OpenHands/evaluation/README.md
super-dainiu ebafb702e5
Add ML-Bench Evaluation with OpenDevin (#2015)
* add ml-bench w/o exec env

* fix typos (#1956)

no functional change

* Refactored Logs (#1939)

* [Feat] A competitive Web Browsing agent (#1856)

* initial attempt at a browsing only agent

* add browsing agent

* update

* implement agent

* update

* fix comments

* remove unnecessary things from memory extras

* update image processing

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Co-authored-by: Yufan Song <33971064+yufansong@users.noreply.github.com>

* Update README.md SWE-bench score (#1959)

* Update README.md SWE-bench score

Our most recent results on swe-bench lite are 25%, so this updates the README accordingly.

* Update

* fix: llm is_local function logic error (#1961)

Co-authored-by: மனோஜ்குமார் பழனிச்சாமி <smartmanoj42857@gmail.com>

* doc: update documentation about poetry update (#1962)

* add doc

* Update Development.md

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Co-authored-by: Boxuan Li <liboxuan@connect.hku.hk>

* feat: add metrics related to cost for better observability (#1944)

* add metrics for total_cost

* make lint

* refact codeact

* change metrics into llm

* add costs list, add into state

* refactor log completion

* refactor and test others

* make lint

* Update opendevin/core/metrics.py

Co-authored-by: Boxuan Li <liboxuan@connect.hku.hk>

* Update opendevin/llm/llm.py

Co-authored-by: Xingyao Wang <xingyao6@illinois.edu>

* refactor

* add code

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Co-authored-by: Boxuan Li <liboxuan@connect.hku.hk>
Co-authored-by: Xingyao Wang <xingyao6@illinois.edu>

* doc: add more cmd in unit test documentation (#1963)

* --- (#1975)

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* --- (#1976)

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* Logging security (#1943)

* update .gitignore

* Rename the confusing 'INFO' style to 'DETAIL'

* override str and repr

* feat: api_key desensitize

* feat: add SensitiveDataFilter in file handler

* tweak regex, add tests

* more tweaks, include other attrs

* add env vars, those with equivalent config

* fix tests

* tests are invaluable

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* --- (#1967)

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* Refactor session management (#1810)

* refactor session mgmt

* defer file handling to runtime

* add todo

* refactor sessions a bit more

* remove messages logic from FE

* fix up socket handshake

* refactor frontend auth a bit

* first pass at redoing file explorer

* implement directory suffix

* fix up file tree

* close agent on websocket close

* remove session saving

* move file refresh

* remove getWorkspace

* plumb path/code differently

* fix build issues

* fix the tests

* fix npm build

* add session rehydration

* fix event serialization

* logspam

* fix user message rehydration

* add get_event fn

* agent state restoration

* change history tracking for codeact

* fix responsiveness of init

* fix lint

* lint

* delint

* fix prop

* update tests

* logspam

* lint

* fix test

* revert codeact

* change fileService to use API

* fix up session loading

* delint

* delint

* fix integration tests

* revert test

* fix up access to options endpoints

* fix initial files load

* delint

* fix file initialization

* fix mock server

* fixl int

* fix auth for html

* Update frontend/src/i18n/translation.json

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* refactor sessions and sockets

* avoid reinitializing the same session

* fix reconnect issue

* change up intro message

* more guards on reinit

* rename agent_session

* delint

* fix a bunch of tests

* delint

* fix last test

* remove code editor context

* fix build

* fix any

* fix dot notation

* Update frontend/src/services/api.ts

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* fix up error handling

* Update opendevin/server/session/agent.py

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* Update opendevin/server/session/agent.py

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* Update frontend/src/services/session.ts

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* fix build errs

* fix else

* add closed state

* delint

* Update opendevin/server/session/session.py

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---------

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* fix #1960 (#1964)

* Add ruff for shared mutable defaults (B) (#1938)

* Add ruff for shared mutable defaults (B)

* Apply B006, B008 on current files, except fast API

* Update agenthub/SWE_agent/prompts.py

Co-authored-by: Graham Neubig <neubig@gmail.com>

* fix unintended behavior change

* this is correct, tell Ruff to leave it alone

---------

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Co-authored-by: Boxuan Li <liboxuan@connect.hku.hk>

* Refactor integration testing CI, add optional Mac tests, and mark a few agents as deprecated (#1888)

