IBM
diff --git a/‎.github/workflows/build-wheel-310.yml‎
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diff --git a/‎.github/workflows/build-wheel-312.yml‎
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diff --git a/‎.github/workflows/test-and-lint.yml‎
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diff --git a/‎.pylintrc‎
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diff --git a/‎CHANGELOG.md‎
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diff --git a/‎LICENSE.txt‎
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diff --git a/‎Makefile‎
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diff --git a/‎examples/04_lenet5_training.py‎
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diff --git a/‎examples/06_lenet5_hardware_aware.py‎
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@@ -0,0 +1,42 @@
+name: build-wheel-310
+
+on:
+  push:
+    tags:
+    - 'v**'
+
+jobs:
+  build-and-deploy-linux:
+    name: Build wheel 3.10 (manylinux)
+    runs-on: ubuntu-latest
+    services:
+      docker:
+        image: docker:20.10.16
+        options: --privileged
+    env:
+      CIBW_BUILD: cp310-manylinux_x86_64
+      CIBW_BEFORE_ALL: >
+        yum install -y openblas-devel
+      CIBW_BEFORE_BUILD: >
+        pip install torch==2.9.0 torchvision==0.24.0 torchaudio==2.9.0 --index-url https://download.pytorch.org/whl/cpu
+        && pip install -r requirements.txt
+      CIBW_MANYLINUX_X86_64_IMAGE: "quay.io/pypa/manylinux_2_28_x86_64"
+      CIBW_REPAIR_WHEEL_COMMAND: >
+        auditwheel repair -w {dest_dir} {wheel} --exclude libtorch_python.so
+    steps:
+      - uses: actions/checkout@v3
+
+      - name: Pull manylinux image
+        run: docker pull $CIBW_MANYLINUX_X86_64_IMAGE
+
+      - name: Install cibuildwheel
+        run: python -m pip install cibuildwheel==2.23.3
+
+      - name: Build wheels
+        run: python -m cibuildwheel --output-dir wheelhouse
+
+      - name: Upload wheels (per version)
+        uses: actions/upload-artifact@v4
+        with:
+          name: wheel_py310
+          path: wheelhouse/*.whl
@@ -0,0 +1,42 @@
+name: build-wheel-311
+
+on:
+  push:
+    tags:
+    - 'v**'
+
+jobs:
+  build-and-deploy-linux:
+    name: Build wheel 3.11 (manylinux)
+    runs-on: ubuntu-latest
+    services:
+      docker:
+        image: docker:20.10.16
+        options: --privileged
+    env:
+      CIBW_BUILD: cp311-manylinux_x86_64
+      CIBW_BEFORE_ALL: >
+        yum install -y openblas-devel
+      CIBW_BEFORE_BUILD: >
+        pip install torch==2.9.0 torchvision==0.24.0 torchaudio==2.9.0 --index-url https://download.pytorch.org/whl/cpu
+        && pip install -r requirements.txt
+      CIBW_MANYLINUX_X86_64_IMAGE: "quay.io/pypa/manylinux_2_28_x86_64"
+      CIBW_REPAIR_WHEEL_COMMAND: >
+        auditwheel repair -w {dest_dir} {wheel} --exclude libtorch_python.so
+    steps:
+      - uses: actions/checkout@v3
+
+      - name: Pull manylinux image
+        run: docker pull $CIBW_MANYLINUX_X86_64_IMAGE
+
+      - name: Install cibuildwheel
+        run: python -m pip install cibuildwheel==2.23.3
+
+      - name: Build wheels
+        run: python -m cibuildwheel --output-dir wheelhouse
+
+      - name: Upload wheels (per version)
+        uses: actions/upload-artifact@v4
+        with:
+          name: wheel_py311
+          path: wheelhouse/*.whl
@@ -0,0 +1,42 @@
+name: build-wheel-312
+
+on:
+  push:
+    tags:
+    - 'v**'
+
+jobs:
+  build-and-deploy-linux:
+    name: Build wheel 3.12 (manylinux)
+    runs-on: ubuntu-latest
+    services:
+      docker:
+        image: docker:20.10.16
+        options: --privileged
+    env:
+      CIBW_BUILD: cp312-manylinux_x86_64
+      CIBW_BEFORE_ALL: >
+        yum install -y openblas-devel
+      CIBW_BEFORE_BUILD: >
+        pip install torch==2.9.0 torchvision==0.24.0 torchaudio==2.9.0 --index-url https://download.pytorch.org/whl/cpu
+        && pip install -r requirements.txt
+      CIBW_MANYLINUX_X86_64_IMAGE: "quay.io/pypa/manylinux_2_28_x86_64"
+      CIBW_REPAIR_WHEEL_COMMAND: >
+        auditwheel repair -w {dest_dir} {wheel} --exclude libtorch_python.so
+    steps:
+      - uses: actions/checkout@v3
+
+      - name: Pull manylinux image
+        run: docker pull $CIBW_MANYLINUX_X86_64_IMAGE
+
+      - name: Install cibuildwheel
+        run: python -m pip install cibuildwheel==2.23.3
+
+      - name: Build wheels
+        run: python -m cibuildwheel --output-dir wheelhouse
+
+      - name: Upload wheels (per version)
+        uses: actions/upload-artifact@v4
+        with:
+          name: wheel_py312
+          path: wheelhouse/*.whl
@@ -2,24 +2,26 @@ name: test-and-lint
 
