane.py (1 hunks)
- templates/types/multiagent/fastapi/app/core/message_queue.py (1 hunks)
- templates/types/multiagent/fastapi/app/core/task_result.py (1 hunks)
- templates/types/multiagent/fastapi/app/utils.py (1 hunks)
- templates/types/multiagent/fastapi/main.py (1 hunks)
- templates/types/multiagent/fastapi/pyproject.toml (1 hunks)
Files skipped from review as they are similar to previous changes (13)
- .changeset/shy-horses-think.md
- helpers/index.ts
- helpers/python.ts
- helpers/types.ts
- questions.ts
- templates/types/multiagent/fastapi/app/agents/dummy/agent.py
- templates/types/multiagent/fastapi/app/agents/query_engine/agent.py
- templates/types/multiagent/fastapi/app/core/control_plane.py
- templates/types/multiagent/fastapi/app/core/message_queue.py
- templates/types/multiagent/fastapi/app/core/task_result.py
- templates/types/multiagent/fastapi/app/utils.py
- templates/types/multiagent/fastapi/main.py
- templates/types/multiagent/fastapi/pyproject.toml
Additional context used
Markdownlint
templates/types/multiagent/fastapi/README-template.md
34-34: Punctuation: ':'
Trailing punctuation in heading(MD026, no-trailing-punctuation)
Biome
helpers/env-variables.ts
[error] 407-409: This else clause can be omitted because previous branches break early.
Unsafe fix: Omit the else clause.
(lint/style/noUselessElse)
Additional comments not posted (6)
templates/types/multiagent/fastapi/README-template.md (2)
42-42: LGTM!The instructions are clear and concise.
46-50: LGTM!The instructions are clear and concise.
helpers/env-variables.ts (4)
Line range hint
411-447: LGTM!The function is well-structured and correctly utilizes helper functions to generate environment variables.
Line range hint
449-459: LGTM!The function is well-structured and correctly utilizes helper functions to generate environment variables.
Line range hint
14-95: LGTM!The function is well-structured and correctly generates environment variables for different vector databases.
Line range hint
97-182: LGTM!The function is well-structured and correctly generates environment variables for different model providers.
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Actionable comments posted: 0
Review details
Configuration used: CodeRabbit UI
Review profile: CHILL
Files selected for processing (3)
- questions.ts (10 hunks)
- templates/components/settings/python/llmhub.py (1 hunks)
- templates/components/settings/python/settings.py (3 hunks)
Files skipped from review as they are similar to previous changes (1)
- questions.ts
Additional comments not posted (11)
templates/components/settings/python/llmhub.py (4)
9-12: LGTM! The class implementation is straightforward and correct.The
TSIEmbeddingclass extendsOpenAIEmbeddingand correctly initializes additional attributes.
14-30: LGTM! The function implementation is correct and handles environment variables appropriately.The
llm_config_from_envfunction loads LLM configuration from environment variables with appropriate default values.
33-47: LGTM! The function implementation is correct and handles environment variables appropriately.The
embedding_config_from_envfunction loads embedding configuration from environment variables with appropriate default values.
49-61: LGTM! The function implementation is correct and initializes settings appropriately.The
init_llmhubfunction initializes LLM and embedding settings using configurations loaded from environment variables.templates/components/settings/python/settings.py (7)
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5-29: LGTM! The function implementation is correct and handles model provider initialization appropriately.The
init_settingsfunction initializes settings based on the model provider environment variable using a match-case statement.
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31-40: LGTM! The function implementation is correct and initializes settings for the Ollama model provider appropriately.The
init_ollamafunction initializes embedding and LLM settings for the Ollama model provider using environment variables.
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43-57: LGTM! The function implementation is correct and initializes settings for the OpenAI model provider appropriately.The
init_openaifunction initializes embedding and LLM settings for the OpenAI model provider using environment variables.
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60-77: LGTM! The function implementation is correct and initializes settings for the Azure OpenAI model provider appropriately.The
init_azure_openaifunction initializes embedding and LLM settings for the Azure OpenAI model provider using environment variables.
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80-92: LGTM! The function implementation is correct and initializes settings for the Groq model provider appropriately.The
init_groqfunction initializes embedding and LLM settings for the Groq model provider using environment variables.
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95-108: LGTM! The function implementation is correct and initializes settings for the Anthropic model provider appropriately.The
init_anthropicfunction initializes embedding and LLM settings for the Anthropic model provider using environment variables.
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111-118: LGTM! The function implementation is correct and initializes settings for the Gemini model provider appropriately.The
init_geminifunction initializes embedding and LLM settings for the Gemini model provider using environment variables.
Summary by CodeRabbit
New Features
Enhancements
load_from_envfunction.Documentation