diff --git a/.idea/.gitignore b/.idea/.gitignore
deleted file mode 100644
index 13566b8..0000000
--- a/.idea/.gitignore
+++ /dev/null
@@ -1,8 +0,0 @@
-# Default ignored files
-/shelf/
-/workspace.xml
-# Editor-based HTTP Client requests
-/httpRequests/
-# Datasource local storage ignored files
-/dataSources/
-/dataSources.local.xml
diff --git a/.idea/inspectionProfiles/Project_Default.xml b/.idea/inspectionProfiles/Project_Default.xml
deleted file mode 100644
index c07d4a9..0000000
--- a/.idea/inspectionProfiles/Project_Default.xml
+++ /dev/null
@@ -1,58 +0,0 @@
-<component name="InspectionProjectProfileManager">
-  <profile version="1.0">
-    <option name="myName" value="Project Default" />
-    <inspection_tool class="Eslint" enabled="true" level="WARNING" enabled_by_default="true" />
-    <inspection_tool class="PyPackageRequirementsInspection" enabled="true" level="WARNING" enabled_by_default="true">
-      <option name="ignoredPackages">
-        <value>
-          <list size="44">
-            <item index="0" class="java.lang.String" itemvalue="interrogate" />
-            <item index="1" class="java.lang.String" itemvalue="pytest" />
-            <item index="2" class="java.lang.String" itemvalue="cityscapesscripts" />
-            <item index="3" class="java.lang.String" itemvalue="isort" />
-            <item index="4" class="java.lang.String" itemvalue="xdoctest" />
-            <item index="5" class="java.lang.String" itemvalue="codecov" />
-            <item index="6" class="java.lang.String" itemvalue="flake8" />
-            <item index="7" class="java.lang.String" itemvalue="pandas" />
-            <item index="8" class="java.lang.String" itemvalue="scikit-image" />
-            <item index="9" class="java.lang.String" itemvalue="scipy" />
-            <item index="10" class="java.lang.String" itemvalue="scikit-learn" />
-            <item index="11" class="java.lang.String" itemvalue="torch" />
-            <item index="12" class="java.lang.String" itemvalue="numpy" />
-            <item index="13" class="java.lang.String" itemvalue="torchvision" />
-            <item index="14" class="java.lang.String" itemvalue="sklearn" />
-            <item index="15" class="java.lang.String" itemvalue="accelerate" />
-            <item index="16" class="java.lang.String" itemvalue="fire" />
-            <item index="17" class="java.lang.String" itemvalue="opencv-python-headless" />
-            <item index="18" class="java.lang.String" itemvalue="tqdm" />
-            <item index="19" class="java.lang.String" itemvalue="mat73" />
-            <item index="20" class="java.lang.String" itemvalue="panda" />
-            <item index="21" class="java.lang.String" itemvalue="imageio" />
-            <item index="22" class="java.lang.String" itemvalue="opencv-python" />
-            <item index="23" class="java.lang.String" itemvalue="h5py" />
-            <item index="24" class="java.lang.String" itemvalue="matplotlib" />
-            <item index="25" class="java.lang.String" itemvalue="pydensecrf" />
-            <item index="26" class="java.lang.String" itemvalue="pyparsing" />
-            <item index="27" class="java.lang.String" itemvalue="Markdown" />
-            <item index="28" class="java.lang.String" itemvalue="Pillow" />
-            <item index="29" class="java.lang.String" itemvalue="termcolor" />
-            <item index="30" class="java.lang.String" itemvalue="spacy" />
-            <item index="31" class="java.lang.String" itemvalue="transformers" />
-            <item index="32" class="java.lang.String" itemvalue="datadings" />
-            <item index="33" class="java.lang.String" itemvalue="nltk" />
-            <item index="34" class="java.lang.String" itemvalue="wandb" />
-            <item index="35" class="java.lang.String" itemvalue="webdataset" />
-            <item index="36" class="java.lang.String" itemvalue="ipython" />
-            <item index="37" class="java.lang.String" itemvalue="einops" />
-            <item index="38" class="java.lang.String" itemvalue="ftfy" />
-            <item index="39" class="java.lang.String" itemvalue="seaborn" />
