From 12f95e917851986ae4c5c9c8995c9fc2c2d1946b Mon Sep 17 00:00:00 2001
From: bxdd <bxddream@gmail.com>
Date: Mon, 30 Oct 2023 20:15:38 +0800
Subject: [PATCH 01/16] [ENH] add CI dir

---
 .github/workflow/test_learnware_with_pip.yaml | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 .github/workflow/test_learnware_with_pip.yaml

diff --git a/.github/workflow/test_learnware_with_pip.yaml b/.github/workflow/test_learnware_with_pip.yaml
new file mode 100644
index 0000000..e69de29

From 9063f9fd8424f0116c1809c4390d2755d2e22ec2 Mon Sep 17 00:00:00 2001
From: bxdd <bxddream@gmail.com>
Date: Mon, 30 Oct 2023 20:16:11 +0800
Subject: [PATCH 02/16] [MNT] update test with pip

---
 .github/workflow/test_learnware_with_pip.yaml | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/.github/workflow/test_learnware_with_pip.yaml b/.github/workflow/test_learnware_with_pip.yaml
index e69de29..78a801e 100644
--- a/.github/workflow/test_learnware_with_pip.yaml
+++ b/.github/workflow/test_learnware_with_pip.yaml
@@ -0,0 +1,8 @@
+name: Test leanrnware from pip
+
+on:
+  push:
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
+

From 8c520f9bc810c09151f4e420508a1c4bb5a3efc6 Mon Sep 17 00:00:00 2001
From: bxdd <bxddream@gmail.com>
Date: Mon, 30 Oct 2023 20:16:49 +0800
Subject: [PATCH 03/16] [MNT] update test with pip

---
 .github/workflow/test_learnware_with_pip.yaml | 11 +++++++++++
 1 file changed, 11 insertions(+)

diff --git a/.github/workflow/test_learnware_with_pip.yaml b/.github/workflow/test_learnware_with_pip.yaml
index 78a801e..30056de 100644
--- a/.github/workflow/test_learnware_with_pip.yaml
+++ b/.github/workflow/test_learnware_with_pip.yaml
@@ -6,3 +6,14 @@ on:
   pull_request:
     branches: [ main ]
 
+jobs:
+  build:
+    timeout-minutes: 120
+
+    runs-on: ${{ matrix.os }}
+    strategy:
+      matrix:
+        os: [windows-latest, ubuntu-20.04, ubuntu-22.04, macos-11, macos-latest]
+        python-version: [3.8, 3.9, 3.10]
+
+  
\ No newline at end of file

From 132e041361c5d5271df4064791553d077b69b4f0 Mon Sep 17 00:00:00 2001
From: bxdd <bxddream@gmail.com>
Date: Mon, 30 Oct 2023 20:30:50 +0800
Subject: [PATCH 04/16] [MNT] create conda env for CI

---
 .github/workflow/test_learnware_with_pip.yaml | 24 ++++++++++++++++++-
 1 file changed, 23 insertions(+), 1 deletion(-)

diff --git a/.github/workflow/test_learnware_with_pip.yaml b/.github/workflow/test_learnware_with_pip.yaml
index 30056de..453413e 100644
--- a/.github/workflow/test_learnware_with_pip.yaml
+++ b/.github/workflow/test_learnware_with_pip.yaml
@@ -16,4 +16,26 @@ jobs:
         os: [windows-latest, ubuntu-20.04, ubuntu-22.04, macos-11, macos-latest]
         python-version: [3.8, 3.9, 3.10]
 
-  
\ No newline at end of file
+    steps:
+    - name: Test learnware from pip
+      uses: actions/checkout@v3
+
+    # Since version 3.7 of python for MacOS is installed in CI, version 3.7.17, this version causes "_bz not found error".
+    # So we make the version number of python 3.7 for MacOS more specific.
+    # refs: https://github.com/actions/setup-python/issues/682
+
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v4
+      with:
+        python-version: ${{ matrix.python-version }}
+
+     - name: Add conda to system path
+      run: |
+        # $CONDA is an environment variable pointing to the root of the miniconda directory
+        echo $CONDA/bin >> $GITHUB_PATH
+    
+    - name: Create conda env for macos
+      run: |
+        conda create -n learnware python=${{ matrix.python-version }}
+
+    
\ No newline at end of file

