mirror of
https://github.com/NicolasBohn/NexQuant.git
synced 2026-07-28 16:07:46 +00:00
Xu Yang
1a44a954df
* fix several task & integrate deepseek R1 * fix CI --------- Co-authored-by: Xu Yang <xuyang1@microsoft.com>
45 lines
1.6 KiB
Python
45 lines
1.6 KiB
Python
import pickle
|
|
import site
|
|
import traceback
|
|
from pathlib import Path
|
|
from typing import Dict, Optional
|
|
|
|
from rdagent.components.coder.CoSTEER.task import CoSTEERTask
|
|
from rdagent.core.experiment import Experiment, FBWorkspace
|
|
from rdagent.core.utils import cache_with_pickle
|
|
from rdagent.oai.llm_utils import md5_hash
|
|
from rdagent.utils.env import DockerEnv, DSDockerConf
|
|
|
|
|
|
# Because we use isinstance to distinguish between different types of tasks, we need to use sub classes to represent different types of tasks
|
|
class ModelTask(CoSTEERTask):
|
|
def __init__(
|
|
self,
|
|
name: str,
|
|
description: str,
|
|
architecture: str = "",
|
|
*args,
|
|
hyperparameters: Dict[str, str] = {},
|
|
model_type: Optional[str] = None,
|
|
**kwargs,
|
|
) -> None:
|
|
self.architecture: str = architecture
|
|
self.hyperparameters: str = hyperparameters
|
|
self.model_type: str | None = (
|
|
model_type # Tabular for tabular model, TimesSeries for time series model, Graph for graph model, XGBoost for XGBoost model
|
|
# TODO: More Models Supported
|
|
)
|
|
super().__init__(name=name, description=description, *args, **kwargs)
|
|
|
|
def get_task_information(self):
|
|
task_desc = f"""name: {self.name}
|
|
description: {self.description}
|
|
"""
|
|
if self.architecture:
|
|
task_desc += f"architecture: {self.architecture}\n"
|
|
if self.hyperparameters:
|
|
task_desc += f"hyperparameters: {self.hyperparameters}\n"
|
|
if self.model_type:
|
|
task_desc += f"model_type: {self.model_type}\n"
|
|
return task_desc
|