[Feature] Refactor FedRunner, optimize trainer module and optimize CI

.github/workflows/codeql.yml

@@ -0,0 +1,39 @@
+name: CodeQL (Code Scanning)
+
+on:
+  pull_request:
+    branches: [ "master" ]
+  schedule:
+    - cron: '0 8 * * *'
+
+jobs:
+  analyze:
+    name: Analyze
+    runs-on: ubuntu-latest
+    permissions:
+      actions: read
+      contents: read
+      security-events: write
+    strategy:
+      fail-fast: false
+      matrix:
+        language: [ 'python' ]
+    steps:
+    - name: Checkout repository
+      uses: actions/checkout@v3
+
+    # Initializes the CodeQL tools for scanning.
+    - name: Initialize CodeQL
+      uses: github/codeql-action/init@v2
+      with:
+        languages: ${{ matrix.language }}
+
+    # Autobuild attempts to build any compiled languages  (C/C++, C#, Go, or Java).
+    # If this step fails, then you should remove it and run the build manually (see below)
+    - name: Autobuild
+      uses: github/codeql-action/autobuild@v2
+
+    - name: Perform CodeQL Analysis
+      uses: github/codeql-action/analyze@v2
+      with:
+        category: "/language:${{matrix.language}}"

.github/workflows/pre-commit.yml

@@ -1,11 +1,12 @@
-name: pre-commit
+name: Pre-commit (Required)
 
 on: [push, pull_request]
 
 jobs:
   run:
     runs-on: ${{ matrix.os }}
     strategy:
+      fail-fast: True
       matrix:
         os: [ubuntu-latest]
     env:

.github/workflows/test_distribute.yml

@@ -0,0 +1,42 @@
+name: UnitTests for Distributed Mode
+
+on: [push, pull_request]
+
+jobs:
+  run:
+    runs-on: ${{ matrix.os }}
+    timeout-minutes: 10
+    strategy:
+      matrix:
+        os: [ubuntu-latest]
+        python-version: ['3.9']
+        torch-version: ['1.10.1']
+        torchvision-version: ['0.11.2']
+        torchaudio-version: ['0.10.1']
+    env:
+      OS: ${{ matrix.os }}
+      PYTHON: '3.9'
+    steps:
+    - uses: actions/checkout@master
+    - name: Setup Python ${{ matrix.python-version }}
+      uses: actions/setup-python@master
+      with:
+        python-version: ${{ matrix.python-version }}
+    - name: Install PyTorch ${{ matrix.torch-version }}+cpu
+      run: |
+        pip install numpy typing-extensions dataclasses
+        pip install torch==${{ matrix.torch-version}}+cpu torchvision==${{matrix.torchvision-version}}+cpu torchaudio==${{matrix.torchaudio-version}}+cpu -f https://download.pytorch.org/whl/torch_stable.html
+    - name: Install FS
+      run: |
+        pip install -e .[test]
+    - name: Test Distributed (LR on toy)
+      run: |
+        python scripts/distributed_scripts/gen_data.py
+        python federatedscope/main.py --cfg scripts/distributed_scripts/distributed_configs/distributed_server.yaml &
+        sleep 2
+        python federatedscope/main.py --cfg scripts/distributed_scripts/distributed_configs/distributed_client_1.yaml &
+        sleep 2
+        python federatedscope/main.py --cfg scripts/distributed_scripts/distributed_configs/distributed_client_2.yaml &
+        sleep 2
+        python federatedscope/main.py --cfg scripts/distributed_scripts/distributed_configs/distributed_client_3.yaml
+        [ $? -eq 1 ] && exit 1 || echo "Passed"

README.md

@@ -104,7 +104,7 @@ conda activate fs
 If your backend is torch, please install torch in advance ([torch-get-started](https://pytorch.org/get-started/locally/)). For example, if your cuda version is 11.3 please execute the following command:
 
 ```bash
-conda install -y pytorch=1.10.1 torchvision=0.11.2 torchaudio=0.10.1 cudatoolkit=11.3 -c pytorch -c conda-forge
+conda install -y pytorch=1.10.1 torchvision=0.11.2 torchaudio=0.10.1 torchtext=0.11.1 cudatoolkit=11.3 -c pytorch -c conda-forge
 ```
 
