Fix: Image Embed Agent - Githubissues

PR Type

Enhancement, Formatting, Documentation, Configuration changes, Dependencies, Tests

Description

Added new action classes QueryVectorstore and CreateVectorstore for querying and creating vector stores.
Introduced new scripts for image search using LangChain, CrewAI, LlamaIndex, and Autogen.
Implemented new Streamlit frontend for image search using LangChain.
Added new SQL agent script using Autogen.
Included new setup scripts and example environment variables for various tools and agents.
Added new README files and requirements files for image search and SQL agent tools.
Reformatted code for better readability and updated string/comment styles across multiple files.
Added new test script for image search using LangChain.
Added new JSON files for docstore, index store, image vector store, and graph store for various image search tools.

Changes walkthrough 📝

Relevant files

Formatting

13 files

run_evaluation.py `Code formatting and comment style update.` python/examples/swe/evaluation/run_evaluation.py Changed single quotes to double quotes for multi-line comments. Reformatted code for better readability.	+52/-33
evaluation.py `Code formatting and string style update.` python/examples/swe/evaluation/evaluation.py Changed single quotes to double quotes for strings. Reformatted code for better readability.	+28/-18
run_on_single_issue.py `Code formatting and comment style update.` python/examples/swe/evaluation/run_on_single_issue.py Changed single quotes to double quotes for multi-line comments. Reformatted code for better readability.	+47/-35
main.py `Code formatting update.` python/examples/investment_analysis/main.py - Reformatted code for better readability.	+16/-14
main.py `Code formatting update.` python/examples/research_assistant/main.py - Reformatted code for better readability.	+9/-12
main.py `Code formatting update.` python/examples/news_summary/main.py - Reformatted code for better readability.	+13/-9
arxiv_research_reporter.py `Code formatting update.` python/examples/arxiv-research-reporter/arxiv_research_reporter.py - Reformatted code for better readability.	+5/-8
crewai_ci_chart.py `Code formatting update.` python/examples/crewai_ci_chart.py - Reformatted code for better readability.	+6/-6
main.py `Code formatting update.` python/examples/sql_agent/sql_agent_plotter_llama_index/main.py - Reformatted code for better readability.	+6/-3
benchmark_script.py `Code formatting update.` python/examples/swe/benchmark_script.py - Reformatted code for better readability.	+5/-3
evaluation.py `Code formatting and string style update.` python/examples/benchmark/evaluation.py Changed single quotes to double quotes for strings. Added a newline at the end of the file.	+3/-2
autogen_math.py `Code formatting update.` python/examples/local_tools/autogen_math.py - Reformatted code for better readability.	+3/-1
__init__.py `Code formatting update.` python/composio/tools/__init__.py - Reformatted code for better readability.	+1/-3