From 403636fddb6c7d46bd4e4f910a14f361b67400c2 Mon Sep 17 00:00:00 2001
From: bxdd <bxddream@gmail.com>
Date: Mon, 30 Oct 2023 20:34:48 +0800
Subject: [PATCH 05/16] [MNT] finish test with pip CI

---
 .github/workflow/test_learnware_with_pip.yaml | 22 ++++++++++++++-----
 1 file changed, 17 insertions(+), 5 deletions(-)

diff --git a/.github/workflow/test_learnware_with_pip.yaml b/.github/workflow/test_learnware_with_pip.yaml
index 453413e..7995a87 100644
--- a/.github/workflow/test_learnware_with_pip.yaml
+++ b/.github/workflow/test_learnware_with_pip.yaml
@@ -20,10 +20,6 @@ jobs:
     - name: Test learnware from pip
       uses: actions/checkout@v3
 
-    # Since version 3.7 of python for MacOS is installed in CI, version 3.7.17, this version causes "_bz not found error".
-    # So we make the version number of python 3.7 for MacOS more specific.
-    # refs: https://github.com/actions/setup-python/issues/682
-
     - name: Set up Python ${{ matrix.python-version }}
       uses: actions/setup-python@v4
       with:
@@ -38,4 +34,20 @@ jobs:
       run: |
         conda create -n learnware python=${{ matrix.python-version }}
 
-    
\ No newline at end of file
+    - name: Update pip to the latest version
+      run: |
+        conda run -n learnware python -m pip install --upgrade pip
+
+    - name: Install learnware
+      run: |
+        conda run -n learnware python -m pip install learnware
+
+    - name: Install faiss for MacOS
+      if: ${{ matrix.os == 'macos-11' || matrix.os == 'macos-latest' }}
+      run: |
+        conda install -c pytorch faiss
+
+    - name: Test workflow
+      run: |
+        conda install pytest
+        pytest tests/test_workflow/test_workflow.py
\ No newline at end of file

From 61d3eb6b83276abe4e82608f5b2f42663b49c99f Mon Sep 17 00:00:00 2001
From: bxdd <bxddream@gmail.com>
Date: Mon, 30 Oct 2023 20:35:49 +0800
Subject: [PATCH 06/16] [MNT] add test with source

---
 .../workflow/test_learnware_with_source.yaml  | 53 +++++++++++++++++++
 1 file changed, 53 insertions(+)
 create mode 100644 .github/workflow/test_learnware_with_source.yaml

diff --git a/.github/workflow/test_learnware_with_source.yaml b/.github/workflow/test_learnware_with_source.yaml
new file mode 100644
index 0000000..55bd585
--- /dev/null
+++ b/.github/workflow/test_learnware_with_source.yaml
@@ -0,0 +1,53 @@
+name: Test leanrnware from pip
+
+on:
+  push:
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
+
+jobs:
+  build:
+    timeout-minutes: 120
+
+    runs-on: ${{ matrix.os }}
+    strategy:
+      matrix:
+        os: [windows-latest, ubuntu-20.04, ubuntu-22.04, macos-11, macos-latest]
+        python-version: [3.8, 3.9, 3.10]
+
+    steps:
+    - name: Test learnware from pip
+      uses: actions/checkout@v3
+
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v4
+      with:
+        python-version: ${{ matrix.python-version }}
+
+     - name: Add conda to system path
+      run: |
+        # $CONDA is an environment variable pointing to the root of the miniconda directory
+        echo $CONDA/bin >> $GITHUB_PATH
+    
+    - name: Create conda env for macos
+      run: |
+        conda create -n learnware python=${{ matrix.python-version }}
+
+    - name: Update pip to the latest version
+      run: |
+        conda run -n learnware python -m pip install --upgrade pip
+
+    - name: Install learnware
+      run: |
+        conda run -n learnware python -m pip install .
+
+    - name: Install faiss for MacOS
+      if: ${{ matrix.os == 'macos-11' || matrix.os == 'macos-latest' }}
+      run: |
+        conda install -c pytorch faiss
+
+    - name: Test workflow
+      run: |
+        conda install pytest
+        pytest tests/test_workflow/test_workflow.py
\ No newline at end of file

From 436dcb1be37430abfdad6b683c220ec6b45595bf Mon Sep 17 00:00:00 2001
From: bxdd <bxddream@gmail.com>
Date: Mon, 30 Oct 2023 20:45:09 +0800
Subject: [PATCH 07/16] [MNT] update install CI