 on:
   push:
-    branches: master
+    branches:
+    - master
   pull_request:
-    branches: master
+    branches:
+    - master
 
 jobs:
-  # ────────────────────────────
-  # Test on Python 3.10
-  # ────────────────────────────
-  test-py310:
-    name: Test (Python 3.10)
+  test:
+    name: Test ${{ matrix.python-version }}
     runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: ["3.10", "3.11", "3.12"]
     steps:
       - uses: actions/checkout@v3
 
-      - name: Set up Python 3.10
+      - name: Set up Python ${{ matrix.python-version }}
         uses: actions/setup-python@v5
         with:
-          python-version: 3.10.17
+          python-version: ${{ matrix.python-version }}
 
       - name: Install system dependencies
         run: |
@@ -31,29 +33,29 @@ jobs:
 
       - name: Build and install aihwkit wheel
         run: |
-          pip install -r requirements.txt
+          pip install -e .
           make build_inplace
 
       - name: Run pytest
         run: |
-          pip install -r requirements-dev.txt
+          pip install -e ".[dev]"
           make pytest
         env:
           TEST_DATASET: true
 
-  # ────────────────────────────
-  # Lint on Python 3.10
-  # ────────────────────────────
-  lint-py310:
-    name: Lint (Python 3.10)
+  lint:
+    name: Lint ${{ matrix.python-version }}
     runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: ["3.10", "3.11", "3.12"]
     steps:
       - uses: actions/checkout@v3
 
-      - name: Set up Python 3.10
+      - name: Set up Python ${{ matrix.python-version }}
         uses: actions/setup-python@v5
         with:
-          python-version: 3.10.17
+          python-version: ${{ matrix.python-version }}
 
       - name: Install system dependencies
         run: |
@@ -65,46 +67,12 @@ jobs:
 
       - name: Build and install aihwkit wheel
         run: |
-          pip install -r requirements.txt
+          pip install -e .
           make build_inplace
 
       - name: Run lint checks
         run: |
-          pip install -r requirements-dev.txt
-          pip install -r requirements-examples.txt
+          pip install -e ".[dev, examples]"
           make pycodestyle
-          make pylint
           make mypy
-  # ────────────────────────────────────────
-  # Stage: Test multiple Python versions
-  # ────────────────────────────────────────
-  test-matrix:
-    name: Tests (3.8 & 3.9)
-    runs-on: ubuntu-latest
-    strategy:
-      matrix:
-        python-version: [3.8, 3.9]
-    steps:
-      - uses: actions/checkout@v3
-
-      - name: Set up Python ${{ matrix.python-version }}
-        uses: actions/setup-python@v5
-        with:
-          python-version: ${{ matrix.python-version }}
-
-      - name: Install system deps
-        run: |
-          sudo apt-get -qq update
-          sudo apt-get install -y ca-certificates libopenblas-dev gcc-9 g++-9
-          sudo update-alternatives --install /usr/bin/gcc gcc /usr/bin/gcc-9 60 \
-                                   --slave /usr/bin/g++ g++ /usr/bin/g++-9
-
-      - name: Build and install aihwkit wheel
-        run: |
-          pip install -r requirements.txt
-          make build_inplace
-
-      - name: Run pytest
-        run: |
-          pip install -r requirements-dev.txt
-          make pytest
+          make pylint
@@ -37,10 +37,6 @@ load-plugins=pylint.extensions.docparams
 # Pickle collected data for later comparisons.
 persistent=yes
 
-# When enabled, pylint would attempt to guess common misconfiguration and emit
-# user-friendly hints instead of false-positive error messages.
-suggestion-mode=yes
-
 # Allow loading of arbitrary C extensions. Extensions are imported into the
 # active Python interpreter and may run arbitrary code.
 unsafe-load-any-extension=no
@@ -527,5 +523,5 @@ preferred-modules=
 
 # Exceptions that will emit a warning when being caught. Defaults to
 # "BaseException, Exception".
-overgeneral-exceptions=BaseException,
-                       Exception
+overgeneral-exceptions=builtins.BaseException,
+                       builtins.Exception
@@ -12,6 +12,26 @@ The format is based on [Keep a Changelog], and this project adheres to
 * `Fixed` for any bug fixes.
 * `Security` in case of vulnerabilities.
 
