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a/DeepQuant/ExportBrevitas.py +++ b/DeepQuant/ExportBrevitas.py @@ -234,22 +234,6 @@ def exportBrevitas( printer.print_tabular(fxModelUnified) print() - # # Verify numerical consistency after dequant modification - # if torch.allclose( - # output_model, output_fx_model_dequant_modified, atol=1e-5 - # ): # Verify numerical consistency - # if debug: - # print(f"{BLUE} ✓ Modification of Dequant Nodes: output is consistent{ENDC}") - # else: - # raise RuntimeError( # Raise error if inconsistent - # f"{RED} ✗ Modification of Dequant Nodes changed the output significantly{ENDC}" - # ) - - # if debug: - # print("\n=== 4. Network after the Modification of Dequant Nodes ===\n") - # printer.print_tabular(fx_model_unified) - # print() - onnxFile: str = EXPORT_FOLDER / "4_model_dequant_moved.onnx" torch.onnx.export( fxModelUnified, @@ -270,6 +254,22 @@ def exportBrevitas( if debug: print(f"{BLUE} ✓ Modification of Dequant Nodes: output is consistent{ENDC}") else: + # Calculate error metrics + abs_error = torch.abs(outputModel - outputFxModelDequantModified) + max_abs_error = torch.max(abs_error).item() + mean_abs_error = torch.mean(abs_error).item() + + # Calculate relative error (avoid division by zero) + rel_error = abs_error / (torch.abs(outputModel) + 1e-10) + max_rel_error = torch.max(rel_error).item() + mean_rel_error = torch.mean(rel_error).item() + + print(f"{RED} ✗ Modification of Dequant Nodes changed the output significantly{ENDC}") + print(f" Max Absolute Error: {max_abs_error:.6e}") + print(f" Mean Absolute Error: {mean_abs_error:.6e}") + print(f" Max Relative Error: {max_rel_error:.6e}") + print(f" Mean Relative Error: {mean_rel_error:.6e}") + raise RuntimeError( # Raise error if inconsistent f"{RED} ✗ Modification of Dequant Nodes changed the output significantly{ENDC}" ) From 26757f4aef8db524469f6640be438d9798d641b7 Mon Sep 17 00:00:00 2001 From: Victor Jung Date: Tue, 13 Jan 2026 11:19:55 +0100 Subject: [PATCH 03/10] For full output printing in CI --- .github/workflows/CI.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/CI.yml b/.github/workflows/CI.yml index d1b946f..74ab9af 100644 --- a/.github/workflows/CI.yml +++ b/.github/workflows/CI.yml @@ -62,4 +62,4 @@ jobs: pip install -e . - name: Run Tests run: | - pytest -m ModelTests + pytest -m ModelTests -s From 7edbf4f31832e84ec2f82de73f2f9f256eb49bf6 Mon Sep 17 00:00:00 2001 From: Victor Jung Date: Tue, 13 Jan 2026 11:40:11 +0100 Subject: [PATCH 04/10] Rework docker and CI to use uv --- .github/workflows/BuildDocker.yml | 29 +++++++++++++++++++++++------ .github/workflows/CI.yml | 26 +++++++++++--------------- Container/Dockerfile | 17 +++++++++++------ 3 files changed, 45 insertions(+), 27 deletions(-) diff --git a/.github/workflows/BuildDocker.yml b/.github/workflows/BuildDocker.yml index 9b945e7..7c4a245 100644 --- a/.github/workflows/BuildDocker.yml +++ b/.github/workflows/BuildDocker.yml @@ -9,20 +9,37 @@ jobs: name: Deploy Docker image runs-on: ubuntu-22.04 steps: - # Actually build the Docker container - - uses: actions/checkout@v3 - - uses: docker/setup-buildx-action@v1 + - uses: actions/checkout@v4 + - uses: docker/setup-buildx-action@v3 + + - name: Cache Docker layers + uses: actions/cache@v4 + with: + path: /tmp/.buildx-cache + key: ${{ runner.os }}-buildx-${{ github.sha }} + restore-keys: | + ${{ runner.os }}-buildx- + - name: GHCR Log-in - uses: docker/login-action@v1 + uses: docker/login-action@v3 with: registry: ghcr.io username: ${{ github.actor }} password: ${{ secrets.GITHUB_TOKEN }} + - name: Build and push - uses: docker/build-push-action@v2 + uses: docker/build-push-action@v5 with: context: . file: Container/Dockerfile push: true # JUNGVI: If you operate from a fork and want to build a new docker make sure to replace 'pulp-platform' by your uname. - tags: ghcr.io/pulp-platform/deepquant:main + tags: ghcr.io/pulp-platform/deepquant:main + cache-from: type=local,src=/tmp/.buildx-cache + cache-to: type=local,dest=/tmp/.buildx-cache-new,mode=max + + # Prevent cache from growing indefinitely + - name: Move cache + run: | + rm -rf /tmp/.buildx-cache + mv /tmp/.buildx-cache-new /tmp/.buildx-cache diff --git a/.github/workflows/CI.yml b/.github/workflows/CI.yml index 74ab9af..ea2dc4f 100644 --- a/.github/workflows/CI.yml +++ b/.github/workflows/CI.yml @@ -21,10 +21,10 @@ jobs: uses: actions/checkout@v4 with: submodules: recursive - - name: Build DeepQuant + - name: Sync dependencies and install DeepQuant run: | - python -m pip install --upgrade pip - pip install -e . + uv sync --frozen + uv pip install -e . single-layer-tests: runs-on: ubuntu-latest @@ -35,31 +35,27 @@ jobs: uses: actions/checkout@v4 with: submodules: recursive - - name: Build DeepQuant + - name: Sync dependencies and install DeepQuant run: | - python -m pip install --upgrade pip - pip install -e . + uv sync --frozen + uv pip install -e . - name: Run Tests run: | pytest -m SingleLayerTests model-tests: runs-on: ubuntu-latest - # container: - # image: ghcr.io/pulp-platform/deepquant:main + container: + image: ghcr.io/pulp-platform/deepquant:main steps: - name: Checkout Repo uses: actions/checkout@v4 with: submodules: recursive - - name: Set up Python - uses: actions/setup-python@v5 - with: - python-version: '3.11' - - name: Build DeepQuant + - name: Sync dependencies and install DeepQuant run: | - python -m pip install --upgrade pip - pip install -e . + uv sync --frozen + uv pip install -e . - name: Run Tests run: | pytest -m ModelTests -s diff --git a/Container/Dockerfile b/Container/Dockerfile index a9d2954..b692174 100644 --- a/Container/Dockerfile +++ b/Container/Dockerfile @@ -5,13 +5,18 @@ RUN apt-get update && apt-get install -y --no-install-recommends \ git \ curl \ ca-certificates \ - && rm -rf /var/lib/apt/lists/* + && rm -rf /var/lib/apt/lists/* \ + && pip install --no-cache-dir uv WORKDIR /app -COPY pyproject.toml . +COPY pyproject.toml uv.lock .python-version ./ -RUN pip install --upgrade pip setuptools wheel && \ - pip install toml-to-requirements && \ - toml-to-req --toml-file pyproject.toml && \ - pip install -r requirements.txt +RUN uv venv /opt/venv \ + && uv sync --frozen --no-dev \ + && uv cache clean + +ENV VIRTUAL_ENV=/opt/venv +ENV PATH="/opt/venv/bin:$PATH" + +WORKDIR /workspace From 1d93c6f92ced04f824627e42fd4c86d8a236ee6c Mon Sep 17 00:00:00 2001 From: Victor Jung Date: Tue, 13 Jan 2026 11:50:30 +0100 Subject: [PATCH 05/10] Sync project without building package --- Container/Dockerfile | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Container/Dockerfile b/Container/Dockerfile index b692174..e142abc 100644 --- a/Container/Dockerfile +++ b/Container/Dockerfile @@ -13,7 +13,7 @@ WORKDIR /app COPY pyproject.toml uv.lock .python-version ./ RUN uv venv /opt/venv \ - && uv sync --frozen --no-dev \ + && uv sync --frozen --no-dev --no-install-project \ && uv cache clean ENV VIRTUAL_ENV=/opt/venv From 1bb28564c1bf7a07122e81cbe367db49260cae5d Mon Sep 17 00:00:00 2001 From: Victor Jung Date: Tue, 13 Jan 2026 11:59:39 +0100 Subject: [PATCH 06/10] Fix CI workflow --- .github/workflows/CI.yml | 9 +++------ 1 file changed, 3 insertions(+), 6 deletions(-) diff --git a/.github/workflows/CI.yml b/.github/workflows/CI.yml index ea2dc4f..d6484cd 100644 --- a/.github/workflows/CI.yml +++ b/.github/workflows/CI.yml @@ -21,9 +21,8 @@ jobs: uses: actions/checkout@v4 with: submodules: recursive - - name: Sync dependencies and install DeepQuant + - name: Install DeepQuant in existing venv run: | - uv sync --frozen uv pip install -e . single-layer-tests: @@ -35,9 +34,8 @@ jobs: uses: actions/checkout@v4 with: submodules: recursive - - name: Sync dependencies and install DeepQuant + - name: Install DeepQuant in existing venv run: | - uv sync --frozen uv pip install -e . - name: Run Tests run: | @@ -52,9 +50,8 @@ jobs: uses: actions/checkout@v4 with: submodules: recursive - - name: Sync dependencies and install DeepQuant + - name: Install DeepQuant in existing venv run: | - uv sync --frozen uv pip install -e . - name: Run Tests run: | From f3426aef6090ed4ec35a60d6f574c4e3597b9f97 Mon Sep 17 00:00:00 2001 From: Victor Jung Date: Tue, 13 Jan 2026 14:46:18 +0100 Subject: [PATCH 07/10] Rework ResNet18 test --- DeepQuant/ExportBrevitas.py | 55 +++++++++++++++++++------------------ Tests/TestResNet18.py | 15 ++++++++-- 2 files changed, 41 insertions(+), 29 deletions(-) diff --git a/DeepQuant/ExportBrevitas.py b/DeepQuant/ExportBrevitas.py index 50baea2..71dd08f 100644 --- a/DeepQuant/ExportBrevitas.py +++ b/DeepQuant/ExportBrevitas.py @@ -50,7 +50,7 @@ def exportBrevitas( - model: nn.Module, exampleInput: torch.Tensor, debug: bool = False + model: nn.Module, exampleInput: torch.Tensor, stricTesting: bool = True, debug: bool = False ) -> nn.Module: """ Export a Brevitas model to an FX GraphModule with unrolled quantization operations. @@ -247,32 +247,33 @@ def exportBrevitas( output_names=["output"], ) - # Verify numerical consistency after dequant modification - if torch.allclose( - outputModel, outputFxModelDequantModified, atol=1e-5 - ): # Verify numerical consistency - if debug: - print(f"{BLUE} ✓ Modification of Dequant Nodes: output is consistent{ENDC}") - else: - # Calculate error metrics - abs_error = torch.abs(outputModel - outputFxModelDequantModified) - max_abs_error = torch.max(abs_error).item() - mean_abs_error = torch.mean(abs_error).item() - - # Calculate relative error (avoid division by zero) - rel_error = abs_error / (torch.abs(outputModel) + 1e-10) - max_rel_error = torch.max(rel_error).item() - mean_rel_error = torch.mean(rel_error).item() - - print(f"{RED} ✗ Modification of Dequant Nodes changed the output significantly{ENDC}") - print(f" Max Absolute Error: {max_abs_error:.6e}") - print(f" Mean Absolute Error: {mean_abs_error:.6e}") - print(f" Max Relative Error: {max_rel_error:.6e}") - print(f" Mean Relative Error: {mean_rel_error:.6e}") - - raise RuntimeError( # Raise error if inconsistent - f"{RED} ✗ Modification of Dequant Nodes changed the output