---
 .github/workflow/test_learnware_with_pip.yaml    | 7 ++++---
 .github/workflow/test_learnware_with_source.yaml | 7 ++++---
 2 files changed, 8 insertions(+), 6 deletions(-)

diff --git a/.github/workflow/test_learnware_with_pip.yaml b/.github/workflow/test_learnware_with_pip.yaml
index 7995a87..18658a1 100644
--- a/.github/workflow/test_learnware_with_pip.yaml
+++ b/.github/workflow/test_learnware_with_pip.yaml
@@ -33,14 +33,15 @@ jobs:
     - name: Create conda env for macos
       run: |
         conda create -n learnware python=${{ matrix.python-version }}
+        conda create activate learnware
 
     - name: Update pip to the latest version
       run: |
-        conda run -n learnware python -m pip install --upgrade pip
+        python -m pip install --upgrade pip
 
     - name: Install learnware
       run: |
-        conda run -n learnware python -m pip install learnware
+        python -m pip install learnware
 
     - name: Install faiss for MacOS
       if: ${{ matrix.os == 'macos-11' || matrix.os == 'macos-latest' }}
@@ -50,4 +51,4 @@ jobs:
     - name: Test workflow
       run: |
         conda install pytest
-        pytest tests/test_workflow/test_workflow.py
\ No newline at end of file
+        conda run -n learnware pytest tests/test_workflow/test_workflow.py
\ No newline at end of file
diff --git a/.github/workflow/test_learnware_with_source.yaml b/.github/workflow/test_learnware_with_source.yaml
index 55bd585..f855b11 100644
--- a/.github/workflow/test_learnware_with_source.yaml
+++ b/.github/workflow/test_learnware_with_source.yaml
@@ -33,14 +33,15 @@ jobs:
     - name: Create conda env for macos
       run: |
         conda create -n learnware python=${{ matrix.python-version }}
+        conda create activate learnware
 
     - name: Update pip to the latest version
       run: |
-        conda run -n learnware python -m pip install --upgrade pip
+        python -m pip install --upgrade pip
 
     - name: Install learnware
       run: |
-        conda run -n learnware python -m pip install .
+        python -m pip install .
 
     - name: Install faiss for MacOS
       if: ${{ matrix.os == 'macos-11' || matrix.os == 'macos-latest' }}
@@ -50,4 +51,4 @@ jobs:
     - name: Test workflow
       run: |
         conda install pytest
-        pytest tests/test_workflow/test_workflow.py
\ No newline at end of file
+        conda run -n learnware pytest tests/test_workflow/test_workflow.py
\ No newline at end of file

From 888c8f89e30d327f011fe68fc962cc027564cf76 Mon Sep 17 00:00:00 2001
From: bxdd <bxddream@gmail.com>
Date: Mon, 30 Oct 2023 20:45:39 +0800
Subject: [PATCH 08/16] [MNT] rename CI

---
 ...st_learnware_with_pip.yaml => install_learnware_with_pip.yaml} | 0
 ...rnware_with_source.yaml => install_learnware_with_source.yaml} | 0
 2 files changed, 0 insertions(+), 0 deletions(-)
 rename .github/workflow/{test_learnware_with_pip.yaml => install_learnware_with_pip.yaml} (100%)
 rename .github/workflow/{test_learnware_with_source.yaml => install_learnware_with_source.yaml} (100%)

diff --git a/.github/workflow/test_learnware_with_pip.yaml b/.github/workflow/install_learnware_with_pip.yaml
similarity index 100%
rename from .github/workflow/test_learnware_with_pip.yaml
rename to .github/workflow/install_learnware_with_pip.yaml
diff --git a/.github/workflow/test_learnware_with_source.yaml b/.github/workflow/install_learnware_with_source.yaml
similarity index 100%
rename from .github/workflow/test_learnware_with_source.yaml
rename to .github/workflow/install_learnware_with_source.yaml

From 01d9aedd7db68480dcb4cbd25d67c96b8d5ddb8d Mon Sep 17 00:00:00 2001
From: bxdd <bxddream@gmail.com>
Date: Mon, 30 Oct 2023 20:48:23 +0800
Subject: [PATCH 09/16] [MNT] update CI

---
 .github/workflow/install_learnware_with_source.yaml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/workflow/install_learnware_with_source.yaml b/.github/workflow/install_learnware_with_source.yaml
index f855b11..2d323c4 100644
--- a/.github/workflow/install_learnware_with_source.yaml
+++ b/.github/workflow/install_learnware_with_source.yaml
@@ -38,6 +38,7 @@ jobs:
     - name: Update pip to the latest version
       run: |
         python -m pip install --upgrade pip
+        pip install flake8 pytest
 
