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Roland Minrui 6f3a44c18a fix: add spec for hyperparameters in task design and coder (#995)
* init commit

* remove the 5-fold spec from prompts

* refine the hyperparameter specification

* do not sample data

* a small spelling issue

* refine prompt to avoid submission cheating

* do not sample data

* simplify code

* refine the coder evaluator prompt

* refine wording

* remove runtime from proposal

* refine wording

* refine prompt

* add gpu info in runtime_info.py

* modify the spec

* add router and add refinement exp gen

* fix prompt bug

* use rule-based logic for router

* complete the prompt

* fix circular import bug

* fix bug

* make refine_decision optional

* update pipeline prompts: (1) add scenary: in an iterative cooding loop and use sample datasets (2)add some generation tops in coding (3)add evaluation guidelines in evaluation (4)polish the json schema and description

* fix a small bug

* fix a small bug

* rdagent/scenarios/data_science/loop.py back to the original version

* refactor: replace _get_exp_gen with default_exp_gen for exp generation

* import

* refactor: make the __init__ back to main

* fix small bugs

* fix bugs for proposal_version

* move refine into runner

* check early stop

* EDA improvement & coder classes number

* fix CI

* slightly refine the prompt

* remove rule_base_eval and remove useless prompt

---------

Co-authored-by: Xu <v-xuminrui@microsoft.com>
Co-authored-by: TPLin22 <tplin2@163.com>
Co-authored-by: amstrongzyf <amstrongzyf@126.com>
Co-authored-by: Xu Yang <peteryang@vip.qq.com>
Co-authored-by: Xu Yang <xuyang1@microsoft.com>
Co-authored-by: Young <afe.young@gmail.com>
2025-07-08 15:22:39 +08:00

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# Global configs:
MAX_RETRY=12000
RETRY_WAIT_SECONDS=5
TIMEOUT_FAIL_LIMIT=100
# litellm
# CHAT_MODEL=gpt-4o
# CHAT_TEMPERATURE=0.7
CHAT_STREAM=False
CHAT_TEMPERATURE=1
CHAT_MODEL=o1-preview
SYSTEM_PROMPT_ROLE=user
BACKEND=rdagent.oai.backend.LiteLLMAPIBackend
OPENAI_API_KEY=sk-1234
OPENAI_API_BASE=http://ep14.213428.xyz:38881
# amc chat model configs:
EMBEDDING_MODEL=text-embedding-ada-002
# Cache Setting (Optional):
DUMP_CHAT_CACHE=True
USE_CHAT_CACHE=False
DUMP_EMBEDDING_CACHE=True
USE_EMBEDDING_CACHE=False
LOG_LLM_CHAT_CONTENT=True
DS_LOCAL_DATA_PATH=/home/shared/RD-Agent/kaggle
DS_IF_USING_MLE_DATA=True
PICKLE_CACHE_FOLDER_PATH_STR=./log/pickle_cache
CACHE_WITH_PICKLE=False
ENABLE_CACHE=False
PROMPT_CACHE_PATH=./log/prompt_cache.db
DS_CODER_COSTEER_ENV_TYPE=conda
# DS_PROPOSAL_VERSION=v2 deprecated
DS_CODER_ON_WHOLE_PIPELINE=True
COSTEER_V2_QUERY_FORMER_TRACE_LIMIT=3
# export PYTHONPATH=. # this is for running researcher branch;