Enhancement

20 files

query_vectorstore.py `New action class for querying vector stores.` python/composio/local_tools/embedtool/actions/query_vectorstore.py Added a new action class `QueryVectorstore` for querying vector stores.	+90/-0
image_search_frontend.py `New Streamlit frontend for image search.` python/examples/image_search/image_search_langchain/image_search_frontend.py - Added a new Streamlit frontend for image search using LangChain.	+84/-0
create_vectorstore.py `New action class for creating vector stores.` python/composio/local_tools/embedtool/actions/create_vectorstore.py Added a new action class `CreateVectorstore` for creating vector stores.	+79/-0
main.py `New image search script using CrewAI.` python/examples/image_search/image_search_crewai/main.py - Added a new script for image search using CrewAI.	+73/-0
main.py `New image search script using LangChain.` python/examples/image_search/image_search_langchain/main.py - Added a new script for image search using LangChain.	+60/-0
main.py `New image search script using LlamaIndex.` python/examples/image_search/image_search_llamaindex/main.py - Added a new script for image search using LlamaIndex.	+65/-0
main.py `New image search script using Autogen.` python/examples/image_search/image_search_autogen/main.py - Added a new script for image search using Autogen.	+55/-0
main.py `New SQL agent script using Autogen.` python/examples/sql_agent/sql_agent_plotter_autogen/main.py - Added a new script for SQL agent using Autogen.	+38/-0
local_handler.py `Added EmbedTool to local tools.` python/composio/client/local_handler.py - Added `EmbedTool` to the list of local tools.	+2/-0
tool.py `New tool class for embedding images.` python/composio/local_tools/embedtool/tool.py Added a new tool class `EmbedTool` for embedding images and finding images with text.	+15/-0
__init__.py `Added imports for vector store actions.` python/composio/local_tools/embedtool/actions/__init__.py - Added imports for `CreateVectorstore` and `QueryVectorstore`.	+2/-0
__init__.py `Added import for EmbedTool.` python/composio/local_tools/embedtool/__init__.py - Added import for `EmbedTool`.	+1/-0
docstore.json `Add docstore JSON with image metadata and data` python/examples/image_search/image_search_langchain/animals/docstore.json Added a JSON file containing metadata and data for image nodes. Includes information about various images such as cat, fox, frog, horse, and squirrel.	+1/-0
image__vector_store.json `Add empty image vector store JSON for CrewAI` python/examples/image_search/image_search_crewai/animals/image__vector_store.json - Added an empty JSON file for image vector store.	+1/-0
image__vector_store.json `Add empty image vector store JSON for AutoGen` python/examples/image_search/image_search_autogen/animals/image__vector_store.json - Added an empty JSON file for image vector store.	+1/-0
image__vector_store.json `Add empty image vector store JSON for LangChain` python/examples/image_search/image_search_langchain/animals/image__vector_store.json - Added an empty JSON file for image vector store.	+1/-0
graph_store.json `Add empty graph store JSON for LlamaIndex` python/examples/image_search/image_search_llamaindex/animals/graph_store.json - Added an empty JSON file for graph store.	+1/-0
graph_store.json `Add empty graph store JSON for CrewAI` python/examples/image_search/image_search_crewai/animals/graph_store.json - Added an empty JSON file for graph store.	+1/-0
graph_store.json `Add empty graph store JSON for AutoGen` python/examples/image_search/image_search_autogen/animals/graph_store.json - Added an empty JSON file for graph store.	+1/-0
graph_store.json `Add empty graph store JSON for LangChain` python/examples/image_search/image_search_langchain/animals/graph_store.json - Added an empty JSON file for graph store.	+1/-0

Tests

1 files

test.py

New test script for image search using LangChain.

python/examples/image_search/image_search_langchain/test.py - Added a new test script for image search using LangChain.

+28/-0

Configuration changes

10 files

setup.sh `New setup script for image search using LlamaIndex.` python/examples/image_search/image_search_llamaindex/setup.sh - Added a setup script for image search using LlamaIndex.	+34/-0
setup.sh `New setup script for SQL agent using Autogen.` python/examples/sql_agent/sql_agent_plotter_autogen/setup.sh - Added a setup script for SQL agent using Autogen.	+34/-0
setup.sh `New setup script for image search using CrewAI.` python/examples/image_search/image_search_crewai/setup.sh - Added a setup script for image search using CrewAI.	+34/-0
setup.sh `New setup script for image search using Autogen.` python/examples/image_search/image_search_autogen/setup.sh - Added a setup script for image search using Autogen.	+34/-0
setup.sh `New setup script for image search using LangChain.` python/examples/image_search/image_search_langchain/setup.sh - Added a setup script for image search using LangChain.	+34/-0
.env.example `Add example environment variables for SQL agent plotter` python/examples/sql_agent/sql_agent_plotter_autogen/.env.example Added example environment variables for SQL agent plotter. Includes placeholders for OpenAI and Composio API keys.	+2/-0
.env.example `Add example environment variables for image search with LlamaIndex` python/examples/image_search/image_search_llamaindex/.env.example Added example environment variables for image search with LlamaIndex. Includes placeholders for OpenAI and Composio API keys.	+2/-0
.env.example `Add example environment variables for image search with CrewAI` python/examples/image_search/image_search_crewai/.env.example Added example environment variables for image search with CrewAI. Includes placeholders for OpenAI and Composio API keys.	+2/-0
.env.example `Add example environment variables for image search with AutoGen` python/examples/image_search/image_search_autogen/.env.example Added example environment variables for image search with AutoGen. Includes placeholders for OpenAI and Composio API keys.	+2/-0
.env.example `Add example environment variables for image search with LangChain` python/examples/image_search/image_search_langchain/.env.example Added example environment variables for image search with LangChain. Includes placeholders for OpenAI and Composio API keys.	+2/-0