     - name: Install learnware
       run: |

From f50eec3be03d9e079cfbf93ba9fe590946298747 Mon Sep 17 00:00:00 2001
From: bxdd <bxddream@gmail.com>
Date: Mon, 30 Oct 2023 20:57:32 +0800
Subject: [PATCH 10/16] [FIX] fix bugs

---
 learnware/client/learnware_client.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/learnware/client/learnware_client.py b/learnware/client/learnware_client.py
index b466be7..266d45f 100644
--- a/learnware/client/learnware_client.py
+++ b/learnware/client/learnware_client.py
@@ -408,7 +408,8 @@ class LearnwareClient:
         try:
             for key in ["Data", "Task", "Library"]:
                 value = semantic_spec[key]["Values"]
-                if len(value) != 1 and value[0] not in key_list:
+                key_list = C["semantic_specs"][key]["Values"]
+                if len(value) != 1 or value[0] not in key_list:
                     logger.error(f"{key} must be in {key_list}!")
                     return False
 

From c892452e0bbba1266deed55be611bf9b08aa6748 Mon Sep 17 00:00:00 2001
From: bxdd <bxddream@gmail.com>
Date: Mon, 30 Oct 2023 21:02:10 +0800
Subject: [PATCH 11/16] [MNT] update CI with updaye with flake8

---
 .github/workflow/install_learnware_with_source.yaml | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/.github/workflow/install_learnware_with_source.yaml b/.github/workflow/install_learnware_with_source.yaml
index 2d323c4..630ce39 100644
--- a/.github/workflow/install_learnware_with_source.yaml
+++ b/.github/workflow/install_learnware_with_source.yaml
@@ -39,7 +39,12 @@ jobs:
       run: |
         python -m pip install --upgrade pip
         pip install flake8 pytest
-
+    
+    - name: Lint with flake8
+      run: |
+      # stop the build if there are Python syntax errors or undefined names
+      flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics
+      
     - name: Install learnware
       run: |
         python -m pip install .

From 0470a9284c7393766d4f6dab48e5db8cc4ec7002 Mon Sep 17 00:00:00 2001
From: bxdd <bxddream@gmail.com>
Date: Mon, 30 Oct 2023 21:03:59 +0800
Subject: [PATCH 12/16] [MNT] update CI with install faiss with conda

---
 .github/workflow/install_learnware_with_pip.yaml    | 12 ++++++------
 .github/workflow/install_learnware_with_source.yaml | 13 ++++++-------
 2 files changed, 12 insertions(+), 13 deletions(-)

diff --git a/.github/workflow/install_learnware_with_pip.yaml b/.github/workflow/install_learnware_with_pip.yaml
index 18658a1..137909e 100644
--- a/.github/workflow/install_learnware_with_pip.yaml
+++ b/.github/workflow/install_learnware_with_pip.yaml
@@ -38,17 +38,17 @@ jobs:
     - name: Update pip to the latest version
       run: |
         python -m pip install --upgrade pip
-
-    - name: Install learnware
-      run: |
-        python -m pip install learnware
+        python -m pip install pytest
 
     - name: Install faiss for MacOS
       if: ${{ matrix.os == 'macos-11' || matrix.os == 'macos-latest' }}
       run: |
         conda install -c pytorch faiss
 
+    - name: Install learnware
+      run: |
+        python -m pip install learnware
+
     - name: Test workflow
       run: |
-        conda install pytest
-        conda run -n learnware pytest tests/test_workflow/test_workflow.py
\ No newline at end of file
+        pytest tests/test_workflow/test_workflow.py
\ No newline at end of file
diff --git a/.github/workflow/install_learnware_with_source.yaml b/.github/workflow/install_learnware_with_source.yaml
index 630ce39..bfe4e9c 100644
--- a/.github/workflow/install_learnware_with_source.yaml
+++ b/.github/workflow/install_learnware_with_source.yaml
@@ -38,23 +38,22 @@ jobs:
     - name: Update pip to the latest version
       run: |
         python -m pip install --upgrade pip
-        pip install flake8 pytest
+        python -m pip install flake8 pytest
     
     - name: Lint with flake8
       run: |
       # stop the build if there are Python syntax errors or undefined names
       flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics
-      
-    - name: Install learnware
-      run: |
-        python -m pip install .
 