 For users with Apple M1 chips:

doc/source/attack.rst

@@ -6,27 +6,29 @@ federatedscope.attack.privacy_attacks
 
 .. automodule:: federatedscope.attack.privacy_attacks
     :members:
+    :private-members:
 
 
 federatedscope.attack.worker_as_attacker
 -------------------------------------------
 
 .. automodule:: federatedscope.attack.worker_as_attacker
     :members:
+    :private-members:
 
 federatedscope.attack.auxiliary
 --------------------------------
 
 .. automodule:: federatedscope.attack.auxiliary
     :members:
-
-
+    :private-members:
 
 federatedscope.attack.trainer
 ---------------------------------
 
 .. automodule:: federatedscope.attack.trainer
     :members:
+    :private-members:
 
 
 

doc/source/autotune.rst

@@ -6,10 +6,33 @@ federatedscope.autotune.choice_types
 
 .. automodule:: federatedscope.autotune.choice_types
     :members:
+    :private-members:
 
 federatedscope.autotune.algos
 -----------------------
 
 .. automodule:: federatedscope.autotune.algos
     :show-inheritance:
     :members:
+    :private-members:
+
+federatedscope.autotune.hpbandster
+-----------------------
+
+.. automodule:: federatedscope.autotune.hpbandster
+    :members:
+    :private-members:
+
+federatedscope.autotune.smac
+-----------------------
+
+.. automodule:: federatedscope.autotune.smac
+    :members:
+    :private-members:
+
+federatedscope.autotune.utils
+-----------------------
+
+.. automodule:: federatedscope.autotune.utils
+    :members:
+    :private-members:

doc/source/core.rst

@@ -1,33 +1,91 @@
 Core Module References
 =======================
 
-federatedscope.core.configs
+federatedscope.core.fed_runner
 -----------------------
 
-.. automodule:: federatedscope.core.configs
+.. automodule:: federatedscope.core.fed_runner
     :members:
+    :private-members:
 
+federatedscope.core.workers
+-----------------------
 
-federatedscope.core.monitors
+.. automodule:: federatedscope.core.workers
+    :members:
+    :private-members:
+
+federatedscope.core.trainers
 -----------------------
 
-.. automodule:: federatedscope.core.monitors
+.. automodule:: federatedscope.core.trainers
     :members:
+    :private-members:
 
-federatedscope.core.fed_runner
+federatedscope.core.data
 -----------------------
 
-.. automodule:: federatedscope.core.fed_runner
+.. automodule:: federatedscope.core.data.base_data
+    :members:
+    :private-members:
+.. automodule:: federatedscope.core.data.base_translator
+    :members:
+    :private-members:
+.. automodule:: federatedscope.core.data.dummy_translator
+    :members:
+    :private-members:
+.. automodule:: federatedscope.core.data.utils
     :members:
 
-federatedscope.core.worker
+federatedscope.core.splitters
 -----------------------
+.. automodule:: federatedscope.core.splitters
+    :members:
+    :private-members:
+.. automodule:: federatedscope.core.splitters.generic
+    :members:
+    :private-members:
+.. automodule:: federatedscope.core.splitters.graph
+    :members:
+    :private-members:
 
-.. automodule:: federatedscope.core.worker
+federatedscope.core.configs
+-----------------------
+
+.. automodule:: federatedscope.core.configs
     :members:
+    :private-members:
 
-federatedscope.core.trainers
+
+federatedscope.core.monitors
 -----------------------
 