* Add MacOS to integration tests

* Switch back to python 3.11

* Install Docker for macos pipeline

* regenerate.sh: Use environmental variable for sandbox type

* Pack different agents' tests into a single check

* Fix CodeAct tests

* Reduce file match and extensive debug logs

* Add TEST_IN_CI mode that reports codecov

* Small fix: don't quit if reusing old responses failed

* Merge codecov results

* Fix typos

* Remove coverage merge step - codecov automatically does that

* Make mac integration tests as optional - too slow

* Fix codecov args

* Add comments in yaml

* Include sandbox type in codecov report name

* Fix codecov report merge

* Revert renaming of test_matrix_success

* Remove SWEAgent and PlannerAgent from tests

* Mark planner agent and SWE agent as deprecated

* CodeCov: Ignore planner and sweagent

* Revert "Remove SWEAgent and PlannerAgent from tests"

This reverts commit 040cb3bfb9496090d4516f7b45f38376f95de7be.

* Remove all tests for SWE Agent

* Only keep basic tests for MonologueAgent and PlannerAgent

* Mark SWE Agent as deprecated, and ignore code coverage for it

---------

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* Fix Repeated Responses in Chat by Adding IPythonRunCellObservation (#1987)

Co-authored-by: jianghongwei <jianghongwei@58.com>
Co-authored-by: மனோஜ்குமார் பழனிச்சாமி <smartmanoj42857@gmail.com>

* Save CI cycles for backend tests (#1985)

* Fix typo in prompt (#1992)

* Refactor monologue and SWE agent to use the messages in state history (#1863)

* Refactor monologue to use the messages in state history

* add messages, clean up

* fix monologue

* update integration tests

* move private method

* update SWE agent to use the history from State

* integration tests for SWE agent

* rename monologue to initial_thoughts, since that is what it is

* fix: catch session file not existed exception when init EventStream(maybe creating a new session with no session files stored). (#1994)

* add ml-bench in readme

* Bump boto3 from 1.34.110 to 1.34.111 (#2001)

Bumps [boto3](https://github.com/boto/boto3) from 1.34.110 to 1.34.111.
- [Release notes](https://github.com/boto/boto3/releases)
- [Changelog](https://github.com/boto/boto3/blob/develop/CHANGELOG.rst)
- [Commits](https://github.com/boto/boto3/compare/1.34.110...1.34.111)

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* Bump docker from 7.0.0 to 7.1.0 (#2002)

Bumps [docker](https://github.com/docker/docker-py) from 7.0.0 to 7.1.0.
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* Bump litellm from 1.37.20 to 1.38.0 (#2005)

Bumps [litellm](https://github.com/BerriAI/litellm) from 1.37.20 to 1.38.0.
- [Release notes](https://github.com/BerriAI/litellm/releases)
- [Commits](https://github.com/BerriAI/litellm/compare/v1.37.20...v1.38.0)

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* Fix SWE-Bench evaluation due to setuptools version (#1995)

* correctly setup plugins for swebench eval

* bump swe-bench version and add logging

* Revert "correctly setup plugins for swebench eval"

This reverts commit 2bd10556739e2af602ea85371b976390f7c48077.

* bump version

* fix session state after resuming (#1999)

* fix state resuming

* fix session reconnection

* fix lint

* Implement `agentskills` for OpenDevin to helpfully improve edit AND including more useful tools/skills (#1941)

* add draft for skills

* Implement and test agentskills functions: open_file, goto_line, scroll_down, scroll_up, create_file, search_dir, search_file, find_file

* Remove new_sample.txt file

* add some work from opendevin w/ fixes

* Add unit tests for agentskills module

* fix some issues and updated tests

* add more tests for open

* tweak and handle goto_line

* add tests for some edge cases

* add tests for scrolling

* add tests for edit

* add tests for search_dir

* update tests to use pytest

* use pytest --forked to avoid file op unit tests to interfere with each other via global var

* update doc based on swe agent tool

* update and add tests for find_file and search_file

* move agent_skills to plugins

* add agentskills as plugin and docs

* add agentskill to ssh box and fix sandbox integration

* remove extra returns in doc

* add agentskills to initial tool for jupyter

* support re-init jupyter kernel (for agentskills) after restart

* fix print window's issue with indentation and add testcases

* add prompt for codeact with the newest edit primitives

* modify the way line number is presented (remove leading space)