+## [1.1.0] - 2025/11/10
+
+### Added
+* Add newly uploaded resources for CPU-only wheels (\#739)
+* Add a new drift compensation mechanism which uses an ideal reference readout. In the default global drift compensation mechanism, all non-idealities (as set by the corresponding `rpu_config`) are modeled, potentially resulting in sub-optimal drift compensation scales being computed in some scenarios, e.g., where the output noise is sufficiently large.
+* New example (examples/36_gpt2_on_wikitext.py) to run Distil GPT2 on aihwkit with text prediction. (\#754)
+
+### Removed/Deprecated
+* Function `convert_to_analog_mapped` in `src/aihwkit/nn/conversion.py` **deprecated and removed**.
+
+### Changed
+* Replace legacy release-build workflow with the updated build process (\#744)
+* Point the online demo link to the correct destination (\#743)
+* Update bundled notebook wheel to the GPU-enabled 1.0.0 release (\#741)
+* Modifications/Cleanup/Improvements to Time-Stepped Circuit IRDrop example and model implementation (\#753)
+
+### Fixed
+* Fix memory issues and bugs in analog training for CUDA (\#732)
+* Fix `convert_to_analog` for conv layers (\#627)
+
 ## [1.0.0] - 2025/05/19
 
 ## Added
 
@@ -1,6 +1,6 @@
 MIT License
 
-Copyright 2020, 2021, 2022, 2023, 2024 IBM. All Rights Reserved.
+Copyright 2020, 2021, 2022, 2023, 2024, 2025 IBM. All Rights Reserved.
 
 Permission is hereby granted, free of charge, to any person obtaining a copy
 of this software and associated documentation files (the "Software"), to deal
 
@@ -46,7 +46,7 @@ pycodestyle:
 	pycodestyle src/ tests/ examples/
 
 pylint:
-	PYTHONPATH=src/ git ls-files | grep -E ".*\.py$$" | grep -v "pb2\.py$$" | xargs  pylint -rn
+	PYTHONPATH=src/ git ls-files | grep -E ".*\.py$$" | grep -v "pb2\.py$$" | xargs  pylint -rn --disable=all --enable=E
 
 pytest:
 	PYTHONPATH=src/ pytest -v -s tests/
 
@@ -237,10 +237,10 @@ def training_loop(model, criterion, optimizer, train_data, validation_data, epoc
             print(
                 f"{datetime.now().time().replace(microsecond=0)} --- "
                 f"Epoch: {epoch}\t"
-                f"Train loss: {train_loss:.4f}\t"
-                f"Valid loss: {valid_loss:.4f}\t"
-                f"Test error: {error:.2f}%\t"
-                f"Accuracy: {accuracy:.2f}%\t"
+                f"Train loss: {train_loss: .4f}\t"
+                f"Valid loss: {valid_loss: .4f}\t"
+                f"Test error: {error: .2f}%\t"
+                f"Accuracy: {accuracy: .2f}%\t"
             )
 
     # Save results and plot figures
 
@@ -8,7 +8,7 @@
 
 Mnist dataset on a LeNet5 inspired network.
 """
-# pylint: disable=invalid-name
+# pylint: disable=invalid-name, possibly-used-before-assignment
 
 import os
 from datetime import datetime
@@ -233,10 +233,10 @@ def training_loop(model, criterion, optimizer, train_data, validation_data, epoc
             print(
                 f"{datetime.now().time().replace(microsecond=0)} --- "
                 f"Epoch: {epoch}\t"
-                f"Train loss: {train_loss:.4f}\t"
-                f"Valid loss: {valid_loss:.4f}\t"
-                f"Test error: {error:.2f}%\t"
-                f"Accuracy: {accuracy:.2f}%\t"
+                f"Train loss: {train_loss: .4f}\t"
+                f"Valid loss: {valid_loss: .4f}\t"
+                f"Test error: {error: .2f}%\t"
+                f"Accuracy: {accuracy: .2f}%\t"
             )
 
     # Save results and plot figures
@@ -335,8 +335,8 @@ def inference_phase(t_inference_times, model, criterion, validation_data):
     _, error_pre, accuracy_pre = test_evaluation(validation_data, model, criterion)
     print(
         f"{datetime.now().time().replace(microsecond=0)} --- "
-        f"Error after training: {error_pre:.2f}%\t"
-        f"Accuracy after training: {accuracy_pre:.2f}%\t"
+        f"Error after training: {error_pre: .2f}%\t"
+        f"Accuracy after training: {accuracy_pre: .2f}%\t"
     )
 
     error_lst = []
@@ -350,8 +350,8 @@ def inference_phase(t_inference_times, model, criterion, validation_data):
 
         print(
             f"{datetime.now().time().replace(microsecond=0)} --- "
-            f"Error after inference: {error_post:.2f}%\t"
-            f"Accuracy after inference: {accuracy_post:.2f}%\t"
+            f"Error after inference: {error_post: .2f}%\t"
+            f"Accuracy after inference: {accuracy_post: .2f}%\t"
             f"Drift t={t_inference: .2e}\t"
         )