     - name: Install faiss for MacOS
       if: ${{ matrix.os == 'macos-11' || matrix.os == 'macos-latest' }}
       run: |
         conda install -c pytorch faiss
 
+    - name: Install learnware
+      run: |
+        python -m pip install .
+
     - name: Test workflow
       run: |
-        conda install pytest
-        conda run -n learnware pytest tests/test_workflow/test_workflow.py
\ No newline at end of file
+        pytest tests/test_workflow/test_workflow.py
\ No newline at end of file

From 9abb65fd5f6c13640805928b5aa3b7b88f478fe1 Mon Sep 17 00:00:00 2001
From: bxdd <bxddream@gmail.com>
Date: Mon, 30 Oct 2023 21:05:30 +0800
Subject: [PATCH 13/16] [MNT] update CI name

---
 .github/workflow/install_learnware_with_source.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflow/install_learnware_with_source.yaml b/.github/workflow/install_learnware_with_source.yaml
index bfe4e9c..e9589e3 100644
--- a/.github/workflow/install_learnware_with_source.yaml
+++ b/.github/workflow/install_learnware_with_source.yaml
@@ -1,4 +1,4 @@
-name: Test leanrnware from pip
+name: Test leanrnware from source code
 
 on:
   push:

From cd0e16fad9c4f09600fcb9520a5a6ee17551d3de Mon Sep 17 00:00:00 2001
From: bxdd <bxddream@gmail.com>
Date: Mon, 30 Oct 2023 22:38:32 +0800
Subject: [PATCH 14/16] [MNT] refactor specification

---
 learnware/specification/__init__.py               |  2 +-
 learnware/specification/base.py                   |  7 ++-----
 learnware/specification/regular/__init__.py       |  1 +
 learnware/specification/regular/base.py           | 13 +++++++++++++
 .../specification/{ => regular}/table/__init__.py |  0
 .../specification/{ => regular}/table/rkme.py     |  6 +++---
 learnware/specification/system/__init__.py        |  0
 learnware/specification/system/heter_table.py     | 15 +++++++++++++++
 8 files changed, 35 insertions(+), 9 deletions(-)
 create mode 100644 learnware/specification/regular/__init__.py
 create mode 100644 learnware/specification/regular/base.py
 rename learnware/specification/{ => regular}/table/__init__.py (100%)
 rename learnware/specification/{ => regular}/table/rkme.py (99%)
 create mode 100644 learnware/specification/system/__init__.py
 create mode 100644 learnware/specification/system/heter_table.py

diff --git a/learnware/specification/__init__.py b/learnware/specification/__init__.py
index 0bb0502..28100e7 100644
--- a/learnware/specification/__init__.py
+++ b/learnware/specification/__init__.py
@@ -1,3 +1,3 @@
 from .utils import generate_stat_spec
 from .base import Specification, BaseStatSpecification
-from .table import RKMEStatSpecification
+from .regular import RKMEStatSpecification
diff --git a/learnware/specification/base.py b/learnware/specification/base.py
index 655e5a4..1c340fa 100644
--- a/learnware/specification/base.py
+++ b/learnware/specification/base.py
@@ -15,11 +15,8 @@ class BaseStatSpecification:
         """
         self.type = type
 
-    def generate_stat_spec_from_data(self, **kwargs):
-        """Construct statistical specification from raw dataset
-        - kwargs may include the feature, label and model
-        - kwargs also can include hyperparameters of specific method for specifaction generation
-        """
+    def generate_stat_spec(self, **kwargs):
+        """Construct statistical specification"""
         raise NotImplementedError("generate_stat_spec_from_data is not implemented")
 