Dependencies

14 files

docstore.json `New docstore JSON file for image search using LlamaIndex.` python/examples/image_search/image_search_llamaindex/animals/docstore.json - Added a new docstore JSON file for image search using LlamaIndex.	+1/-0
docstore.json `New docstore JSON file for image search using CrewAI.` python/examples/image_search/image_search_crewai/animals/docstore.json - Added a new docstore JSON file for image search using CrewAI.	+1/-0
docstore.json `New docstore JSON file for image search using Autogen.` python/examples/image_search/image_search_autogen/animals/docstore.json - Added a new docstore JSON file for image search using Autogen.	+1/-0
docstore.json `New docstore JSON file for image search using LangChain.` python/examples/image_search/image_search_langchain/animals/docstore.json - Added a new docstore JSON file for image search using LangChain.	+1/-0
index_store.json `New index store JSON file for image search using LlamaIndex.` python/examples/image_search/image_search_llamaindex/animals/index_store.json Added a new index store JSON file for image search using LlamaIndex.	+1/-0
index_store.json `New index store JSON file for image search using CrewAI.` python/examples/image_search/image_search_crewai/animals/index_store.json - Added a new index store JSON file for image search using CrewAI.	+1/-0
index_store.json `New index store JSON file for image search using Autogen.` python/examples/image_search/image_search_autogen/animals/index_store.json - Added a new index store JSON file for image search using Autogen.	+1/-0
index_store.json `New index store JSON file for image search using LangChain.` python/examples/image_search/image_search_langchain/animals/index_store.json Added a new index store JSON file for image search using LangChain.	+1/-0
requirements.txt `New requirements file for image search using LlamaIndex.` python/examples/image_search/image_search_llamaindex/requirements.txt - Added a new requirements file for image search using LlamaIndex.	+9/-0
image__vector_store.json `New image vector store JSON file for image search using LlamaIndex.` python/examples/image_search/image_search_llamaindex/animals/image__vector_store.json Added a new image vector store JSON file for image search using LlamaIndex.	+1/-0
requirements.txt `Add requirements for image search with CrewAI` python/examples/image_search/image_search_crewai/requirements.txt Added requirements file for image search using CrewAI. Lists dependencies including llama-index, chromadb, and sentence-transformers.	+10/-0
requirements.txt `Add requirements for image search with LangChain` python/examples/image_search/image_search_langchain/requirements.txt Added requirements file for image search using LangChain. Lists dependencies including llama-index, chromadb, and sentence-transformers.	+9/-0
requirements.txt `Add requirements for image search with AutoGen` python/examples/image_search/image_search_autogen/requirements.txt Added requirements file for image search using AutoGen. Lists dependencies including llama-index, chromadb, and sentence-transformers.	+9/-0
requirements.txt `Add requirements for SQL agent plotter with AutoGen` python/examples/sql_agent/sql_agent_plotter_autogen/requirements.txt Added requirements file for SQL agent plotter using AutoGen. Lists dependencies including composio-core, dotenv, and langchain-openai.	+5/-0

Documentation

6 files

readme.md `New README file for image search using LlamaIndex.` python/examples/image_search/image_search_llamaindex/readme.md - Added a new README file for image search using LlamaIndex.	+31/-0
readme.md `New README file for image search using CrewAI.` python/examples/image_search/image_search_crewai/readme.md - Added a new README file for image search using CrewAI.	+31/-0
readme.md `New README file for image search using Autogen.` python/examples/image_search/image_search_autogen/readme.md - Added a new README file for image search using Autogen.	+31/-0
readme.md `New README file for image search using LangChain.` python/examples/image_search/image_search_langchain/readme.md - Added a new README file for image search using LangChain.	+31/-0
readme.md `New README file for image search.` python/examples/image_search/readme.md - Added a new README file for image search.	+31/-0
readme.md `New README file for SQL agent using Autogen.` python/examples/sql_agent/sql_agent_plotter_autogen/readme.md - Added a new README file for SQL agent using Autogen.	+31/-0