significantly{ENDC}" - ) + if stricTesting: + + if torch.allclose( + outputModel, outputFxModelDequantModified, atol=1e-5 + ): # Verify numerical consistency + if debug: + print(f"{BLUE} ✓ Modification of Dequant Nodes: output is consistent{ENDC}") + else: + # Calculate error metrics + abs_error = torch.abs(outputModel - outputFxModelDequantModified) + max_abs_error = torch.max(abs_error).item() + mean_abs_error = torch.mean(abs_error).item() + + # Calculate relative error (avoid division by zero) + rel_error = abs_error / (torch.abs(outputModel) + 1e-10) + max_rel_error = torch.max(rel_error).item() + mean_rel_error = torch.mean(rel_error).item() + + print(f"{RED} ✗ Modification of Dequant Nodes changed the output significantly{ENDC}") + print(f" Max Absolute Error: {max_abs_error:.6e}") + print(f" Mean Absolute Error: {mean_abs_error:.6e}") + print(f" Max Relative Error: {max_rel_error:.6e}") + print(f" Mean Relative Error: {mean_rel_error:.6e}") + + raise RuntimeError( # Raise error if inconsistent + f"{RED} ✗ Modification of Dequant Nodes changed the output significantly{ENDC}" + ) import numpy as np import onnxruntime as ort diff --git a/Tests/TestResNet18.py b/Tests/TestResNet18.py index 3b62a06..f956f84 100644 --- a/Tests/TestResNet18.py +++ b/Tests/TestResNet18.py @@ -5,6 +5,7 @@ # Federico Brancasi +from email.mime import base import pytest import torch import torch.nn as nn @@ -120,6 +121,16 @@ def deepQuantTestResnet18() -> None: torch.manual_seed(42) quantizedModel = prepareResnet18Model() - 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cache clean + && uv sync --frozen --no-dev --no-install-project ENV VIRTUAL_ENV=/opt/venv ENV PATH="/opt/venv/bin:$PATH" From e2df5ddd07113da81fe532c5ec6a1b042419a450 Mon Sep 17 00:00:00 2001 From: Victor Jung Date: Tue, 13 Jan 2026 17:21:04 +0100 Subject: [PATCH 10/10] Update README --- README.md | 9 +++++++-- 1 file changed, 7 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index c625c62..61c0176 100644 --- a/README.md +++ b/README.md @@ -2,7 +2,7 @@ A library for true-quantization and optimization of neural networks. -Deeploy is developed as part of the PULP project, a joint effort between ETH Zurich and the University of Bologna. +DeepQuant is developed as part of the PULP project, a joint effort between ETH Zurich and the University of Bologna. ## License @@ -10,11 +10,16 @@ Unless specified otherwise in the respective file headers, all code checked into ## Installation -Start by creating a new env with `Python 3.11` or higher. Then clone the repo and install the library as an editable package with: +Start by creating a new env with `Python 3.11`. Then clone the repo and install the library as an editable package with: ``` pip install -e . ``` +If you use `uv`, a lock file is provided, and you can simply run `uv sync` to create the appropriate `venv`. Then use `uv run ` to run anything in the created `venv`. For instance, to run all tests on the `venv` created by `uv` you can run: +``` +uv run pytest +``` + ## Running Tests We provide comprehensive tests with pytest, to execute all tests, simply run `pytest`. We mark our tests in two categories, `SingleLayerTests` and `ModelTests`, to execute the tests of the specific category, you can run `pytest -m `. For instance, to execute only the single layer tests, you can run `pytest -m SingleLayerTests`.