CRITICAL FIX: Upgrade PyTorch to 2.1.0 to resolve weight_norm compatibility with ECG-FM checkpoints

Dockerfile

@@ -3,6 +3,7 @@ FROM python:3.9-slim
 # Set environment variables
 ENV PYTHONUNBUFFERED=1
 ENV DEBIAN_FRONTEND=noninteractive
+ENV BUILD_ID="$(date +%s)_$(echo $RANDOM)"
 
 # Install system dependencies
 RUN apt-get update && apt-get install -y --no-install-recommends git build-essential && rm -rf /var/lib/apt/lists/*
@@ -17,11 +18,11 @@ WORKDIR /app
 # Copy requirements file
 COPY requirements_hf_spaces.txt .
 
-# CRITICAL FIX: Install NumPy 1.26.4 for dependency compatibility
-# This version satisfies wfdb (>=1.26.4) and most other packages
-RUN echo 'Installing NumPy 1.26.4 for dependency compatibility...' && pip install --no-cache-dir 'numpy==1.26.4' && echo 'NumPy 1.26.4 installed successfully'
+# CRITICAL FIX: Install NumPy 1.26.4 for PyTorch 2.1.0 + ECG-FM compatibility
+# This version satisfies wfdb (>=1.26.4) and is compatible with PyTorch 2.x
+RUN echo 'Installing NumPy 1.26.4 for PyTorch 2.1.0 + ECG-FM compatibility...' && pip install --no-cache-dir 'numpy==1.26.4' && echo 'NumPy 1.26.4 installed successfully'
 
-# Install Python dependencies
+# Install Python dependencies (PyTorch 2.1.0 + all other packages)
 RUN pip install --no-cache-dir -r requirements_hf_spaces.txt
 
 # CRITICAL FIX: Install fairseq-signals with proper error handling
@@ -39,7 +40,7 @@ RUN echo 'Step 5: Verifying fairseq_signals import...' && \
     python -c "import fairseq_signals; print('✅ fairseq_signals imported successfully (without C++ extensions)')" && \
     echo 'fairseq_signals installation verified - C++ extensions skipped for compatibility'
 
-# CRITICAL FIX: Force reinstall NumPy 1.26.4 to prevent overwrite by fairseq-signals
+# CRITICAL FIX: Force reinstall NumPy 1.26.4 to prevent overwrite by fairseq_signals
 # fairseq_signals installation pulls transformers which overwrites NumPy with 2.0.2
 # This step ensures ECG-FM compatibility is maintained
 RUN echo 'CRITICAL: Reinstalling NumPy 1.26.4 after fairseq-signals to prevent version conflict...' && \
@@ -47,8 +48,8 @@ RUN echo 'CRITICAL: Reinstalling NumPy 1.26.4 after fairseq-signals to prevent v
     python -c "import numpy; print(f'✅ NumPy version confirmed: {numpy.__version__}')" && \
     echo 'NumPy 1.26.4 reinstalled successfully - ECG-FM compatibility restored'
 
-# Copy application files (updated 2025-08-25 13:45 UTC - Shell Command Fix + C++ Extension Skip)
-# Build trigger attempt #10 - Fix shell command syntax and error handling
+# Copy application files (updated 2025-08-25 14:15 UTC - PyTorch 2.x compatibility for ECG-FM weight_norm function)
+# Build trigger attempt #11 - PyTorch 2.x compatibility for ECG-FM weight_norm function
 COPY . .
 