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PR Code Suggestions ✨

Category	Suggestion	Score
Maintainability	Improve variable naming for clarity and maintainability ___ Use a more descriptive variable name than `tmpl` to enhance code readability and maintainability. [python/examples/swe/evaluation/run_evaluation.py [75-82]](https://github.com/ComposioHQ/composio/pull/228/files#diff-f43b915affdcb62ed07dc2588916a62a970eedb5254be51ee1b86e860c789513R75-R82) ```diff -tmpl = "" +message_template = "" if hints: - tmpl = f"Here are few hints to solve the issue described in problem_statement {hints}" -tmpl += f"""\n\n + message_template = f"Here are few hints to solve the issue described in problem_statement {hints}" +message_template += f"""\n\n Here is the issue, that you have to solve all ob your own {problem_statement} """ ``` - [ ] Apply this suggestion Suggestion importance[1-10]: 9 Why: Using a more descriptive variable name like `message_template` significantly enhances code readability and maintainability, making it easier for future developers to understand the code.	9
	Use a variable for the current time to reduce redundancy and potential errors ___ Replace the direct string manipulation for formatting the date and time in the file path with a variable that can be reused to avoid redundancy and potential errors in multiple uses. [python/examples/swe/evaluation/run_evaluation.py [96-97]](https://github.com/ComposioHQ/composio/pull/228/files#diff-f43b915affdcb62ed07dc2588916a62a970eedb5254be51ee1b86e860c789513R96-R97) ```diff -task_output_dir = script_dir / Path(TASK_OUTPUT_PATH + "_" + datetime.datetime.now().strftime("%Y-%m-%d_%H-%M-%S")) +current_time = datetime.datetime.now().strftime("%Y-%m-%d_%H-%M-%S") +task_output_dir = script_dir / Path(f"{TASK_OUTPUT_PATH}_{current_time}") ``` - [ ] Apply this suggestion Suggestion importance[1-10]: 8 Why: This suggestion improves code maintainability by reducing redundancy and potential errors, making the code easier to read and modify.	8
	Refactor the code to separate environment variable retrieval from object instantiation ___ Refactor the instantiation of `ChatOpenAI` to separate the retrieval of environment variables from the object creation for better code clarity and maintainability. [python/examples/investment_analysis/main.py [13-15]](https://github.com/ComposioHQ/composio/pull/228/files#diff-2fd10c07a280c49da2044f711aecd1b837b99dfb6bc6400e2ea91f3b15d611c6R13-R15) ```diff +openai_api_key = os.getenv("OPENAI_API_KEY", "default_key") llm = ChatOpenAI( - openai_api_key=os.getenv("OPENAI_API_KEY", "default_key"), model_name="gpt-4o" + openai_api_key=openai_api_key, model_name="gpt-4o" ) ``` - [ ] Apply this suggestion Suggestion importance[1-10]: 6 Why: This suggestion enhances code readability and maintainability by separating concerns, although it does not address critical issues.	6
	Improve readability by using multiline strings for long messages ___ To enhance readability and maintainability, consider using a multiline string for long messages in the `system_message` parameter. [python/examples/sql_agent/sql_agent_plotter_autogen/main.py [12-15]](https://github.com/ComposioHQ/composio/pull/228/files#diff-47d12c8abd79df328719bc90d24b396b4df88f78eac36d601cadff56db769b09R12-R15) ```diff chatbot = AssistantAgent( "chatbot", - system_message="Reply TERMINATE when the task is done or user's content is empty", + system_message=("Reply TERMINATE when the task is done or " + "user's content is empty"), llm_config=llm_config, ) ``` - [ ] Apply this suggestion Suggestion importance[1-10]: 6 Why: This suggestion improves code readability and maintainability by making long strings easier to read and manage. However, it is not crucial for functionality.	6
Security	Improve security by removing the hardcoded default API key ___ Consider using a more secure method to handle the default API key. Using a hardcoded default key in the source code can lead to security risks if the code is exposed. Instead, it's better to handle such cases through environment configurations or secure vault solutions. [python/examples/investment_analysis/main.py [13-15]](https://github.com/ComposioHQ/composio/pull/228/files#diff-2fd10c07a280c49da2044f711aecd1b837b99dfb6bc6400e2ea91f3b15d611c6R13-R15) ```diff llm = ChatOpenAI( - openai_api_key=os.getenv("OPENAI_API_KEY", "default_key"), model_name="gpt-4o" + openai_api_key=os.getenv("OPENAI_API_KEY"), model_name="gpt-4o" ) ``` - [ ] Apply this suggestion Suggestion importance[1-10]: 9 Why: This suggestion addresses a significant security concern by removing the hardcoded default API key, which could lead to potential exposure if the code is compromised.	9
