(feat) Component code gen: updating to o1-mini model, upgrading langchain* API #13938
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WalkthroughThe changes involve significant modifications to the OpenAI API integration within the codebase. Environment variable declarations related to Azure's OpenAI services have been removed, and the default model has been updated to a different version. The configuration settings have been streamlined, eliminating Azure-specific parameters. Additionally, the agent creation logic has been refactored for improved clarity and functionality, and several dependencies have been updated to newer versions to enhance the project's capabilities. Changes
Assessment against linked issues
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Actionable comments posted: 8
Outside diff range and nitpick comments (1)
packages/component_code_gen/.env.example (1)
References to Removed Variables Found in Codebase
The variables
OPENAI_API_TYPE,OPENAI_DEPLOYMENT_NAME, andOPENAI_API_BASEare still referenced in the codebase. Please address the following:
OPENAI_API_TYPEis found in:
packages/component_code_gen/README.mdpackages/component_code_gen/config/config.py
OPENAI_DEPLOYMENT_NAMEis found in:
packages/component_code_gen/README.md
OPENAI_API_BASEis found in:
packages/component_code_gen/README.mdEnsure that these references are removed or updated to reflect the new configuration.
Analysis chain
Line range hint
1-9: Verify the impact of the removed variables on the codebase.The removal of
OPENAI_API_TYPE,OPENAI_DEPLOYMENT_NAME, andOPENAI_API_BASEvariables suggests a shift away from using Azure's OpenAI services. Ensure that all references to these variables have been removed from the codebase and that the new OpenAI API configuration is correctly implemented.Run the following script to verify the usage of the removed variables:
Scripts executed
The following scripts were executed for the analysis:
Script:
#!/bin/bash # Description: Verify that the removed variables are not used in the codebase. # Test 1: Search for the usage of `OPENAI_API_TYPE`. Expect: No occurrences. rg --type python $'OPENAI_API_TYPE' # Test 2: Search for the usage of `OPENAI_DEPLOYMENT_NAME`. Expect: No occurrences. rg --type python $'OPENAI_DEPLOYMENT_NAME' # Test 3: Search for the usage of `OPENAI_API_BASE`. Expect: No occurrences. rg --type python $'OPENAI_API_BASE'Length of output: 204
Script:
#!/bin/bash # Description: Verify that the removed variables are not used in the codebase. # Test 1: Search for the usage of `OPENAI_API_TYPE`. Expect: No occurrences. rg OPENAI_API_TYPE # Test 2: Search for the usage of `OPENAI_DEPLOYMENT_NAME`. Expect: No occurrences. rg OPENAI_DEPLOYMENT_NAME # Test 3: Search for the usage of `OPENAI_API_BASE`. Expect: No occurrences. rg OPENAI_API_BASELength of output: 426
Review details
Configuration used: CodeRabbit UI
Review profile: CHILL
Files ignored due to path filters (1)
packages/component_code_gen/poetry.lockis excluded by!**/*.lock
Files selected for processing (4)
- packages/component_code_gen/.env.example (1 hunks)
- packages/component_code_gen/config/config.py (1 hunks)
- packages/component_code_gen/helpers/langchain_helpers.py (4 hunks)
- packages/component_code_gen/pyproject.toml (1 hunks)
Additional context used
Ruff
packages/component_code_gen/helpers/langchain_helpers.py
6-6:
langchain_community.agent_toolkits.create_json_agentimported but unusedRemove unused import:
langchain_community.agent_toolkits.create_json_agent(F401)
9-9:
openaiimported but unusedRemove unused import:
openai(F401)
11-11:
langchain.agents.ZeroShotAgentimported but unusedRemove unused import:
langchain.agents.ZeroShotAgent(F401)
39-39: Remove unnecessary
True if ... else FalseRemove unnecessary
True if ... else False(SIM210)
Additional comments not posted (7)
packages/component_code_gen/pyproject.toml (4)
15-15: No changes to thesupabasedependency. Skipping review.
16-16: No changes to theseleniumdependency. Skipping review.
17-17: No changes to themarkdown-to-jsondependency. Skipping review.
10-10: Verify compatibility with the major version upgrade of theopenaidependency.The
openaidependency has been upgraded from version0.27.8to1.45.0, which is a major version change. This upgrade might introduce breaking changes that could impact the project's functionality.Please ensure that the project code is thoroughly tested against the new
openaiversion to confirm compatibility and identify any necessary code changes.To verify compatibility, run the following script:
packages/component_code_gen/helpers/langchain_helpers.py (3)
32-40: LGTM!The refactored agent creation logic in the constructor looks good. The changes align with the PR objective of updating to the
o1-minimodel and upgrading thelangchainAPI.The new approach of constructing a prompt by concatenating system instructions and format instructions, and then passing it to
create_react_agentis implemented correctly. The agent executor is also created properly with thecreate_react_agentand tools.Tools
Ruff
39-39: Remove unnecessary
True if ... else FalseRemove unnecessary
True if ... else False(SIM210)
80-82: LGTM!The simplified
get_llmfunction looks good. Removing the conditional logic for Azure configurations and defaulting to usingChatOpenAIwith a fixed temperature of 1 aligns with the goal of having a more uniform configuration for the language model.