 # Switch to app user

log.md

@@ -0,0 +1,550 @@
+===== Build Queued at 2025-08-25 12:11:10 / Commit SHA: f68525b =====
+
+--> FROM docker.io/library/python:3.9-slim@sha256:914169c7c8398b1b90c0b0ff921c8027445e39d7c25dc440337e56ce0f2566e6
+DONE 0.0s
+
+--> RUN useradd --create-home --shell /bin/bash app &&     mkdir -p /app/.cache/huggingface /app/.cache/transformers /app/.config/matplotlib &&     chown -R app:app /app
+CACHED
+
+--> COPY requirements_hf_spaces.txt .
+CACHED
+
+--> RUN echo 'Installing NumPy 1.26.4 for dependency compatibility...' && pip install --no-cache-dir 'numpy==1.26.4' && echo 'NumPy 1.26.4 installed successfully'
+CACHED
+
+--> RUN apt-get update && apt-get install -y --no-install-recommends git build-essential && rm -rf /var/lib/apt/lists/*
+CACHED
+
+--> WORKDIR /app
+CACHED
+
+--> RUN pip install --no-cache-dir -r requirements_hf_spaces.txt
+CACHED
+
+--> Restoring cache
+DONE 13.5s
+
+--> RUN echo 'Installing fairseq-signals with proper import path handling...' &&     git clone https://github.com/Jwoo5/fairseq-signals.git &&     cd fairseq-signals &&     pip install --editable ./ &&     python setup.py install &&     cd .. &&     python -c "import fairseq_signals; print('✅ fairseq_signals imported successfully')" &&     echo 'fairseq_signals installation verified'
+Installing fairseq-signals with proper import path handling...
+Cloning into 'fairseq-signals'...
+Obtaining file:///app/fairseq-signals
+  Installing build dependencies: started
+  Installing build dependencies: finished with status 'done'
+  Checking if build backend supports build_editable: started
+  Checking if build backend supports build_editable: finished with status 'done'
+  Getting requirements to build editable: started
+  Getting requirements to build editable: finished with status 'done'
+  Installing backend dependencies: started
+  Installing backend dependencies: finished with status 'done'
+  Preparing editable metadata (pyproject.toml): started
+  Preparing editable metadata (pyproject.toml): finished with status 'done'
+Requirement already satisfied: regex in /usr/local/lib/python3.9/site-packages (from fairseq_signals==1.0.0a0+571a124) (2025.7.34)
+Requirement already satisfied: numpy>=1.21.3 in /usr/local/lib/python3.9/site-packages (from fairseq_signals==1.0.0a0+571a124) (1.26.4)
+Requirement already satisfied: hydra-core in /usr/local/lib/python3.9/site-packages (from fairseq_signals==1.0.0a0+571a124) (1.3.2)
+Requirement already satisfied: tqdm in /usr/local/lib/python3.9/site-packages (from fairseq_signals==1.0.0a0+571a124) (4.67.1)
+Requirement already satisfied: torch in /usr/local/lib/python3.9/site-packages (from fairseq_signals==1.0.0a0+571a124) (1.13.1)
+Collecting wfdb
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+Collecting six>=1.5
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+Building wheels for collected packages: fairseq_signals
+  Building editable for fairseq_signals (pyproject.toml): started
+  Building editable for fairseq_signals (pyproject.toml): finished with status 'done'
+  Created wheel for fairseq_signals: filename=fairseq_signals-1.0.0a0+571a124-0.editable-cp39-cp39-linux_x86_64.whl size=6630 sha256=ae1929ec14eae07ac2b1fa32eb568c21b812ce67c20ecdba618e3334a10096c5
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+Successfully built fairseq_signals
+Installing collected packages: pytz, zipp, tzdata, six, safetensors, pyparsing, propcache, multidict, kiwisolver, hf-xet, frozenlist, fonttools, cycler, contourpy, attrs, async-timeout, aiohappyeyeballs, yarl, soundfile, python-dateutil, importlib-resources, huggingface-hub, aiosignal, tokenizers, pandas, matplotlib, aiohttp, wfdb, transformers, fairseq_signals
+  Attempting uninstall: huggingface-hub
+    Found existing installation: huggingface-hub 0.19.4
+    Uninstalling huggingface-hub-0.19.4:
+      Successfully uninstalled huggingface-hub-0.19.4
+Successfully installed aiohappyeyeballs-2.6.1 aiohttp-3.12.15 aiosignal-1.4.0 async-timeout-5.0.1 attrs-25.3.0 contourpy-1.3.0 cycler-0.12.1 fairseq_signals-1.0.0a0+571a124 fonttools-4.59.1 frozenlist-1.7.0 hf-xet-1.1.8 huggingface-hub-0.34.4 importlib-resources-6.5.2 kiwisolver-1.4.7 matplotlib-3.9.4 multidict-6.6.4 pandas-2.3.2 propcache-0.3.2 pyparsing-3.2.3 python-dateutil-2.9.0.post0 pytz-2025.2 safetensors-0.6.2 six-1.17.0 soundfile-0.13.1 tokenizers-0.21.4 transformers-4.55.4 tzdata-2025.2 wfdb-4.3.0 yarl-1.20.1 zipp-3.23.0
+WARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv
+
+[notice] A new release of pip is available: 23.0.1 -> 25.2
+[notice] To update, run: pip install --upgrade pip
+/usr/local/lib/python3.9/site-packages/torch/utils/cpp_extension.py:25: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
+  from pkg_resources import packaging  # type: ignore[attr-defined]
+/usr/local/lib/python3.9/site-packages/setuptools/__init__.py:92: _DeprecatedInstaller: setuptools.installer and fetch_build_eggs are deprecated.
+!!
+
+        ********************************************************************************
+        Requirements should be satisfied by a PEP 517 installer.
+        If you are using pip, you can try `pip install --use-pep517`.
+
+        By 2025-Oct-31, you need to update your project and remove deprecated calls
+        or your builds will no longer be supported.
+        ********************************************************************************
+
+!!
+  dist.fetch_build_eggs(dist.setup_requires)
+/usr/local/lib/python3.9/site-packages/setuptools/_distutils/dist.py:289: UserWarning: Unknown distribution option: 'test_suite'
+  warnings.warn(msg)
+running install
+/usr/local/lib/python3.9/site-packages/setuptools/_distutils/cmd.py:90: SetuptoolsDeprecationWarning: setup.py install is deprecated.
+!!
+
+        ********************************************************************************
+        Please avoid running ``setup.py`` directly.
+        Instead, use pypa/build, pypa/installer or other
+        standards-based tools.
+
+        By 2025-Oct-31, you need to update your project and remove deprecated calls
+        or your builds will no longer be supported.
+
+        See https://blog.ganssle.io/articles/2021/10/setup-py-deprecated.html for details.
+        ********************************************************************************
+
+!!
+  self.initialize_options()
+running build
+running build_py
+creating build/lib.linux-x86_64-cpython-39/fairseq_cli
