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feat: Add llama-agent template #150

Merged
merged 13 commits into from
Jul 3, 2024
Merged

feat: Add llama-agent template #150

merged 13 commits into from
Jul 3, 2024

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leehuwuj
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@leehuwuj leehuwuj commented Jul 2, 2024

Summary by CodeRabbit

  • New Features

    • Introduced a new FastAPI project template for multi-agent applications.
    • Added support for various model providers (OpenAI, Groq, Ollama, Anthropic, Gemini, Azure-OpenAI).
    • Implemented a control plane server and message queue setup.
    • Provided dummy and query engine agent functionalities.
    • Added task result service for managing message processing.
  • Enhancements

    • Improved environment variable management with load_from_env function.
    • Extended template types to include "multiagent."
    • Updated dependencies and project configurations for multi-agent support.
  • Documentation

    • Added comprehensive README for the new multi-agent FastAPI project template.

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changeset-bot bot commented Jul 2, 2024

🦋 Changeset detected

Latest commit: e5faddb

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

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

Not sure what this means? Click here to learn what changesets are.

Click here if you're a maintainer who wants to add another changeset to this PR

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coderabbitai bot commented Jul 2, 2024

Walkthrough

The 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

Files/Paths Change Summary
templates/types/multiagent/fastapi/app/settings.py Introduced functions for initializing settings based on different model providers and added chunk settings.
templates/types/multiagent/fastapi/app/utils.py Added a function to load environment variables with error handling.
templates/types/multiagent/fastapi/main.py Initialized agents and launched servers using ServerLauncher.
templates/types/multiagent/fastapi/pyproject.toml Included dependencies for llama agents and OpenAI, and specified a script entry point.
helpers/env-variables.ts, helpers/index.ts, helpers/python.ts Added functions to handle new template environment variables and updated parameters in existing functions.
helpers/types.ts Expanded TemplateType to include "multiagent".
questions.ts Added conditional logic for handling questions based on the "multiagent" template.
templates/types/multiagent/fastapi/README-template.md Introduced a README template for a FastAPI project with multi-agent support.
templates/types/multiagent/fastapi/app/core/control_plane.py Set up a control plane server with message queue and agent orchestrator configurations.
templates/types/multiagent/fastapi/app/core/message_queue.py Initialized a SimpleMessageQueue with configurations for host and port.
templates/types/multiagent/fastapi/app/core/task_result.py Introduced TaskResultService for handling task results and message processing.
templates/types/multiagent/fastapi/app/agents/dummy/agent.py Added a dummy agent for initial setup and testing purposes.
templates/types/multiagent/fastapi/app/agents/query_engine/agent.py Added functions to initialize a query engine agent service.
templates/components/settings/python/llmhub.py Introduced functionality for configuring and initializing an OpenAI-like model and embedding model.
templates/components/settings/python/settings.py Updated to include init_llmhub for the "t-systems" case.

Poem

In rows of code, the agents bloom,
Configurations set, they sweep the room.
From OpenAI to Groq they span,
FastAPI rides the dreamy plan.
A rabbit gleams at what's now set,
The multi-agents play, without a fret.
Hopping through the fields of change, 🌾
Embracing every new code range. 🐇✨

Tip

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@leehuwuj leehuwuj requested a review from marcusschiesser July 2, 2024 07:07
helpers/multi-agents.ts Outdated Show resolved Hide resolved
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@leehuwuj leehuwuj marked this pull request as ready for review July 2, 2024 11:26
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Actionable comments posted: 26

Review details

Configuration used: CodeRabbit UI
Review profile: CHILL

Commits

Files that changed from the base of the PR and between a807306 and 93f4577.

Files ignored due to path filters (1)
  • templates/types/multi-agents/fastapi/data/101.pdf is 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: asyncio imported but unused

Remove unused import: asyncio

(F401)


3-3: llama_agents.SimpleMessageQueue imported but unused

Remove 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

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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: os imported but unused

Remove 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: asyncio imported but unused

Remove unused import: asyncio

(F401)


7-7: llama_agents.SimpleMessageQueue imported but unused

Remove 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 generate Third, 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 a query_engine agent 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 host should 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 the copy and installPythonDependencies functions.

The code changes are approved.

However, ensure that the copy and installPythonDependencies functions are correctly implemented.

templates/types/multi-agents/fastapi/app/agents/query_engine/engine/generate.py (1)

36-37: LGTM! Verify the generate_datasource function implementation.

The code changes are approved.

However, ensure that the generate_datasource function is correctly implemented.

Verification successful

The generate_datasource function is correctly implemented.

The function initializes settings, logs the creation of a new index, retrieves documents, creates a VectorStoreIndex from 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.py

Length of output: 704

templates/types/multi-agents/fastapi/app/agents/query_engine/engine/index.py (1)

1-30: LGTM! Verify the get_storage_context and get_index functions implementation.

The code changes are approved.

However, ensure that the get_storage_context and get_index functions are correctly implemented.

Verification successful

LGTM! The get_storage_context and get_index functions 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_function is a placeholder function that does nothing and returns an empty string.

helpers/copy.ts (2)

Line range hint 11-45: LGTM!

The copy function is well-implemented and handles various scenarios effectively.


64-66: LGTM!

The assetRelocator function 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.

- ```
+ ```sh
Tools
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_tool function 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 logging

Likely 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.

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Actionable comments posted: 1

Review details

Configuration used: CodeRabbit UI
Review profile: CHILL

Commits

Files that changed from the base of the PR and between 93f4577 and c9f1114.