Security	Improve the security of API key handling by using dotenv for environment variables ___ Consider using a more secure method to handle sensitive information like API keys, instead of directly accessing them through `os.environ`. Utilizing `dotenv` to load environment variables and then accessing them securely can prevent accidental exposure. [python/examples/sql_agent/sql_agent_plotter_autogen/main.py [8-9]](https://github.com/ComposioHQ/composio/pull/228/files#diff-47d12c8abd79df328719bc90d24b396b4df88f78eac36d601cadff56db769b09R8-R9) ```diff +dotenv.load_dotenv() # Ensure environment variables are loaded llm_config = { - "config_list": [{"model": "gpt-4o", "api_key": os.environ["OPENAI_API_KEY"]}] + "config_list": [{"model": "gpt-4o", "api_key": os.getenv("OPENAI_API_KEY")}] } ``` - [ ] Apply this suggestion Suggestion importance[1-10]: 9 Why: This suggestion enhances security by preventing accidental exposure of sensitive information like API keys. Using `dotenv` to load environment variables is a best practice for handling such data securely.	9
Possible bug	Add error handling for missing OPENAI_API_KEY environment variable ___ The instantiation of `ChatOpenAI` should explicitly handle the case where the environment variable `OPENAI_API_KEY` is not set. This can prevent runtime errors in environments where the variable might be missing. [python/examples/investment_analysis/main.py [13-15]](https://github.com/ComposioHQ/composio/pull/228/files#diff-2fd10c07a280c49da2044f711aecd1b837b99dfb6bc6400e2ea91f3b15d611c6R13-R15) ```diff +api_key = os.getenv("OPENAI_API_KEY") +if not api_key: + raise ValueError("OPENAI_API_KEY environment variable is not set.") llm = ChatOpenAI( - openai_api_key=os.getenv("OPENAI_API_KEY", "default_key"), model_name="gpt-4o" + openai_api_key=api_key, model_name="gpt-4o" ) ``` - [ ] Apply this suggestion Suggestion importance[1-10]: 8 Why: This suggestion improves robustness by ensuring that the application fails gracefully if the required environment variable is not set, preventing potential runtime errors.	8
Possible issue	Add error handling for environment variable access to prevent runtime errors ___ It's recommended to handle potential exceptions when accessing environment variables which might not be set, to avoid `KeyError`. [python/examples/sql_agent/sql_agent_plotter_autogen/main.py [26]](https://github.com/ComposioHQ/composio/pull/228/files#diff-47d12c8abd79df328719bc90d24b396b4df88f78eac36d601cadff56db769b09R26-R26) ```diff -composio_toolset = ComposioToolSet(api_key=os.environ["COMPOSIO_API_KEY"]) +try: + api_key = os.environ["COMPOSIO_API_KEY"] +except KeyError: + print("Error: 'COMPOSIO_API_KEY' not found in environment variables.") + api_key = None # or handle as appropriate +composio_toolset = ComposioToolSet(api_key=api_key) ``` - [ ] Apply this suggestion Suggestion importance[1-10]: 8 Why: This suggestion addresses a potential runtime issue by adding error handling for environment variable access, which can prevent the application from crashing due to a missing environment variable.	8
Best practice	Improve path handling by using `os.path.join` ___ Replace the string concatenation with a more robust path handling using `os.path.join` to ensure the path is correctly formed across different operating systems. [python/examples/swe/evaluation/run_evaluation.py [96-97]](https://github.com/ComposioHQ/composio/pull/228/files#diff-f43b915affdcb62ed07dc2588916a62a970eedb5254be51ee1b86e860c789513R96-R97) ```diff -task_output_dir = script_dir / Path(TASK_OUTPUT_PATH + "_" + datetime.datetime.now().strftime("%Y-%m-%d_%H-%M-%S")) +task_output_dir = os.path.join(script_dir, f"{TASK_OUTPUT_PATH}_{datetime.datetime.now().strftime('%Y-%m-%d_%H-%M-%S')}") ``` - [ ] Apply this suggestion Suggestion importance[1-10]: 7 Why: Using `os.path.join` can improve cross-platform compatibility, but the existing code using `Path` from `pathlib` is already robust and cross-platform. The suggestion is correct but not crucial.	7