+copying fairseq_cli/__init__.py -> build/lib.linux-x86_64-cpython-39/fairseq_cli
+copying fairseq_cli/hydra_inference.py -> build/lib.linux-x86_64-cpython-39/fairseq_cli
+copying fairseq_cli/hydra_train.py -> build/lib.linux-x86_64-cpython-39/fairseq_cli
+copying fairseq_cli/hydra_validate.py -> build/lib.linux-x86_64-cpython-39/fairseq_cli
+copying fairseq_cli/inference.py -> build/lib.linux-x86_64-cpython-39/fairseq_cli
+copying fairseq_cli/train.py -> build/lib.linux-x86_64-cpython-39/fairseq_cli
+copying fairseq_cli/validate.py -> build/lib.linux-x86_64-cpython-39/fairseq_cli
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals
+copying fairseq_signals/__init__.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals
+copying fairseq_signals/trainer.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals
+copying fairseq_signals/version.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/config
+copying fairseq_signals/config/__init__.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/config
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/criterions
+copying fairseq_signals/criterions/3kg_criterion.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/criterions
+copying fairseq_signals/criterions/__init__.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/criterions
+copying fairseq_signals/criterions/arcface_criterion.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/criterions
+copying fairseq_signals/criterions/binary_cross_entropy.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/criterions
+copying fairseq_signals/criterions/binary_cross_entropy_with_logits.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/criterions
+copying fairseq_signals/criterions/cmsc_criterion.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/criterions
+copying fairseq_signals/criterions/composite_criterion.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/criterions
+copying fairseq_signals/criterions/criterion.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/criterions
+copying fairseq_signals/criterions/cross_entropy.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/criterions
+copying fairseq_signals/criterions/m3ae_criterion.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/criterions
+copying fairseq_signals/criterions/medvill_criterion.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/criterions
+copying fairseq_signals/criterions/mse_criterion.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/criterions
+copying fairseq_signals/criterions/multi_head_binary_cross_entropy.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/criterions
+copying fairseq_signals/criterions/simclr_criterion.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/criterions
+copying fairseq_signals/criterions/wav2vec2_criterion.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/criterions
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/data
+copying fairseq_signals/data/__init__.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/data
+copying fairseq_signals/data/data_utils.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/data
+copying fairseq_signals/data/dataset.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/data
+copying fairseq_signals/data/iterators.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/data
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/dataclass
+copying fairseq_signals/dataclass/__init__.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/dataclass
+copying fairseq_signals/dataclass/configs.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/dataclass
+copying fairseq_signals/dataclass/constants.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/dataclass
+copying fairseq_signals/dataclass/initialize.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/dataclass
+copying fairseq_signals/dataclass/utils.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/dataclass
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/distributed
+copying fairseq_signals/distributed/__init__.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/distributed
+copying fairseq_signals/distributed/distributed_timeout_wrapper.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/distributed
+copying fairseq_signals/distributed/fully_sharded_data_parallel.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/distributed
+copying fairseq_signals/distributed/legacy_distributed_data_parallel.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/distributed
+copying fairseq_signals/distributed/module_proxy_wrapper.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/distributed
+copying fairseq_signals/distributed/utils.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/distributed
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/logging
+copying fairseq_signals/logging/__init__.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/logging
+copying fairseq_signals/logging/meters.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/logging
+copying fairseq_signals/logging/metrics.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/logging
+copying fairseq_signals/logging/progress_bar.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/logging
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/models
+copying fairseq_signals/models/__init__.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models
+copying fairseq_signals/models/distributed_model.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models
+copying fairseq_signals/models/ecg_language_transformer.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models
+copying fairseq_signals/models/ecg_transformer.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models
+copying fairseq_signals/models/finetuning_model.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models
+copying fairseq_signals/models/lstm.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models
+copying fairseq_signals/models/model.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models
+copying fairseq_signals/models/pretraining_model.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models
+copying fairseq_signals/models/resnet.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models
+copying fairseq_signals/models/resnet_lstm.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models
+copying fairseq_signals/models/se_wrn.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models