     def save(self, filepath: str):
diff --git a/learnware/specification/regular/__init__.py b/learnware/specification/regular/__init__.py
new file mode 100644
index 0000000..64fe041
--- /dev/null
+++ b/learnware/specification/regular/__init__.py
@@ -0,0 +1 @@
+from .table import RKMEStatSpecification
diff --git a/learnware/specification/regular/base.py b/learnware/specification/regular/base.py
new file mode 100644
index 0000000..48a7e1f
--- /dev/null
+++ b/learnware/specification/regular/base.py
@@ -0,0 +1,13 @@
+from ..base import BaseStatSpecification
+
+
+class RegularStatsSpecification(BaseStatSpecification):
+    def generate_stat_spec(self, **kwargs):
+        self.generate_stat_spec_from_data(**kwargs)
+
+    def generate_stat_spec_from_data(self, **kwargs):
+        """Construct statistical specification from raw dataset
+        - kwargs may include the feature, label and model
+        - kwargs also can include hyperparameters of specific method for specifaction generation
+        """
+        raise NotImplementedError("generate_stat_spec_from_data is not implemented")
diff --git a/learnware/specification/table/__init__.py b/learnware/specification/regular/table/__init__.py
similarity index 100%
rename from learnware/specification/table/__init__.py
rename to learnware/specification/regular/table/__init__.py
diff --git a/learnware/specification/table/rkme.py b/learnware/specification/regular/table/rkme.py
similarity index 99%
rename from learnware/specification/table/rkme.py
rename to learnware/specification/regular/table/rkme.py
index 9769800..32dea8d 100644
--- a/learnware/specification/table/rkme.py
+++ b/learnware/specification/regular/table/rkme.py
@@ -20,8 +20,8 @@ try:
 except ImportError:
     _FAISS_INSTALLED = False
 
-from ..base import BaseStatSpecification
-from ...logger import get_module_logger
+from ..base import RegularStatsSpecification
+from ....logger import get_module_logger
 
 logger = get_module_logger("rkme")
 
@@ -30,7 +30,7 @@ if not _FAISS_INSTALLED:
     logger.warning('Please run "conda install -c pytorch faiss-cpu" first.')
 
 
-class RKMEStatSpecification(BaseStatSpecification):
+class RKMEStatSpecification(RegularStatsSpecification):
     """Reduced Kernel Mean Embedding (RKME) Specification"""
 
     def __init__(self, gamma: float = 0.1, cuda_idx: int = -1):
diff --git a/learnware/specification/system/__init__.py b/learnware/specification/system/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/learnware/specification/system/heter_table.py b/learnware/specification/system/heter_table.py
new file mode 100644
index 0000000..ae24a1c
--- /dev/null
+++ b/learnware/specification/system/heter_table.py
@@ -0,0 +1,15 @@
+from ..base import BaseStatSpecification
+
+
+class HeterMapTableSpecification(BaseStatSpecification):
+    def generate_stat_spec(self, **kwargs):
+        pass
+
+    def save(self, filepath: str):
+        pass
+
+    def load(self, filepath: str):
+        pass
+
+    def dist(self, other_spec):
+        pass

From 3b33676c96dd885eaf7b2772408793293481a595 Mon Sep 17 00:00:00 2001
From: bxdd <bxddream@gmail.com>
Date: Mon, 30 Oct 2023 22:41:54 +0800
Subject: [PATCH 15/16] [FIX] fix bugs

---
 learnware/specification/utils.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/learnware/specification/utils.py b/learnware/specification/utils.py
index c3693b7..5f1a689 100644
--- a/learnware/specification/utils.py
+++ b/learnware/specification/utils.py
@@ -4,7 +4,7 @@ import pandas as pd
 from typing import Union
 
 from .base import BaseStatSpecification
-from .table import RKMEStatSpecification
+from .regular import RKMEStatSpecification
 from ..config import C
 
 

From 701606923b161614e2c95ba3ea8af65ff2352e9a Mon Sep 17 00:00:00 2001
From: bxdd <bxddream@gmail.com>
Date: Mon, 30 Oct 2023 22:45:30 +0800
Subject: [PATCH 16/16] [FIX] fix ci dir name

---
 .github/{workflow => workflows}/install_learnware_with_pip.yaml   | 0
 .../{workflow => workflows}/install_learnware_with_source.yaml    | 0
 2 files changed, 0 insertions(+), 0 deletions(-)
 rename .github/{workflow => workflows}/install_learnware_with_pip.yaml (100%)
 rename .github/{workflow => workflows}/install_learnware_with_source.yaml (100%)

diff --git a/.github/workflow/install_learnware_with_pip.yaml b/.github/workflows/install_learnware_with_pip.yaml
similarity index 100%
rename from .github/workflow/install_learnware_with_pip.yaml
rename to .github/workflows/install_learnware_with_pip.yaml
diff --git a/.github/workflow/install_learnware_with_source.yaml b/.github/workflows/install_learnware_with_source.yaml
similarity index 100%
rename from .github/workflow/install_learnware_with_source.yaml
rename to .github/workflows/install_learnware_with_source.yaml