98-101: LGTM!The change in the invocation method for the language model from using
SystemMessageto directly invoking the model withHumanMessagelooks good. This aligns with the updated approach for processing and responding to user prompts.
| OPENAI_API_KEY=azure-api-key | ||
| OPENAI_MODEL=gpt-4-32k | ||
| OPENAI_MODEL=o1-preview |
There was a problem hiding this comment.
Tip
Codebase Verification
Inconsistent usage of OPENAI_MODEL variable with o1-preview value.
The OPENAI_MODEL variable is currently set with a default value of o1-mini in packages/component_code_gen/config/config.py, while o1-preview is only mentioned in a comment in packages/component_code_gen/helpers/langchain_helpers.py. Please review the codebase to ensure that o1-preview is correctly set as the model value where intended.
packages/component_code_gen/config/config.py: Default value iso1-mini.packages/component_code_gen/helpers/langchain_helpers.py: Comment mentionso1-preview.
Analysis chain
Verify the usage of the updated OPENAI_MODEL variable in the codebase.
The OPENAI_MODEL variable has been updated from gpt-4-32k to o1-preview, indicating a transition to a different model version or type. Ensure that all references to this variable in the codebase have been updated to use the new model.
Run the following script to verify the usage of the updated variable:
Scripts executed
The following scripts were executed for the analysis:
Script:
#!/bin/bash
# Description: Verify that the updated `OPENAI_MODEL` variable is used correctly in the codebase.
# Test: Search for the usage of `OPENAI_MODEL`. Expect: Occurrences of `o1-preview`.
rg --type python $'OPENAI_MODEL'
Length of output: 62
Script:
#!/bin/bash
# Description: Verify that the updated `OPENAI_MODEL` variable is used correctly in the codebase.
# Search for the usage of `OPENAI_MODEL` and the specific value `o1-preview`.
rg --type py 'OPENAI_MODEL'
rg --type py 'o1-preview'
Length of output: 316
| python-dotenv = "^1.0.0" | ||
| langchain = "0.1.11" | ||
| langchain = "^0.2.16" |
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Leverage new features and enhancements from the langchain upgrade.
The langchain dependency has been upgraded from version 0.1.11 to 0.2.16, which is a minor version change. This upgrade likely introduces new features, enhancements, and bug fixes in the Langchain library.
Please review the Langchain release notes for versions 0.2.x and consider updating the project code to leverage any relevant new features or enhancements that could improve the functionality or performance.
| python-dotenv = "^1.0.0" | ||
| langchain = "0.1.11" | ||
| langchain = "^0.2.16" | ||
| langchain-community = "^0.2.16" |
There was a problem hiding this comment.
Explore the langchain-community features.
The langchain-community dependency has been added at version 0.2.16. This addition suggests an integration of community-driven features, extensions, and best practices to complement the core Langchain library.
Consider exploring the langchain-community documentation and examples to identify any relevant features or extensions that could enhance the project's capabilities or align with the best practices recommended by the community.
| langchain = "0.1.11" | ||
| langchain = "^0.2.16" | ||
| langchain-community = "^0.2.16" | ||
| langchain-openai = "^0.1.23" |
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Leverage the langchain-openai integration.
The langchain-openai dependency has been added at version 0.1.23. This addition indicates a tighter integration between Langchain and OpenAI's APIs and models, which could provide OpenAI-specific features, optimizations, and seamless access to OpenAI's language models.
Consider reviewing the langchain-openai documentation and examples to identify any relevant features or optimizations that could enhance the project's performance or capabilities when working with OpenAI's APIs and models.
| "api_base": get_env_var("OPENAI_API_BASE", required=openai_api_type == "azure"), | ||
| "api_key": get_env_var("OPENAI_API_KEY", required=openai_api_type == "azure"), | ||
| "model": get_env_var("OPENAI_MODEL", default="gpt-4-32k"), | ||
| "model": get_env_var("OPENAI_MODEL", default="o1-mini"), |
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Tip
Codebase Verification
Update the README.md to reflect the removal of the Azure configuration.
The Azure configuration is still mentioned in the README.md, which might lead to confusion if it is no longer relevant. Please update the documentation to align with the current state of the codebase.
Additionally, confirm that the removal of the Azure configuration from the codebase is intentional and does not affect any functionality.
- README.md: Contains references to the removed Azure configuration.