+copying fairseq_signals/models/transformer.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models
+copying fairseq_signals/models/unet.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models
+copying fairseq_signals/models/vggnet.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/modules
+copying fairseq_signals/modules/__init__.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/modules
+copying fairseq_signals/modules/conv_feature_extraction.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/modules
+copying fairseq_signals/modules/conv_positional_encoding.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/modules
+copying fairseq_signals/modules/dropout.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/modules
+copying fairseq_signals/modules/fp32_group_norm.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/modules
+copying fairseq_signals/modules/gather_layer.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/modules
+copying fairseq_signals/modules/grad_multiply.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/modules
+copying fairseq_signals/modules/gumbel_vector_quantizer.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/modules
+copying fairseq_signals/modules/layer_norm.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/modules
+copying fairseq_signals/modules/multi_head_attention.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/modules
+copying fairseq_signals/modules/quant_noise.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/modules
+copying fairseq_signals/modules/same_pad.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/modules
+copying fairseq_signals/modules/transformer_encoder.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/modules
+copying fairseq_signals/modules/transformer_encoder_layer.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/modules
+copying fairseq_signals/modules/transpose_last.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/modules
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/optim
+copying fairseq_signals/optim/__init__.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/optim
+copying fairseq_signals/optim/adam.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/optim
+copying fairseq_signals/optim/dynamic_loss_scalar.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/optim
+copying fairseq_signals/optim/fp16_optimizer.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/optim
+copying fairseq_signals/optim/optimizer.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/optim
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/tasks
+copying fairseq_signals/tasks/__init__.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/tasks
+copying fairseq_signals/tasks/ecg_classification.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/tasks
+copying fairseq_signals/tasks/ecg_identification.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/tasks
+copying fairseq_signals/tasks/ecg_pretraining.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/tasks
+copying fairseq_signals/tasks/ecg_question_answering.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/tasks
+copying fairseq_signals/tasks/ecg_segmentation.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/tasks
+copying fairseq_signals/tasks/ecg_text_pretaining.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/tasks
+copying fairseq_signals/tasks/task.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/tasks
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/utils
+copying fairseq_signals/utils/__init__.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/utils
+copying fairseq_signals/utils/checkpoint_utils.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/utils
+copying fairseq_signals/utils/file.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/utils
+copying fairseq_signals/utils/file_io.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/utils
+copying fairseq_signals/utils/nan_detector.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/utils
+copying fairseq_signals/utils/options.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/utils
+copying fairseq_signals/utils/pandas.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/utils
+copying fairseq_signals/utils/pdb.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/utils
+copying fairseq_signals/utils/registry.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/utils
+copying fairseq_signals/utils/splits.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/utils
+copying fairseq_signals/utils/store.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/utils
+copying fairseq_signals/utils/utils.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/utils
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/data/ecg
+copying fairseq_signals/data/ecg/__init__.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/data/ecg
+copying fairseq_signals/data/ecg/augmentations.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/data/ecg
+copying fairseq_signals/data/ecg/cmsc_ecg_dataset.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/data/ecg
+copying fairseq_signals/data/ecg/ecg_utils.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/data/ecg
+copying fairseq_signals/data/ecg/identification_ecg_dataset.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/data/ecg
+copying fairseq_signals/data/ecg/perturb_ecg_dataset.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/data/ecg
+copying fairseq_signals/data/ecg/raw_ecg_dataset.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/data/ecg
+copying fairseq_signals/data/ecg/segmentation_ecg_dataset.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/data/ecg
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/data/ecg_text
+copying fairseq_signals/data/ecg_text/__init__.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/data/ecg_text
+copying fairseq_signals/data/ecg_text/ecg_qa_dataset.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/data/ecg_text
+copying fairseq_signals/data/ecg_text/ecg_text_dataset.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/data/ecg_text
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/data/ecg/preprocess
+copying fairseq_signals/data/ecg/preprocess/__init__.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/data/ecg/preprocess
+copying fairseq_signals/data/ecg/preprocess/combine_manifests.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/data/ecg/preprocess