-.. automodule:: federatedscope.core.trainers
+.. automodule:: federatedscope.core.monitors
+    :members:
+    :private-members:
+
+federatedscope.core.aggregators
+-----------------------
+
+.. automodule:: federatedscope.core.aggregators
     :members:
+
+federatedscope.core.auxiliaries
+-----------------------
+
+.. autofunction:: federatedscope.core.auxiliaries.aggregator_builder.get_aggregator()
+.. autofunction:: federatedscope.core.auxiliaries.criterion_builder.get_criterion()
+.. autofunction:: federatedscope.core.auxiliaries.data_builder.get_data()
+.. autofunction:: federatedscope.core.auxiliaries.dataloader_builder.get_dataloader()
+.. autofunction:: federatedscope.core.auxiliaries.metric_builder.get_metric()
+.. autofunction:: federatedscope.core.auxiliaries.model_builder.get_model()
+.. autofunction:: federatedscope.core.auxiliaries.optimizer_builder.get_optimizer()
+.. autofunction:: federatedscope.core.auxiliaries.regularizer_builder.get_regularizer()
+.. autofunction:: federatedscope.core.auxiliaries.runner_builder.get_runner()
+.. autofunction:: federatedscope.core.auxiliaries.sampler_builder.get_sampler()
+.. autofunction:: federatedscope.core.auxiliaries.scheduler_builder.get_scheduler()
+.. autofunction:: federatedscope.core.auxiliaries.splitter_builder.get_splitter()
+.. autofunction:: federatedscope.core.auxiliaries.trainer_builder.get_trainer()
+.. autofunction:: federatedscope.core.auxiliaries.transform_builder.get_transform()
+.. autofunction:: federatedscope.core.auxiliaries.worker_builder.get_client_cls()
+.. autofunction:: federatedscope.core.auxiliaries.worker_builder.get_server_cls()

doc/source/cv.rst

@@ -4,23 +4,31 @@ Federated Computer Vision  Module References
 federatedscope.cv.dataset
 -----------------------
 
-.. automodule:: federatedscope.cv.dataset
+.. automodule:: federatedscope.cv.dataset.leaf
     :members:
+    :private-members:
+
+.. automodule:: federatedscope.cv.dataset.leaf_cv
+    :members:
+    :private-members:
 
 federatedscope.cv.dataloader
 -----------------------
 
 .. automodule:: federatedscope.cv.dataloader
     :members:
+    :private-members:
 
 federatedscope.cv.model
 -----------------------
 
 .. automodule:: federatedscope.cv.model
     :members:
+    :private-members:
 
 federatedscope.cv.trainer
 -----------------------
 
 .. automodule:: federatedscope.cv.trainer
     :members:
+    :private-members:

doc/source/gfl.rst

@@ -6,21 +6,25 @@ federatedscope.gfl.dataset
 
 .. automodule:: federatedscope.gfl.dataset
     :members:
+    :private-members:
 
 federatedscope.gfl.dataloader
 -----------------------
 
 .. automodule:: federatedscope.gfl.dataloader
     :members:
+    :private-members:
 
 federatedscope.gfl.model
 -----------------------
 
 .. automodule:: federatedscope.gfl.model
     :members:
+    :private-members:
 
 federatedscope.gfl.trainer
 -----------------------
 
 .. automodule:: federatedscope.gfl.trainer
     :members:
+    :private-members:

doc/source/mf.rst

@@ -6,21 +6,25 @@ federatedscope.mf.dataset
 
 .. automodule:: federatedscope.mf.dataset
     :members:
+    :private-members:
 
 federatedscope.mf.model
 -----------------------
 
 .. automodule:: federatedscope.mf.model
     :members:
+    :private-members:
 
 federatedscope.mf.dataloader
 -----------------------
 
 .. automodule:: federatedscope.mf.dataloader
     :members:
+    :private-members:
 
 federatedscope.mf.trainer
 -----------------------
 
 .. automodule:: federatedscope.mf.trainer
     :members:
+    :private-members:

doc/source/nlp.rst

@@ -6,21 +6,25 @@ federatedscope.nlp.dataset
 
 .. automodule:: federatedscope.nlp.dataset
     :members:
+    :private-members:
 
 federatedscope.nlp.dataloader
 -----------------------
 
 .. automodule:: federatedscope.nlp.dataloader
     :members:
+    :private-members:
 
 federatedscope.nlp.model
 -----------------------
 
 .. automodule:: federatedscope.nlp.model
     :members:
+    :private-members:
 
 federatedscope.nlp.trainer
 -----------------------
 
 .. automodule:: federatedscope.nlp.trainer
     :members:
+    :private-members:

environment/extra_dependencies_torch1.10-application.sh

@@ -8,7 +8,6 @@ conda install -y nltk
 # Speech and NLP
 conda install -y sentencepiece textgrid typeguard -c conda-forge
 conda install -y transformers==4.16.2 tokenizers==0.10.3 datasets -c huggingface -c conda-forge
-conda install -y torchtext -c pytorch
 
 # Tabular
 conda install -y openml==0.12.2