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_env function correctly raises a ValueError if the environment variable is missing and throw_error is set to True. 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 res
templates/types/multiagent/fastapi/app/core/message_queue.py (1)

7-10: Ensure proper type conversion for environment variables.

The message_queue_port is converted to an integer only if it is not None. 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_port is converted to an integer only if it is not None. 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_dotenv function is used to load environment variables from a .env file. 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

Commits

Files that changed from the base of the PR and between c9f1114 and eb5118f.

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 generate Third, 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_agent and init_dummy_agent functions. Ensure that these functions handle any errors during initialization and log appropriate messages.


26-27: Ensure servers are launched correctly.

The launcher.launch_servers function 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_function correctly returns an empty string as described.


18-33: LGTM!

The init_dummy_agent function correctly initializes the AgentService with appropriate defaults and environment variable handling.

templates/types/multiagent/fastapi/app/agents/query_engine/agent.py (2)

15-32: LGTM!

The get_query_engine_tool function correctly initializes the QueryEngineTool and handles missing index errors appropriately.


35-52: LGTM!

The init_query_engine_agent function correctly initializes the AgentService with appropriate defaults and environment variable handling.

templates/types/multiagent/fastapi/app/core/task_result.py (2)

17-74: LGTM!

The TaskResultService class 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_settings function correctly initializes settings based on the environment variable MODEL_PROVIDER and handles errors appropriately.


28-42: LGTM!

The init_ollama function correctly initializes the Ollama embedding and LLM settings based on environment variables.


45-63: LGTM!

The init_openai function correctly initializes the OpenAI embedding and LLM settings based on environment variables.


66-91: LGTM!

The init_azure_openai function correctly initializes the Azure OpenAI embedding and LLM settings based on environment variables.


94-112: LGTM!

The init_groq function correctly initializes the Groq embedding and LLM settings based on environment variables.


115-135: LGTM!

The init_anthropic function correctly initializes the Anthropic embedding and LLM settings based on environment variables.


138-146: LGTM!

The init_gemini function 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 createBackendEnvFile initializes various environment variables. Verify that all required environment variables for the llama-agent template are included.

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Actionable comments posted: 1

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Review profile: CHILL

Commits

Files that changed from the base of the PR and between eb5118f and b8817f5.

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 getTemplateEnvs function correctly returns the expected environment variables for the provided template type.

Verification successful

Ensure correct template environment variables.

The getTemplateEnvs function correctly returns the expected environment variables for the multiagent template type. Here are the variables it returns:

  • MESSAGE_QUEUE_PORT
  • CONTROL_PLANE_PORT
  • HUMAN_CONSUMER_PORT
  • AGENT_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 createBackendEnvFile function.

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.ts

Length of output: 105



Script:

#!/bin/bash
# Display the content of helpers/env-variables.ts to manually inspect the getTemplateEnvs implementation
cat helpers/env-variables.ts

Length of output: 11957

@leehuwuj leehuwuj requested a review from marcusschiesser July 3, 2024 06:56
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@leehuwuj leehuwuj force-pushed the lee/llama-agents branch from acf2aee to de40bf2 Compare July 3, 2024 08:09
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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:
+ ## Services
Tools
Markdownlint

34-34: Punctuation: ':'
Trailing punctuation in heading

(MD026, no-trailing-punctuation)

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Commits

Files that changed from the base of the PR and between b8817f5 and de40bf2.

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

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Review profile: CHILL

Commits

Files that changed from the base of the PR and between de40bf2 and e5faddb.

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 TSIEmbedding class extends OpenAIEmbedding and correctly initializes additional attributes.


14-30: LGTM! The function implementation is correct and handles environment variables appropriately.

The llm_config_from_env function 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_env function loads embedding configuration from environment variables with appropriate default values.


49-61: LGTM! The function implementation is correct and initializes settings appropriately.

The init_llmhub function initializes LLM and embedding settings using configurations loaded from environment variables.

templates/components/settings/python/settings.py (7)

Line range hint 5-29: LGTM! The function implementation is correct and handles model provider initialization appropriately.

The init_settings function initializes settings based on the model provider environment variable using a match-case statement.


Line range hint 31-40: LGTM! The function implementation is correct and initializes settings for the Ollama model provider appropriately.

The init_ollama function initializes embedding and LLM settings for the Ollama model provider using environment variables.


Line range hint 43-57: LGTM! The function implementation is correct and initializes settings for the OpenAI model provider appropriately.

The init_openai function initializes embedding and LLM settings for the OpenAI model provider using environment variables.


Line range hint 60-77: LGTM! The function implementation is correct and initializes settings for the Azure OpenAI model provider appropriately.

The init_azure_openai function initializes embedding and LLM settings for the Azure OpenAI model provider using environment variables.


Line range hint 80-92: LGTM! The function implementation is correct and initializes settings for the Groq model provider appropriately.

The init_groq function initializes embedding and LLM settings for the Groq model provider using environment variables.


Line range hint 95-108: LGTM! The function implementation is correct and initializes settings for the Anthropic model provider appropriately.

The init_anthropic function initializes embedding and LLM settings for the Anthropic model provider using environment variables.


Line range hint 111-118: LGTM! The function implementation is correct and initializes settings for the Gemini model provider appropriately.

The init_gemini function initializes embedding and LLM settings for the Gemini model provider using environment variables.

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2 participants