+copying fairseq_signals/data/ecg/preprocess/convert_to_cmsc_manifest.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/data/ecg/preprocess
+copying fairseq_signals/data/ecg/preprocess/manifest.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/data/ecg/preprocess
+copying fairseq_signals/data/ecg/preprocess/manifest_identification.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/data/ecg/preprocess
+copying fairseq_signals/data/ecg/preprocess/manifest_physionet2021.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/data/ecg/preprocess
+copying fairseq_signals/data/ecg/preprocess/preprocess_ecgiddb.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/data/ecg/preprocess
+copying fairseq_signals/data/ecg/preprocess/preprocess_ludb.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/data/ecg/preprocess
+copying fairseq_signals/data/ecg/preprocess/preprocess_physionet2021.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/data/ecg/preprocess
+copying fairseq_signals/data/ecg/preprocess/preprocess_ptbxl.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/data/ecg/preprocess
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/data/ecg_text/preprocess
+copying fairseq_signals/data/ecg_text/preprocess/__init__.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/data/ecg_text/preprocess
+copying fairseq_signals/data/ecg_text/preprocess/manifest.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/data/ecg_text/preprocess
+copying fairseq_signals/data/ecg_text/preprocess/preprocess_ecgqa.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/data/ecg_text/preprocess
+copying fairseq_signals/data/ecg_text/preprocess/preprocess_ecgqa_for_classification.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/data/ecg_text/preprocess
+copying fairseq_signals/data/ecg_text/preprocess/preprocess_mimic_iv_ecg.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/data/ecg_text/preprocess
+copying fairseq_signals/data/ecg_text/preprocess/preprocess_ptbxl.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/data/ecg_text/preprocess
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/models/classification
+copying fairseq_signals/models/classification/__init__.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models/classification
+copying fairseq_signals/models/classification/ecg_transformer_classifier.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models/classification
+copying fairseq_signals/models/classification/resnet_classifier.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models/classification
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/models/convnet
+copying fairseq_signals/models/convnet/__init__.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models/convnet
+copying fairseq_signals/models/convnet/convnet.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models/convnet
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/models/identification
+copying fairseq_signals/models/identification/__init__.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models/identification
+copying fairseq_signals/models/identification/arcface.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models/identification
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/models/m3ae
+copying fairseq_signals/models/m3ae/__init__.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models/m3ae
+copying fairseq_signals/models/m3ae/bert_model.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models/m3ae
+copying fairseq_signals/models/m3ae/m3ae.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models/m3ae
+copying fairseq_signals/models/m3ae/m3ae_qa.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models/m3ae
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/models/medvill
+copying fairseq_signals/models/medvill/__init__.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models/medvill
+copying fairseq_signals/models/medvill/medvill.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models/medvill
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/models/question_answer
+copying fairseq_signals/models/question_answer/__init__.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models/question_answer
+copying fairseq_signals/models/question_answer/blind_transformer.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models/question_answer
+copying fairseq_signals/models/question_answer/deaf_transformer.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models/question_answer
+copying fairseq_signals/models/question_answer/ecg_language_transformer_classifier.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models/question_answer
+copying fairseq_signals/models/question_answer/resnet_lstm_classifier.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models/question_answer
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/models/segmentation
+copying fairseq_signals/models/segmentation/__init__.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models/segmentation
+copying fairseq_signals/models/segmentation/unet_segmentor.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models/segmentation
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/models/wav2vec2
+copying fairseq_signals/models/wav2vec2/__init__.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models/wav2vec2
+copying fairseq_signals/models/wav2vec2/wav2vec2.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models/wav2vec2
+copying fairseq_signals/models/wav2vec2/wav2vec2_cmsc.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/models/wav2vec2
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/optim/lr_scheduler
+copying fairseq_signals/optim/lr_scheduler/__init__.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/optim/lr_scheduler
+copying fairseq_signals/optim/lr_scheduler/fairseq_lr_scheduler.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/optim/lr_scheduler
+copying fairseq_signals/optim/lr_scheduler/fixed_schedule.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/optim/lr_scheduler
+copying fairseq_signals/optim/lr_scheduler/step_lr_scheduler.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/optim/lr_scheduler
+copying fairseq_signals/optim/lr_scheduler/tri_stage_lr_scheduler.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/optim/lr_scheduler
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/3kg
+copying fairseq_signals/examples/3kg/README.md -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/3kg