Analysis chain
Verify the impact of the model change and the removal of the Azure configuration.
The change in the default OpenAI model from "gpt-4-0125-preview" to "o1-mini" could have a significant impact on the performance and capabilities of the application. Please ensure that this change has been thoroughly tested and validated.
Additionally, the removal of the Azure configuration suggests a move away from Azure's services or a refactoring of how these services are integrated. Please confirm that this removal is intentional and does not break any existing functionality.
Run the following script to verify the impact of the changes:
Scripts executed
The following scripts were executed for the analysis:
Script:
#!/bin/bash
# Description: Verify the impact of the model change and the removal of the Azure configuration.
# Test 1: Search for usages of the old model. Expect: No occurrences.
echo "Searching for usages of the old model..."
rg --type python $'gpt-4-0125-preview'
# Test 2: Search for usages of the new model. Expect: Only occurrences in test files or mocks.
echo "Searching for usages of the new model..."
rg --type python $'o1-mini'
# Test 3: Search for usages of the removed Azure configuration. Expect: No occurrences.
echo "Searching for usages of the removed Azure configuration..."
rg --type python $'OPENAI_DEPLOYMENT_NAME|OPENAI_EMBEDDINGS_DEPLOYMENT_NAME|OPENAI_API_VERSION|OPENAI_API_BASE'
Length of output: 579
Script:
#!/bin/bash
# Description: Verify the impact of the model change and the removal of the Azure configuration.
# Test 1: Search for usages of the old model. Expect: No occurrences.
echo "Searching for usages of the old model..."
rg 'gpt-4-0125-preview'
# Test 2: Search for usages of the new model. Expect: Only occurrences in test files or mocks.
echo "Searching for usages of the new model..."
rg 'o1-mini'
# Test 3: Search for usages of the removed Azure configuration. Expect: No occurrences.
echo "Searching for usages of the removed Azure configuration..."
rg 'OPENAI_DEPLOYMENT_NAME|OPENAI_EMBEDDINGS_DEPLOYMENT_NAME|OPENAI_API_VERSION|OPENAI_API_BASE'
Length of output: 911
| prompt = f"{system_instructions}\n\n{format_instructions}" | ||
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| agent = create_react_agent(model, tools, prompt) | ||
| verbose = True if config['logging']['level'] == 'DEBUG' else False |
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Simplify the unnecessary expression.
The static analysis tool has correctly identified that the True if ... else False expression is unnecessary.
Simplify the expression like this:
-verbose = True if config['logging']['level'] == 'DEBUG' else False
+verbose = config['logging']['level'] == 'DEBUG'Committable suggestion
‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.
| verbose = True if config['logging']['level'] == 'DEBUG' else False | |
| verbose = config['logging']['level'] == 'DEBUG' |
Tools
Ruff
39-39: Remove unnecessary
True if ... else FalseRemove unnecessary
True if ... else False(SIM210)
| from langchain.schema import HumanMessage | ||
| from langchain.agents.react.agent import create_react_agent | ||
| from langchain_community.agent_toolkits import JsonToolkit, create_json_agent | ||
| from langchain_community.tools.json.tool import JsonSpec |
There was a problem hiding this comment.
Approve relevant imports but remove the unused import.
The new imports from langchain and langchain_community modules are relevant to the changes made in the file.
However, the static analysis tool has correctly identified that create_json_agent is imported but unused.
Remove the unused import:
-from langchain_community.agent_toolkits import JsonToolkit, create_json_agent
+from langchain_community.agent_toolkits import JsonToolkitCommittable suggestion
‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.
| from langchain.schema import HumanMessage | |
| from langchain.agents.react.agent import create_react_agent | |
| from langchain_community.agent_toolkits import JsonToolkit, create_json_agent | |
| from langchain_community.tools.json.tool import JsonSpec | |
| from langchain.schema import HumanMessage | |
| from langchain.agents.react.agent import create_react_agent | |
| from langchain_community.agent_toolkits import JsonToolkit | |
| from langchain_community.tools.json.tool import JsonSpec |
Tools
Ruff
6-6:
langchain_community.agent_toolkits.create_json_agentimported but unusedRemove unused import:
langchain_community.agent_toolkits.create_json_agent(F401)
| import openai | ||
| from langchain_openai.chat_models.base import ChatOpenAI |
There was a problem hiding this comment.
Remove the unused import.
The static analysis tool has correctly identified that openai is imported but unused.
Remove the unused import:
-import openaiCommittable suggestion
‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.
| import openai | |
| from langchain_openai.chat_models.base import ChatOpenAI | |
| from langchain_openai.chat_models.base import ChatOpenAI |
Tools
Ruff
9-9:
openaiimported but unusedRemove unused import:
openai(F401)
Summary by CodeRabbit
New Features
Bug Fixes
Chores