-            <item index="40" class="java.lang.String" itemvalue="tensorboard" />
-            <item index="41" class="java.lang.String" itemvalue="torchattacks" />
-            <item index="42" class="java.lang.String" itemvalue="ipdb" />
-            <item index="43" class="java.lang.String" itemvalue="openml" />
-          </list>
-        </value>
-      </option>
-    </inspection_tool>
-  </profile>
-</component>
\ No newline at end of file
diff --git a/.idea/inspectionProfiles/profiles_settings.xml b/.idea/inspectionProfiles/profiles_settings.xml
deleted file mode 100644
index 105ce2d..0000000
--- a/.idea/inspectionProfiles/profiles_settings.xml
+++ /dev/null
@@ -1,6 +0,0 @@
-<component name="InspectionProjectProfileManager">
-  <settings>
-    <option name="USE_PROJECT_PROFILE" value="false" />
-    <version value="1.0" />
-  </settings>
-</component>
\ No newline at end of file
diff --git a/.idea/misc.xml b/.idea/misc.xml
deleted file mode 100644
index 84fe515..0000000
--- a/.idea/misc.xml
+++ /dev/null
@@ -1,4 +0,0 @@
-<?xml version="1.0" encoding="UTF-8"?>
-<project version="4">
-  <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.7 (py37)" project-jdk-type="Python SDK" />
-</project>
\ No newline at end of file
diff --git a/.idea/modules.xml b/.idea/modules.xml
deleted file mode 100644
index 4d400be..0000000
--- a/.idea/modules.xml
+++ /dev/null
@@ -1,8 +0,0 @@
-<?xml version="1.0" encoding="UTF-8"?>
-<project version="4">
-  <component name="ProjectModuleManager">
-    <modules>
-      <module fileurl="file://$PROJECT_DIR$/.idea/multi-research.iml" filepath="$PROJECT_DIR$/.idea/multi-research.iml" />
-    </modules>
-  </component>
-</project>
\ No newline at end of file
diff --git a/.idea/multi-research.iml b/.idea/multi-research.iml
deleted file mode 100644
index 2176380..0000000
--- a/.idea/multi-research.iml
+++ /dev/null
@@ -1,14 +0,0 @@
-<?xml version="1.0" encoding="UTF-8"?>
-<module type="PYTHON_MODULE" version="4">
-  <component name="NewModuleRootManager">
-    <content url="file://$MODULE_DIR$">
-      <excludeFolder url="file://$MODULE_DIR$/venv" />
-    </content>
-    <orderEntry type="jdk" jdkName="Python 3.7 (py37)" jdkType="Python SDK" />
-    <orderEntry type="sourceFolder" forTests="false" />
-  </component>
-  <component name="PyDocumentationSettings">
-    <option name="format" value="PLAIN" />
-    <option name="myDocStringFormat" value="Plain" />
-  </component>
-</module>
\ No newline at end of file
diff --git a/.idea/runConfigurations/traial.xml b/.idea/runConfigurations/traial.xml
deleted file mode 100644
index 54c9670..0000000
--- a/.idea/runConfigurations/traial.xml
+++ /dev/null
@@ -1,25 +0,0 @@
-<component name="ProjectRunConfigurationManager">
-  <configuration default="false" name="traial" type="PythonConfigurationType" factoryName="Python" singleton="false">
-    <module name="multi-research" />
-    <option name="INTERPRETER_OPTIONS" value="" />
-    <option name="PARENT_ENVS" value="true" />
-    <envs>
-      <env name="PYTHONUNBUFFERED" value="1" />
-      <env name="CUDA_VISIBLE_DEVICES" value="1" />
-    </envs>
-    <option name="SDK_HOME" value="$USER_HOME$/anaconda3/envs/py37/bin/python" />
-    <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$" />
-    <option name="IS_MODULE_SDK" value="false" />
-    <option name="ADD_CONTENT_ROOTS" value="true" />
-    <option name="ADD_SOURCE_ROOTS" value="true" />
-    <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
-    <option name="SCRIPT_NAME" value="$PROJECT_DIR$/train.py" />
-    <option name="PARAMETERS" value="--root $USER_HOME$/Data_file/few_shot_data --seed 1 --trainer MaPLe --dataset-config-file configs/datasets/oxford_pets.yaml --config-file configs/trainers/MaPLe/vit_b16_t.yaml --output-dir output/DAPT DATASET.NUM_SHOTS 1 DATASET.SELECTION_RATIO 1.0" />
-    <option name="SHOW_COMMAND_LINE" value="false" />
-    <option name="EMULATE_TERMINAL" value="false" />
-    <option name="MODULE_MODE" value="false" />
-    <option name="REDIRECT_INPUT" value="false" />
-    <option name="INPUT_FILE" value="" />
-    <method v="2" />
-  </configuration>
-</component>
\ No newline at end of file