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/3kg/config/finetuning/ecg_transformer
+copying fairseq_signals/examples/3kg/config/finetuning/ecg_transformer/diagnosis.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/3kg/config/finetuning/ecg_transformer
+copying fairseq_signals/examples/3kg/config/finetuning/ecg_transformer/identification.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/3kg/config/finetuning/ecg_transformer
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/3kg/config/pretraining/ecg_transformer
+copying fairseq_signals/examples/3kg/config/pretraining/ecg_transformer/3kg.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/3kg/config/pretraining/ecg_transformer
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/cmsc
+copying fairseq_signals/examples/cmsc/README.md -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/cmsc
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/cmsc/config/finetuning/ecg_transformer
+copying fairseq_signals/examples/cmsc/config/finetuning/ecg_transformer/diagnosis.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/cmsc/config/finetuning/ecg_transformer
+copying fairseq_signals/examples/cmsc/config/finetuning/ecg_transformer/identification.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/cmsc/config/finetuning/ecg_transformer
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/cmsc/config/pretraining/ecg_transformer
+copying fairseq_signals/examples/cmsc/config/pretraining/ecg_transformer/cmsc.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/cmsc/config/pretraining/ecg_transformer
+copying fairseq_signals/examples/cmsc/config/pretraining/ecg_transformer/cmsc_rlm.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/cmsc/config/pretraining/ecg_transformer
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/m3ae
+copying fairseq_signals/examples/m3ae/README.md -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/m3ae
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/m3ae/config/finetuning/ecg_question_answering
+copying fairseq_signals/examples/m3ae/config/finetuning/ecg_question_answering/base.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/m3ae/config/finetuning/ecg_question_answering
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/m3ae/config/pretraining
+copying fairseq_signals/examples/m3ae/config/pretraining/w2v-cmsc_bert.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/m3ae/config/pretraining
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/medvill
+copying fairseq_signals/examples/medvill/README.md -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/medvill
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/medvill/config/finetuning/ecg_question_answering
+copying fairseq_signals/examples/medvill/config/finetuning/ecg_question_answering/base.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/medvill/config/finetuning/ecg_question_answering
+copying fairseq_signals/examples/medvill/config/finetuning/ecg_question_answering/small.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/medvill/config/finetuning/ecg_question_answering
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/medvill/config/pretraining
+copying fairseq_signals/examples/medvill/config/pretraining/medvill.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/medvill/config/pretraining
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/scratch/ecg_classification
+copying fairseq_signals/examples/scratch/ecg_classification/infer.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/scratch/ecg_classification
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/scratch/ecg_classification/ecg_transformer
+copying fairseq_signals/examples/scratch/ecg_classification/ecg_transformer/diagnosis_physionet2021.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/scratch/ecg_classification/ecg_transformer
+copying fairseq_signals/examples/scratch/ecg_classification/ecg_transformer/multi_head_cls_path_dataset.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/scratch/ecg_classification/ecg_transformer
+copying fairseq_signals/examples/scratch/ecg_classification/ecg_transformer/multi_label_cls_path_dataset.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/scratch/ecg_classification/ecg_transformer
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/scratch/ecg_classification/resnet
+copying fairseq_signals/examples/scratch/ecg_classification/resnet/nejedly2021_total.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/scratch/ecg_classification/resnet
+copying fairseq_signals/examples/scratch/ecg_classification/resnet/se_wrn_total.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/scratch/ecg_classification/resnet
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/scratch/ecg_identification
+copying fairseq_signals/examples/scratch/ecg_identification/identification.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/scratch/ecg_identification
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/scratch/ecg_question_answering
+copying fairseq_signals/examples/scratch/ecg_question_answering/infer.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/scratch/ecg_question_answering
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/scratch/ecg_question_answering/blind_transformer
+copying fairseq_signals/examples/scratch/ecg_question_answering/blind_transformer/base.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/scratch/ecg_question_answering/blind_transformer
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/scratch/ecg_question_answering/deaf_transformer
+copying fairseq_signals/examples/scratch/ecg_question_answering/deaf_transformer/base.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/scratch/ecg_question_answering/deaf_transformer
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/scratch/ecg_question_answering/ecg_transformer
+copying fairseq_signals/examples/scratch/ecg_question_answering/ecg_transformer/base.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/scratch/ecg_question_answering/ecg_transformer
+copying fairseq_signals/examples/scratch/ecg_question_answering/ecg_transformer/small.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/scratch/ecg_question_answering/ecg_transformer
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/scratch/ecg_question_answering/resnet_lstm