Enhancement	Enhance flexibility by externalizing the model name configuration ___ The `ChatOpenAI` constructor call uses a hardcoded model name, which could limit flexibility. Consider externalizing this configuration to an environment variable or a configuration file. [python/examples/investment_analysis/main.py [13-15]](https://github.com/ComposioHQ/composio/pull/228/files#diff-2fd10c07a280c49da2044f711aecd1b837b99dfb6bc6400e2ea91f3b15d611c6R13-R15) ```diff llm = ChatOpenAI( - openai_api_key=os.getenv("OPENAI_API_KEY", "default_key"), model_name="gpt-4o" + openai_api_key=os.getenv("OPENAI_API_KEY", "default_key"), model_name=os.getenv("OPENAI_MODEL_NAME", "gpt-4o") ) ``` - [ ] Apply this suggestion Suggestion importance[1-10]: 7 Why: This suggestion increases the flexibility of the code by allowing the model name to be configured externally, which can be useful in different deployment environments.	7
Performance	Suggest using a more efficient data structure for metadata and document storage ___ Consider using a more compact and normalized data structure for storing metadata and document information. The current structure is deeply nested and repetitive, which could lead to higher memory usage and slower access times. A relational or tabular format might be more efficient, especially if the data size grows. [python/examples/image_search/image_search_llamaindex/animals/docstore.json [1]](https://github.com/ComposioHQ/composio/pull/228/files#diff-14e0cccb36e51e401c26421e2c086b14f14a8d87c68bc23b8d862b49cf5cabd8R1-R1) ```diff -{"docstore/metadata": {"dbbd562e-6d1e-49d1-a378-4d90b6834387": {"doc_hash": "3ea8b9498c8bbae9b13a03c40dfe8e93c8b29d010147ef93c78c5a8492dd11d5"}, "0634b310-e7b2-4a0c-8db5-6bd1da939beb": {"doc_hash": "a0b9decc518f0bcc039e97e6f000f9a77f328521f8f6afff2ee41dcec20683f2"}, ...}} +{"docstore": {"metadata": [{"doc_id": "dbbd562e-6d1e-49d1-a378-4d90b6834387", "doc_hash": "3ea8b9498c8bbae9b13a03c40dfe8e93c8b29d010147ef93c78c5a8492dd11d5"}, {"doc_id": "0634b310-e7b2-4a0c-8db5-6bd1da939beb", "doc_hash": "a0b9decc518f0bcc039e97e6f000f9a77f328521f8f6afff2ee41dcec20683f2"}, ...]}} ``` Suggestion importance[1-10]: 7 Why: The suggestion to use a more compact and normalized data structure addresses potential performance issues related to memory usage and access times. However, it does not provide a concrete implementation or consider the specific requirements and constraints of the existing system.	7

⏱️ Estimated effort to review [1-5]	4
🧪 Relevant tests	No
🔒 Security concerns	No explicit security vulnerabilities are introduced in the PR code. However, the lack of validation for environment variables (like API keys) could potentially lead to issues if not handled properly. It's recommended to add checks to ensure that necessary environment variables are set before proceeding with their usage.
⚡ Key issues to review	Code Consistency: The PR includes a mix of single and double quotes for strings across different files. It's recommended to maintain consistency, preferably using double quotes as per Python's PEP 8 guidelines.
	Comment Clarity: Some comments are vague, such as 'this is a step_callback function -->'. More descriptive comments could enhance understandability.
	Error Handling: There is no explicit error handling in the new action classes and methods. Consider adding try-except blocks or checks to handle potential exceptions gracefully.
	Logging: The use of logging is inconsistent. Some files use the `logger` object, while others use print statements. It's advisable to standardize logging practices across all modules for better maintainability and debugging.
	Security Concerns: The script includes reading API keys from environment variables but does not check if these keys are actually provided or valid. This could lead to runtime errors or security issues if the keys are not set properly.

ComposioHQ / composio

Fix: Image Embed Agent #228

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Description

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