* change prompt to the newest display format

* support tracking of costs via metrics

* Update opendevin/runtime/plugins/agent_skills/README.md

* Update opendevin/runtime/plugins/agent_skills/README.md

* implement and add tests for py linting

* remove extra text arg for incompatible subprocess ver

* remove sample.txt

* update test_edits integration tests

* fix all integration

* Update opendevin/runtime/plugins/agent_skills/README.md

* Update opendevin/runtime/plugins/agent_skills/README.md

* Update opendevin/runtime/plugins/agent_skills/README.md

* Update agenthub/codeact_agent/prompt.py

Co-authored-by: Boxuan Li <liboxuan@connect.hku.hk>

* Update agenthub/codeact_agent/prompt.py

Co-authored-by: Boxuan Li <liboxuan@connect.hku.hk>

* Update agenthub/codeact_agent/prompt.py

Co-authored-by: Boxuan Li <liboxuan@connect.hku.hk>

* Update opendevin/runtime/plugins/agent_skills/agentskills.py

Co-authored-by: Boxuan Li <liboxuan@connect.hku.hk>

* correctly setup plugins for swebench eval

* bump swe-bench version and add logging

* correctly setup plugins for swebench eval

* bump swe-bench version and add logging

* Revert "correctly setup plugins for swebench eval"

This reverts commit 2bd10556739e2af602ea85371b976390f7c48077.

* bump version

* remove _AGENT_SKILLS_DOCS

* move flake8 to test dep

* update poetry.lock

* remove extra arg

* reduce max iter for eval

* update poetry

* fix integration tests

---------

Co-authored-by: OpenDevin <opendevin@opendevin.ai>
Co-authored-by: Engel Nyst <enyst@users.noreply.github.com>
Co-authored-by: Boxuan Li <liboxuan@connect.hku.hk>

* build: Add poetry command to use Python 3.11 for environment setup (#1972)

* Bump @react-types/shared from 3.23.0 to 3.23.1 in /frontend (#2006)

Bumps [@react-types/shared](https://github.com/adobe/react-spectrum) from 3.23.0 to 3.23.1.
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* Bump @types/react-syntax-highlighter in /frontend (#2007)

Bumps [@types/react-syntax-highlighter](https://github.com/DefinitelyTyped/DefinitelyTyped/tree/HEAD/types/react-syntax-highlighter) from 15.5.11 to 15.5.13.
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* Bump @typescript-eslint/parser from 7.9.0 to 7.10.0 in /frontend (#2008)

Bumps [@typescript-eslint/parser](https://github.com/typescript-eslint/typescript-eslint/tree/HEAD/packages/parser) from 7.9.0 to 7.10.0.
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* Bump lint-staged from 15.2.2 to 15.2.4 in /frontend (#2009)

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* Update README.md

* Update README.md

* add run_infer.sh

* fix input output

* fix docker sandbox

* fix run

* update and clean run_infer.py

* add script to clean up dockers

* update repo uid

* add description

* new

* Update README.md

* use root for sandbox

* update readme

* update ml-bench conda env

* update readme

* update readme

* use try except

* modify raise exception

* add int

* update README

* longer time

* fix existing issues

* fix existing issue

* new docker image

* add metrics of cost

* add result parsing cost

* fix

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# Evaluation
This folder contains code and resources to run experiments and evaluations.
## Logistics
To better organize the evaluation folder, we should follow the rules below:
- Each subfolder contains a specific benchmark or experiment. For example, `evaluation/swe_bench` should contain
all the preprocessing/evaluation/analysis scripts.
- Raw data and experimental records should not be stored within this repo.
- For model outputs, they should be stored at [this huggingface space](https://huggingface.co/spaces/OpenDevin/evaluation) for visualization.
- Important data files of manageable size and analysis scripts (e.g., jupyter notebooks) can be directly uploaded to this repo.
## Supported Benchmarks
- SWE-Bench: [`evaluation/swe_bench`](./swe_bench)
- ML-Bench: [`evaluation/ml_bench`](./ml_bench)
- HumanEvalFix: [`evaluation/humanevalfix`](./humanevalfix)
- GAIA: [`evaluation/gaia`](./gaia)
- Entity deduction Arena (EDA): [`evaluation/EDA`](./EDA)
- MINT: [`evaluation/mint`](./mint)
- AgentBench: [`evaluation/agent_bench`](./agent_bench)
- BIRD: [`evaluation/bird`](./bird)
- LogicReasoning: [`evaluation/logic_reasoning`](./logic_reasoning)
### Result Visualization
Check [this huggingface space](https://huggingface.co/spaces/OpenDevin/evaluation) for visualization of existing experimental results.
### Upload your results
You can start your own fork of [our huggingface evaluation outputs](https://huggingface.co/spaces/OpenDevin/evaluation) and submit a PR of your evaluation results to our hosted huggingface repo via PR following the guide [here](https://huggingface.co/docs/hub/en/repositories-pull-requests-discussions#pull-requests-and-discussions).