+copying fairseq_signals/examples/scratch/ecg_question_answering/resnet_lstm/deeper.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/scratch/ecg_question_answering/resnet_lstm
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/scratch/ecg_segmentation/unet
+copying fairseq_signals/examples/scratch/ecg_segmentation/unet/unet3plus_12leads_aug.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/scratch/ecg_segmentation/unet
+copying fairseq_signals/examples/scratch/ecg_segmentation/unet/unet3plus_aug.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/scratch/ecg_segmentation/unet
+copying fairseq_signals/examples/scratch/ecg_segmentation/unet/unet3plus_aug_cgm.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/scratch/ecg_segmentation/unet
+copying fairseq_signals/examples/scratch/ecg_segmentation/unet/unet3plus_cgm.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/scratch/ecg_segmentation/unet
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/simclr
+copying fairseq_signals/examples/simclr/README.md -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/simclr
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/simclr/config/finetuning/ecg_transformer
+copying fairseq_signals/examples/simclr/config/finetuning/ecg_transformer/diagnosis.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/simclr/config/finetuning/ecg_transformer
+copying fairseq_signals/examples/simclr/config/finetuning/ecg_transformer/identification.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/simclr/config/finetuning/ecg_transformer
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/simclr/config/pretraining/ecg_transformer
+copying fairseq_signals/examples/simclr/config/pretraining/ecg_transformer/simclr_augs.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/simclr/config/pretraining/ecg_transformer
+copying fairseq_signals/examples/simclr/config/pretraining/ecg_transformer/simclr_rlm.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/simclr/config/pretraining/ecg_transformer
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/w2v_cmsc
+copying fairseq_signals/examples/w2v_cmsc/README.md -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/w2v_cmsc
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/w2v_cmsc/config/finetuning/ecg_transformer
+copying fairseq_signals/examples/w2v_cmsc/config/finetuning/ecg_transformer/diagnosis.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/w2v_cmsc/config/finetuning/ecg_transformer
+copying fairseq_signals/examples/w2v_cmsc/config/finetuning/ecg_transformer/identification.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/w2v_cmsc/config/finetuning/ecg_transformer
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/w2v_cmsc/config/finetuning/ecg_transformer/grounding_classification
+copying fairseq_signals/examples/w2v_cmsc/config/finetuning/ecg_transformer/grounding_classification/base_total.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/w2v_cmsc/config/finetuning/ecg_transformer/grounding_classification
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/w2v_cmsc/config/pretraining
+copying fairseq_signals/examples/w2v_cmsc/config/pretraining/w2v_cmsc.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/w2v_cmsc/config/pretraining
+copying fairseq_signals/examples/w2v_cmsc/config/pretraining/w2v_cmsc_augs.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/w2v_cmsc/config/pretraining
+copying fairseq_signals/examples/w2v_cmsc/config/pretraining/w2v_cmsc_rlm.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/w2v_cmsc/config/pretraining
+copying fairseq_signals/examples/w2v_cmsc/config/pretraining/w2v_cmsc_rlm_small.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/w2v_cmsc/config/pretraining
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/wav2vec2
+copying fairseq_signals/examples/wav2vec2/README.md -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/wav2vec2
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/wav2vec2/config/finetuning
+copying fairseq_signals/examples/wav2vec2/config/finetuning/diagnosis.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/wav2vec2/config/finetuning
+copying fairseq_signals/examples/wav2vec2/config/finetuning/identification.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/wav2vec2/config/finetuning
+creating build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/wav2vec2/config/pretraining
+copying fairseq_signals/examples/wav2vec2/config/pretraining/w2v.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/wav2vec2/config/pretraining
+copying fairseq_signals/examples/wav2vec2/config/pretraining/w2v_augs.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/wav2vec2/config/pretraining
+copying fairseq_signals/examples/wav2vec2/config/pretraining/w2v_rlm.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/examples/wav2vec2/config/pretraining
+copying fairseq_signals/config/__init__.py -> build/lib.linux-x86_64-cpython-39/fairseq_signals/config
+copying fairseq_signals/config/config.yaml -> build/lib.linux-x86_64-cpython-39/fairseq_signals/config
+running build_ext
+/usr/local/lib/python3.9/site-packages/torch/utils/cpp_extension.py:476: UserWarning: Attempted to use ninja as the BuildExtension backend but we could not find ninja.. Falling back to using the slow distutils backend.
+  warnings.warn(msg.format('we could not find ninja.'))
+building 'fairseq_signals.data.data_utils_fast' extension
+creating build/temp.linux-x86_64-cpython-39/fairseq_signals/data
+g++ -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O3 -Wall -fPIC -I/usr/local/lib/python3.9/site-packages/numpy/core/include -I/usr/local/lib/python3.9/site-packages/numpy/core/include -I/usr/local/include/python3.9 -c fairseq_signals/data/data_utils_fast.cpp -o build/temp.linux-x86_64-cpython-39/fairseq_signals/data/data_utils_fast.o -std=c++11 -O3 -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE=\"_gcc\" -DPYBIND11_STDLIB=\"_libstdcpp\" -DPYBIND11_BUILD_ABI=\"_cxxabi1011\" -DTORCH_EXTENSION_NAME=data_utils_fast -D_GLIBCXX_USE_CXX11_ABI=0
+In file included from /usr/local/lib/python3.9/site-packages/numpy/core/include/numpy/ndarraytypes.h:1929,
+                 from /usr/local/lib/python3.9/site-packages/numpy/core/include/numpy/ndarrayobject.h:12,
+                 from /usr/local/lib/python3.9/site-packages/numpy/core/include/numpy/arrayobject.h:5,
+                 from fairseq_signals/data/data_utils_fast.cpp:1166:
+/usr/local/lib/python3.9/site-packages/numpy/core/include/numpy/npy_1_7_deprecated_api.h:17:2: warning: #warning "Using deprecated NumPy API, disable it with " "#define NPY_NO_DEPRECATED_API NPY_1_7_API_VERSION" [-Wcpp]
+   17 | #warning "Using deprecated NumPy API, disable it with " \
+      |  ^~~~~~~
+fairseq_signals/data/data_utils_fast.cpp: In function ‘npy_intp __pyx_f_5numpy_5dtype_8itemsize_itemsize(PyArray_Descr*)’:
+fairseq_signals/data/data_utils_fast.cpp:17295:13: error: ‘PyDataType_ELSIZE’ was not declared in this scope; did you mean ‘PyDataType_ISUNSIZED’?
+17295 |   __pyx_r = PyDataType_ELSIZE(__pyx_v_self);
+      |             ^~~~~~~~~~~~~~~~~
+      |             PyDataType_ISUNSIZED
+fairseq_signals/data/data_utils_fast.cpp: In function ‘npy_intp __pyx_f_5numpy_5dtype_9alignment_alignment(PyArray_Descr*)’:
+fairseq_signals/data/data_utils_fast.cpp:17329:13: error: ‘PyDataType_ALIGNMENT’ was not declared in this scope; did you mean ‘PyDataType_ISSIGNED’?
+17329 |   __pyx_r = PyDataType_ALIGNMENT(__pyx_v_self);
+      |             ^~~~~~~~~~~~~~~~~~~~
+      |             PyDataType_ISSIGNED
+fairseq_signals/data/data_utils_fast.cpp: In function ‘PyObject* __pyx_f_5numpy_5dtype_6fields_fields(PyArray_Descr*)’:
+fairseq_signals/data/data_utils_fast.cpp:17367:15: error: ‘PyDataType_FIELDS’ was not declared in this scope; did you mean ‘PyDataType_HASFIELDS’?
+17367 |   __pyx_t_1 = PyDataType_FIELDS(__pyx_v_self);
+      |               ^~~~~~~~~~~~~~~~~
+      |               PyDataType_HASFIELDS
+fairseq_signals/data/data_utils_fast.cpp: In function ‘PyObject* __pyx_f_5numpy_5dtype_5names_names(PyArray_Descr*)’:
+fairseq_signals/data/data_utils_fast.cpp:17409:15: error: ‘PyDataType_NAMES’ was not declared in this scope; did you mean ‘PyDataType_ISNUMBER’?
+17409 |   __pyx_t_1 = PyDataType_NAMES(__pyx_v_self);
+      |               ^~~~~~~~~~~~~~~~
+      |               PyDataType_ISNUMBER
+fairseq_signals/data/data_utils_fast.cpp: In function ‘PyArray_ArrayDescr* __pyx_f_5numpy_5dtype_8subarray_subarray(PyArray_Descr*)’:
+fairseq_signals/data/data_utils_fast.cpp:17447:13: error: ‘PyDataType_SUBARRAY’ was not declared in this scope; did you mean ‘PyDataType_HASSUBARRAY’?
+17447 |   __pyx_r = PyDataType_SUBARRAY(__pyx_v_self);
+      |             ^~~~~~~~~~~~~~~~~~~
+      |             PyDataType_HASSUBARRAY
+fairseq_signals/data/data_utils_fast.cpp: In function ‘npy_uint64 __pyx_f_5numpy_5dtype_5flags_flags(PyArray_Descr*)’:
+fairseq_signals/data/data_utils_fast.cpp:17481:13: error: ‘PyDataType_FLAGS’ was not declared in this scope; did you mean ‘PyDataType_FLAGCHK’?
+17481 |   __pyx_r = PyDataType_FLAGS(__pyx_v_self);
+      |             ^~~~~~~~~~~~~~~~
+      |             PyDataType_FLAGCHK
+fairseq_signals/data/data_utils_fast.cpp: In function ‘int __pyx_f_5numpy_9broadcast_7numiter_numiter(PyArrayMultiIterObject*)’:
+fairseq_signals/data/data_utils_fast.cpp:17515:13: error: ‘PyArray_MultiIter_NUMITER’ was not declared in this scope; did you mean ‘PyArray_MultiIter_NEXTi’?
+17515 |   __pyx_r = PyArray_MultiIter_NUMITER(__pyx_v_self);
+      |             ^~~~~~~~~~~~~~~~~~~~~~~~~
+      |             PyArray_MultiIter_NEXTi
+fairseq_signals/data/data_utils_fast.cpp: In function ‘npy_intp __pyx_f_5numpy_9broadcast_4size_size(PyArrayMultiIterObject*)’:
+fairseq_signals/data/data_utils_fast.cpp:17549:13: error: ‘PyArray_MultiIter_SIZE’ was not declared in this scope; did you mean ‘PyArray_MultiIter_GOTO’?
+17549 |   __pyx_r = PyArray_MultiIter_SIZE(__pyx_v_self);
+      |             ^~~~~~~~~~~~~~~~~~~~~~
+      |             PyArray_MultiIter_GOTO
+fairseq_signals/data/data_utils_fast.cpp: In function ‘npy_intp __pyx_f_5numpy_9broadcast_5index_index(PyArrayMultiIterObject*)’:
+fairseq_signals/data/data_utils_fast.cpp:17583:13: error: ‘PyArray_MultiIter_INDEX’ was not declared in this scope; did you mean ‘PyArray_MultiIter_NEXT’?
+17583 |   __pyx_r = PyArray_MultiIter_INDEX(__pyx_v_self);
+      |             ^~~~~~~~~~~~~~~~~~~~~~~
+      |             PyArray_MultiIter_NEXT
+fairseq_signals/data/data_utils_fast.cpp: In function ‘int __pyx_f_5numpy_9broadcast_2nd_nd(PyArrayMultiIterObject*)’:
+fairseq_signals/data/data_utils_fast.cpp:17617:13: error: ‘PyArray_MultiIter_NDIM’ was not declared in this scope; did you mean ‘PyArray_MultiIter_NEXT’?
+17617 |   __pyx_r = PyArray_MultiIter_NDIM(__pyx_v_self);
+      |             ^~~~~~~~~~~~~~~~~~~~~~
+      |             PyArray_MultiIter_NEXT
+fairseq_signals/data/data_utils_fast.cpp: In function ‘npy_intp* __pyx_f_5numpy_9broadcast_10dimensions_dimensions(PyArrayMultiIterObject*)’:
+fairseq_signals/data/data_utils_fast.cpp:17651:13: error: ‘PyArray_MultiIter_DIMS’ was not declared in this scope; did you mean ‘PyArray_MultiIter_DATA’?
+17651 |   __pyx_r = PyArray_MultiIter_DIMS(__pyx_v_self);
+      |             ^~~~~~~~~~~~~~~~~~~~~~
+      |             PyArray_MultiIter_DATA
+fairseq_signals/data/data_utils_fast.cpp: In function ‘void** __pyx_f_5numpy_9broadcast_5iters_iters(PyArrayMultiIterObject*)’:
+fairseq_signals/data/data_utils_fast.cpp:17685:13: error: ‘PyArray_MultiIter_ITERS’ was not declared in this scope; did you mean ‘PyArray_MultiIter_NEXT’?
+17685 |   __pyx_r = PyArray_MultiIter_ITERS(__pyx_v_self);
+      |             ^~~~~~~~~~~~~~~~~~~~~~~
+      |             PyArray_MultiIter_NEXT
+error: command '/usr/bin/g++' failed with exit code 1
+
+--> ERROR: process "/bin/sh -c echo 'Installing fairseq-signals with proper import path handling...' &&     git clone https://github.com/Jwoo5/fairseq-signals.git &&     cd fairseq-signals &&     pip install --editable ./ &&     python setup.py install &&     cd .. &&     python -c \"import fairseq_signals; print('✅ fairseq_signals imported successfully')\" &&     echo 'fairseq_signals installation verified'" did not complete successfully: exit code: 1

requirements_hf_spaces.txt

@@ -7,10 +7,12 @@ fastapi==0.104.1
 uvicorn[standard]==0.24.0
 huggingface-hub==0.19.4
 
-# PyTorch (official requirement: >= 1.5.0)
-torch==1.13.1
-torchvision==0.14.1
-torchaudio==0.13.1
+# CRITICAL FIX: Upgrade PyTorch to 2.1.0 for ECG-FM compatibility
+# ECG-FM checkpoints require PyTorch >=2.1.0 for torch.nn.utils.parametrizations.weight_norm
+# PyTorch 1.13.1 is missing this function, causing model loading failures
+torch==2.1.0
+torchvision==0.16.0
+torchaudio==2.1.0
 
 # CRITICAL FIX: Pin transformers to compatible version
 # fairseq_signals requires transformers>=4.21.0 but transformers 4.55.4 has breaking changes