diff --git a/.github/workflows/env_test.yml b/.github/workflows/env_test.yml new file mode 100644 index 0000000..238ea17 --- /dev/null +++ b/.github/workflows/env_test.yml @@ -0,0 +1,26 @@ +name: Environment Test + +on: [push, workflow_dispatch] + +jobs: + build: + # continue-on-error: true + strategy: + matrix: + os: [ubuntu-20.04, ubuntu-22.04, windows-latest, macos-12, macos-11] + python-version: ["3.8", "3.9", "3.10"] + runs-on: ${{ matrix.os }} + steps: + - uses: actions/checkout@v3 + - uses: actions/setup-python@v4 + with: + python-version: ${{ matrix.python-version }} + - name: Install dependencies + run: | + python -m pip install --upgrade pip poetry + poetry install + - name: Run test + env: + NAS_CREDS: ${{ secrets.NAS_CREDS }} + run: | + poetry run python -m pytest pyha_tests \ No newline at end of file diff --git a/.gitignore b/.gitignore index 8130b4a..6297221 100644 --- a/.gitignore +++ b/.gitignore @@ -27,4 +27,286 @@ mixed_bird_manual.csv !PyHa_Tutorial.ipynb -!ScreamingPiha_Manual_Labels.csv \ No newline at end of file +!ScreamingPiha_Manual_Labels.csv + +# Created by https://www.toptal.com/developers/gitignore/api/jupyternotebooks,python,linux,macos,windows,visualstudiocode +# Edit at https://www.toptal.com/developers/gitignore?templates=jupyternotebooks,python,linux,macos,windows,visualstudiocode + +### JupyterNotebooks ### +# gitignore template for Jupyter Notebooks +# website: http://jupyter.org/ + +.ipynb_checkpoints +*/.ipynb_checkpoints/* + +# IPython +profile_default/ +ipython_config.py + +# Remove previous ipynb_checkpoints +# git rm -r .ipynb_checkpoints/ + +### Linux ### +*~ + +# temporary files which can be created if a process still has a handle open of a deleted file +.fuse_hidden* + +# KDE directory preferences +.directory + +# Linux trash folder which might appear on any partition or disk +.Trash-* + +# .nfs files are created when an open file is removed but is still being accessed +.nfs* + +### macOS ### +# General +.DS_Store +.AppleDouble +.LSOverride + +# Icon must end with two \r +Icon + + +# Thumbnails +._* + +# Files that might appear in the root of a volume +.DocumentRevisions-V100 +.fseventsd +.Spotlight-V100 +.TemporaryItems +.Trashes +.VolumeIcon.icns +.com.apple.timemachine.donotpresent + +# Directories potentially created on remote AFP share +.AppleDB +.AppleDesktop +Network Trash Folder +Temporary Items +.apdisk + +### macOS Patch ### +# iCloud generated files +*.icloud + +### Python ### +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ +cover/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +.pybuilder/ +target/ + +# Jupyter Notebook + +# IPython + +# pyenv +# For a library or package, you might want to ignore these files since the code is +# intended to run in multiple environments; otherwise, check them in: +# .python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# poetry +# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. +# This is especially recommended for binary packages to ensure reproducibility, and is more +# commonly ignored for libraries. +# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control +#poetry.lock + +# pdm +# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. +#pdm.lock +# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it +# in version control. +# https://pdm.fming.dev/#use-with-ide +.pdm.toml + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# pytype static type analyzer +.pytype/ + +# Cython debug symbols +cython_debug/ + +# PyCharm +# JetBrains specific template is maintained in a separate JetBrains.gitignore that can +# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore +# and can be added to the global gitignore or merged into this file. For a more nuclear +# option (not recommended) you can uncomment the following to ignore the entire idea folder. +#.idea/ + +### Python Patch ### +# Poetry local configuration file - https://python-poetry.org/docs/configuration/#local-configuration +poetry.toml + +# ruff +.ruff_cache/ + +# LSP config files +pyrightconfig.json + +### VisualStudioCode ### +.vscode/* +!.vscode/settings.json +!.vscode/tasks.json +!.vscode/launch.json +!.vscode/extensions.json +!.vscode/*.code-snippets + +# Local History for Visual Studio Code +.history/ + +# Built Visual Studio Code Extensions +*.vsix + +### VisualStudioCode Patch ### +# Ignore all local history of files +.history +.ionide + +### Windows ### +# Windows thumbnail cache files +Thumbs.db +Thumbs.db:encryptable +ehthumbs.db +ehthumbs_vista.db + +# Dump file +*.stackdump + +# Folder config file +[Dd]esktop.ini + +# Recycle Bin used on file shares +$RECYCLE.BIN/ + +# Windows Installer files +*.cab +*.msi +*.msix +*.msm +*.msp + +# Windows shortcuts +*.lnk + +# End of https://www.toptal.com/developers/gitignore/api/jupyternotebooks,python,linux,macos,windows,visualstudiocode +credentials.json diff --git a/.vscode/settings.json b/.vscode/settings.json new file mode 100644 index 0000000..dc4854c --- /dev/null +++ b/.vscode/settings.json @@ -0,0 +1,7 @@ +{ + "python.testing.pytestArgs": [ + "pyha_tests" + ], + "python.testing.unittestEnabled": false, + "python.testing.pytestEnabled": true +} \ No newline at end of file diff --git a/PyHa/IsoAutio.py b/PyHa/IsoAutio.py index ce8b953..732e79d 100644 --- a/PyHa/IsoAutio.py +++ b/PyHa/IsoAutio.py @@ -12,7 +12,7 @@ from math import ceil from copy import deepcopy from sys import exit - +import logging def checkVerbose( errorMessage, @@ -966,6 +966,7 @@ def generate_automated_labels_microfaune( except KeyboardInterrupt: exit("Keyboard interrupt") except BaseException as e: + checkVerbose(e, isolation_parameters) checkVerbose("Error in detection, skipping" + audio_file, isolation_parameters) continue @@ -989,11 +990,11 @@ def generate_automated_labels_microfaune( if annotations.empty: annotations = new_entry else: - annotations = annotations.append(new_entry) + annotations = pd.concat([annotations, new_entry]) except KeyboardInterrupt: exit("Keyboard interrupt") except BaseException as e: - + checkVerbose(e, isolation_parameters) checkVerbose("Error in isolating bird calls from" + audio_file, isolation_parameters) continue @@ -1040,6 +1041,7 @@ def generate_automated_labels_tweetynet( Returns: Dataframe of automated labels for the audio clips in audio_dir. """ + logger = logging.getLogger("TweetyNet Autogenerated Labels") assert isinstance(audio_dir,str) assert isinstance(isolation_parameters,dict) @@ -1070,7 +1072,8 @@ def generate_automated_labels_tweetynet( SIGNAL = SIGNAL * 32768 except KeyboardInterrupt: exit("Keyboard interrupt") - except BaseException: + except Exception as exp: + logger.exception(f"Failed to load {audio_file}, parameters: {isolation_parameters}") checkVerbose("Failed to load " + audio_file, isolation_parameters) continue @@ -1083,8 +1086,9 @@ def generate_automated_labels_tweetynet( SAMPLE_RATE = normalized_sample_rate except KeyboardInterrupt: exit("Keyboard interrupt") - except: + except Exception as exc: checkVerbose("Failed to Downsample " + audio_file, isolation_parameters) + logger.exception(f'Failed to downsample {audio_file}, parameters: {isolation_parameters}') # convert stereo to mono if needed # Might want to compare to just taking the first set of data. @@ -1099,6 +1103,7 @@ def generate_automated_labels_tweetynet( except BaseException as e: checkVerbose("Error in detection, skipping " + audio_file, isolation_parameters) print(e) + logger.exception(f'Error in detection, skipping {audio_file}, parameters: {isolation_parameters}') continue try: @@ -1126,12 +1131,12 @@ def generate_automated_labels_tweetynet( if annotations.empty: annotations = new_entry else: - annotations = annotations.append(new_entry) + annotations = pd.concat([annotations, new_entry]) except KeyboardInterrupt: exit("Keyboard interrupt") except BaseException as e: checkVerbose("Error in isolating bird calls from " + audio_file, isolation_parameters) - print(e) + logger.exception(f"Error in isolating bird calls from {audio_file}") continue # Quick fix to indexing annotations.reset_index(inplace=True, drop=True) diff --git a/PyHa/__init__.py b/PyHa/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/PyHa/birdnet_lite/analyze.py b/PyHa/birdnet_lite/analyze.py index 863f0e2..20ec2d1 100644 --- a/PyHa/birdnet_lite/analyze.py +++ b/PyHa/birdnet_lite/analyze.py @@ -15,6 +15,8 @@ import time import pandas as pd from sys import exit +import logging +from pathlib import Path def loadModel(): @@ -83,13 +85,14 @@ def splitSignal(sig, rate, overlap, seconds=3.0, minlen=1.5): def readAudioData(path, overlap, sample_rate=48000): print('READING AUDIO DATA...', end=' ', flush=True) - - # Open file with librosa (uses ffmpeg or libav) + print("Path: ", path) + # Open file with librosa (uses ffmanaeg or libav) try: sig, rate = librosa.load(path, sr=sample_rate, mono=True, res_type='kaiser_fast') clip_length = librosa.get_duration(y=sig, sr=rate) - except: - return 0 + except Exception as e: + print(e) + return (0, 0) # Split audio into 3-second chunks chunks = splitSignal(sig, rate, overlap) @@ -261,14 +264,15 @@ def analyze(audio_path, output_path = None, lat=-1, lon=-1, week=-1, overlap=0.0 if audioData == 0: continue detections = analyzeAudioData(audioData, lat, lon, week, sensitivity, overlap, interpreter, num_predictions) - output_metadata['FOLDER'] = os.path.join('.', os.path.relpath(os.path.split(datafile)[0], os.getcwd())) + os.path.sep + output_metadata['FOLDER'] = Path(datafile).resolve().as_posix() output_metadata['IN FILE'] = os.path.split(datafile)[1] output_metadata['CLIP LENGTH'] = clip_length df = writeResultsToDf(df, detections, min_conf, output_metadata) except KeyboardInterrupt: exit("Keyboard interrupt") - except: + except Exception as exc: print("Error in processing file: {}".format(datafile)) + logging.exception(f"Error in processing file: {datafile}") if output_path is None: output_file = os.path.join(audio_path, 'result.csv') output_file = os.path.abspath(output_file) diff --git a/PyHa/microfaune_package/microfaune/audio.py b/PyHa/microfaune_package/microfaune/audio.py index c1af3c0..dd6f075 100644 --- a/PyHa/microfaune_package/microfaune/audio.py +++ b/PyHa/microfaune_package/microfaune/audio.py @@ -124,7 +124,7 @@ def create_spec(data, fs, n_mels=32, n_fft=2048, hop_len=1024): """ # Calculate spectrogram S = librosa.feature.melspectrogram( - data, sr=fs, n_fft=n_fft, hop_length=hop_len, n_mels=n_mels) + y=data, sr=fs, n_fft=n_fft, hop_length=hop_len, n_mels=n_mels) S = S.astype(np.float32) # Convert power to dB diff --git a/PyHa/statistics.py b/PyHa/statistics.py index bfd3066..72ec75d 100644 --- a/PyHa/statistics.py +++ b/PyHa/statistics.py @@ -263,7 +263,7 @@ def automated_labeling_statistics( if statistics_df.empty: statistics_df = clip_stats_df else: - statistics_df = statistics_df.append(clip_stats_df) + statistics_df = pd.concat([statistics_df,clip_stats_df]) elif stats_type == "IoU": IoU_Matrix = clip_IoU(clip_automated_df, clip_manual_df) clip_stats_df = matrix_IoU_Scores( @@ -271,17 +271,17 @@ def automated_labeling_statistics( if statistics_df.empty: statistics_df = clip_stats_df else: - statistics_df = statistics_df.append(clip_stats_df) + statistics_df = pd.concat([statistics_df, clip_stats_df]) except BaseException as e: num_errors += 1 #print("Something went wrong with: " + clip) - #print(e) + print(e) continue if num_processed % 50 == 0: print("Processed", num_processed, "clips in", int((time.time() - start_time) * 10) / 10.0, 'seconds') start_time = time.time() if num_errors > 0: - checkVerbose("Something went wrong with" + num_errors + "clips out of" + str(len(clips)) + "clips", verbose) + checkVerbose(f"Something went wrong with {num_errors} clips out of {len(clips)} clips", verbose) statistics_df.reset_index(inplace=True, drop=True) return statistics_df @@ -751,7 +751,7 @@ def dataset_Catch(automated_df, manual_df): if manual_df_with_Catch.empty: manual_df_with_Catch = clip_manual_df else: - manual_df_with_Catch = manual_df_with_Catch.append(clip_manual_df) + manual_df_with_Catch = pd.concat([manual_df_with_Catch,clip_manual_df]) # Resetting the indices manual_df_with_Catch.reset_index(inplace=True, drop=True) return manual_df_with_Catch @@ -825,7 +825,7 @@ def clip_statistics( clip_statistics = automated_labeling_statistics(temp_automated_class_df, temp_manual_class_df, stats_type = stats_type, threshold = threshold) else: temp_df = automated_labeling_statistics(temp_automated_class_df, temp_manual_class_df, stats_type = stats_type, threshold = threshold) - clip_statistics = clip_statistics.append(temp_df) + clip_statistics = pd.concat([clip_statistics,temp_df]) clip_statistics.reset_index(inplace=True,drop=True) return clip_statistics @@ -860,6 +860,6 @@ def class_statistics(clip_statistics): class_statistics = global_statistics(class_df, manual_id = class_) else: temp_df = global_statistics(class_df, manual_id = class_) - class_statistics = class_statistics.append(temp_df) + class_statistics = pd.concat([class_statistics,temp_df]) class_statistics.reset_index(inplace=True,drop=True) return class_statistics diff --git a/PyHa/tweetynet_package/tweetynet/TweetyNetModel.py b/PyHa/tweetynet_package/tweetynet/TweetyNetModel.py index 013cd61..5627194 100644 --- a/PyHa/tweetynet_package/tweetynet/TweetyNetModel.py +++ b/PyHa/tweetynet_package/tweetynet/TweetyNetModel.py @@ -111,7 +111,7 @@ def predict(self, test_dataset, model_weights=None, norm=False): bins = st_time + (int(uids[0].split("_")[0])*window_size) d = {"uid": uids[0], "pred": pred, "label": labels, "time_bins": bins} new_preds = pd.DataFrame(d) - predictions = predictions.append(new_preds) + predictions = pd.concat([predictions, new_preds]) if norm: local_score = self.normalize(local_score, 0, 1) diff --git a/README.md b/README.md index 2d2e0b2..eb6a18d 100644 --- a/README.md +++ b/README.md @@ -17,11 +17,15 @@ PyHa = Python + Piha (referring to a bird species of our interest known as the s ## Installation and Setup 1. Navigate to a desired folder and clone the repository onto your local machine. `git clone https://github.com/UCSD-E4E/PyHa.git` - If you wish to reduce the size of the repository on your local machine you can alternatively use `git clone https://github.com/UCSD-E4E/PyHa.git --depth 1` which will only install the most up-to-date version of the repo without its history. -2. Install [Miniconda](https://docs.conda.io/en/latest/miniconda.html) or [Miniforge](https://github.com/conda-forge/miniforge). -3. Install the conda environment by running `conda env create --file conda_environments/{filename}`, where `filename` is the name of the yaml containing the environment for your OS. -4. Run `conda activate species-id` to activate the conda environment used to develop the package. -5. Here you can download the Xeno-canto Screaming Piha test set used in our demos: https://drive.google.com/drive/u/0/folders/1lIweB8rF9JZhu6imkuTg_No0i04ClDh1 -6. Run `jupyter notebook` while in the proper folder to activate the PyHa_Tutorial.ipynb notebook and make sure PyHa is running properly. Make sure the paths are properly aligned to the TEST folder in the notebook as well as in the ScreamingPiha_Manual_Labels.csv file +2. Install Python 3.8, Python 3.9, or Python 3.10 +3. Create a `venv` by running `python3.x -m venv .venv` where `python3.x` is the appropriate python. +4. Activate the `venv` with the following commands: + - Windows: `.venv\Scripts\activate` + - macOS/Linux: `source .venv/bin/activate` +5. Install the build tools: `python -m pip install --upgrade pip poetry` +6. Install the environment: `poetry install` +7. Here you can download the Xeno-canto Screaming Piha test set used in our demos: https://drive.google.com/drive/u/0/folders/1lIweB8rF9JZhu6imkuTg_No0i04ClDh1 +8. Run `jupyter notebook` while in the proper folder to activate the PyHa_Tutorial.ipynb notebook and make sure PyHa is running properly. Make sure the paths are properly aligned to the TEST folder in the notebook as well as in the ScreamingPiha_Manual_Labels.csv file ## Functions ![design](https://user-images.githubusercontent.com/44332326/126560960-e9816f7e-c31b-40ee-804d-6947053323c2.png) diff --git a/conda_environments/environment_MacOS_BigSur.11.4.yml b/conda_environments/environment_MacOS_BigSur.11.4.yml deleted file mode 100644 index cea3ec3..0000000 --- a/conda_environments/environment_MacOS_BigSur.11.4.yml +++ /dev/null @@ -1,207 +0,0 @@ -name: species-id -channels: - - conda-forge - - defaults -dependencies: - - absl-py=0.12.0=pyhd8ed1ab_0 - - appdirs=1.4.4=pyh9f0ad1d_0 - - argon2-cffi=20.1.0=py37hf967b71_2 - - astor=0.8.1=pyh9f0ad1d_0 - - async_generator=1.10=py_0 - - attrs=20.3.0=pyhd3deb0d_0 - - audioread=2.1.9=py37hf985489_0 - - backcall=0.2.0=pyh9f0ad1d_0 - - backports=1.0=py_2 - - backports.functools_lru_cache=1.6.3=pyhd8ed1ab_0 - - bleach=3.3.0=pyh44b312d_0 - - brotlipy=0.7.0=py37hf967b71_1001 - - bzip2=1.0.8=h0d85af4_4 - - c-ares=1.17.1=h0d85af4_1 - - ca-certificates=2020.12.5=h033912b_0 - - cached-property=1.5.2=hd8ed1ab_1 - - cached_property=1.5.2=pyha770c72_1 - - certifi=2020.12.5=py38h50d1736_1 - - cffi=1.14.5=py37h4d371b4_0 - - chardet=4.0.0=py39h6e9494a_1 - - cryptography=3.4.7=py38h1fa4640_0 - - cycler=0.10.0=py_2 - - dbus=1.13.6=ha13b53f_2 - - decorator=5.0.6=pyhd8ed1ab_0 - - defusedxml=0.7.1=pyhd8ed1ab_0 - - entrypoints=0.3=pyhd8ed1ab_1003 - - expat=2.3.0=he49afe7_0 - - ffmpeg=4.3.1=hb787a4c_2 - - fontconfig=2.13.1=hd23ceaa_1004 - - freetype=2.10.4=h4cff582_1 - - gast=0.4.0=pyh9f0ad1d_0 - - gettext=0.19.8.1=h7937167_1005 - - glib=2.68.1=he49afe7_0 - - glib-tools=2.68.1=he49afe7_0 - - gmp=6.2.1=h2e338ed_0 - - gnutls=3.6.13=h756fd2b_1 - - google-pasta=0.2.0=pyh8c360ce_0 - - grpcio=1.37.0=py36h8d587b5_0 - - gst-plugins-base=1.18.4=h63a84d5_1 - - gstreamer=1.18.4=h8622b34_0 - - h5py=2.10.0=nompi_py38h9a16e60_106 - - hdf5=1.10.6=nompi_hc5d9132_1114 - - icu=68.1=h74dc148_0 - - idna=2.10=pyh9f0ad1d_0 - - importlib-metadata=3.10.0=py39h6e9494a_0 - - ipykernel=5.5.3=py38h6c79ece_0 - - ipython=7.22.0=py38h6c79ece_0 - - ipython_genutils=0.2.0=py_1 - - ipywidgets=7.6.3=pyhd3deb0d_0 - - jedi=0.18.0=py39h6e9494a_2 - - jinja2=2.11.3=pyh44b312d_0 - - joblib=1.0.1=pyhd8ed1ab_0 - - jpeg=9d=hbcb3906_0 - - jsonschema=3.2.0=pyhd8ed1ab_3 - - jupyter=1.0.0=py39h6e9494a_6 - - jupyter_client=6.1.12=pyhd8ed1ab_0 - - jupyter_console=6.4.0=pyhd8ed1ab_0 - - jupyter_core=4.7.1=py37hf985489_0 - - jupyterlab_pygments=0.1.2=pyh9f0ad1d_0 - - jupyterlab_widgets=1.0.0=pyhd8ed1ab_1 - - keras-applications=1.0.8=py_1 - - keras-preprocessing=1.1.2=pyhd8ed1ab_0 - - kiwisolver=1.3.1=py36h615c93b_1 - - krb5=1.17.2=h60d9502_0 - - lame=3.100=h35c211d_1001 - - lcms2=2.12=h577c468_0 - - ld_impl_linux-64=2.35.1=h8edb8f9_2 - - libblas=3.9.0=8_openblas - - libcblas=3.9.0=8_openblas - - libclang=11.1.0=default_he082bbe_0 - - libcurl=7.76.0=h8ef9fac_0 - - libedit=3.1.20191231=h0678c8f_2 - - libev=4.33=haf1e3a3_1 - - libevent=2.1.10=hddc9c9b_3 - - libffi=3.3=h046ec9c_2 - - libflac=1.3.3=h74dc148_1 - - libgfortran5=9.3.0=h6c81a4c_17 - - libglib=2.68.1=hd556434_0 - - libiconv=1.16=haf1e3a3_0 - - liblapack=3.9.0=8_openblas - - libllvm10=10.0.1=h009f743_3 - - libllvm11=11.1.0=hd011deb_2 - - libnghttp2=1.43.0=h07e645a_0 - - libogg=1.3.4=h35c211d_1 - - libopenblas=0.3.12=openmp_h63d9170_1 - - libopus=1.3.1=hc929b4f_1 - - libpng=1.6.37=h7cec526_2 - - libpq=13.1=h052a64a_2 - - libprotobuf=3.15.7=hcf210ce_0 - - librosa=0.8.0=pyh9f0ad1d_0 - - libsndfile=1.0.31=he49afe7_1 - - libsodium=1.0.18=hbcb3906_1 - - libssh2=1.9.0=h52ee1ee_6 - - libtiff=4.2.0=h355d032_0 - - libuuid=2.32.1=h35c211d_1000 - - libvorbis=1.3.7=h046ec9c_0 - - libwebp-base=1.2.0=h0d85af4_2 - - libxcb=1.13=h35c211d_1003 - - libxml2=2.9.10=h802ca4f_3 - - llvmlite=0.36.0=py38h872f124_0 - - lz4-c=1.9.3=h046ec9c_0 - - markdown=3.3.4=pyhd8ed1ab_0 - - markupsafe=1.1.1=py37hf967b71_3 - - matplotlib-base=3.4.1=py39hb07454d_0 - - mistune=0.8.4=py37hf967b71_1003 - - mysql-common=8.0.23=h694c41f_1 - - mysql-libs=8.0.23=h54f5a68_2 - - nbclient=0.5.3=pyhd8ed1ab_0 - - nbconvert=6.0.7=py38h50d1736_3 - - nbformat=5.1.3=pyhd8ed1ab_0 - - ncurses=6.2=h2e338ed_4 - - nest-asyncio=1.5.1=pyhd8ed1ab_0 - - nettle=3.6=hedd7734_0 - - notebook=6.3.0=py37h5186d4c_0 - - nspr=4.30=hcd9eead_0 - - nss=3.63=h31e2bf1_0 - - numba=0.53.1=py38h8fd2267_0 - - numpy=1.20.2=py39h7eed0ac_0 - - olefile=0.46=pyh9f0ad1d_1 - - openh264=2.1.1=hfd3ada9_0 - - openjpeg=2.4.0=h6cbf5cd_0 - - openssl=1.1.1k=h0d85af4_0 - - packaging=20.9=pyh44b312d_0 - - pandas=1.2.3=py39h4d6be9b_0 - - pandoc=2.12=h0d85af4_0 - - pandocfilters=1.4.2=py36_0 - - parso=0.8.2=pyhd8ed1ab_0 - - pcre=8.44=h4a8c4bd_0 - - pexpect=4.8.0=pyh9f0ad1d_2 - - pickleshare=0.7.5=py_1003 - - pillow=8.1.2=py38h83525de_1 - - pip=21.0.1=pyhd8ed1ab_0 - - pooch=1.3.0=pyhd8ed1ab_0 - - prometheus_client=0.10.1=pyhd8ed1ab_0 - - prompt-toolkit=3.0.18=pyha770c72_0 - - prompt_toolkit=3.0.18=hd8ed1ab_0 - - protobuf=3.15.7=py39h9fcab8e_0 - - pthread-stubs=0.4=hc929b4f_1001 - - ptyprocess=0.7.0=pyhd3deb0d_0 - - pycparser=2.20=pyh9f0ad1d_2 - - pygments=2.8.1=pyhd8ed1ab_0 - - pyopenssl=20.0.1=pyhd8ed1ab_0 - - pyparsing=2.4.7=pyh9f0ad1d_0 - - pyqt=5.12.3=py38h50d1736_7 - - pyqt-impl=5.12.3=py38h721a93c_7 - - pyqt5-sip=4.19.18=py38h5745d40_7 - - pyqtchart=5.12=py38h721a93c_7 - - pyqtwebengine=5.12.1=py38h721a93c_7 - - pyrsistent=0.17.3=py37hf967b71_2 - - pysocks=1.7.1=py38h50d1736_3 - - pysoundfile=0.10.3.post1=pyhd3deb0d_0 - - python=3.7.10=h7728216_100_cpython - - python-dateutil=2.8.1=py_0 - - python_abi=3.7=1_cp37m - - pytz=2021.1=pyhd8ed1ab_0 - - pyzmq=22.0.3=py38hd3b92b6_1 - - qt=5.12.9=h126340a_4 - - qtconsole=5.0.3=pyhd8ed1ab_0 - - qtpy=1.9.0=py_0 - - readline=8.0=h0678c8f_2 - - requests=2.25.1=pyhd3deb0d_0 - - resampy=0.2.2=py_0 - - scikit-learn=0.24.1=py38hfd19401_0 - - scipy=1.6.2=py38h431c0a8_0 - - send2trash=1.5.0=py_0 - - setuptools=49.6.0=py38h50d1736_3 - - six=1.15.0=pyh9f0ad1d_0 - - sqlite=3.35.4=h44b9ce1_0 - - tensorboard=1.14.0=py37_0 - - tensorflow=1.14.0=h3cdfc77_0 - - tensorflow-base=1.14.0=mkl_py37h5a24fda_0 - - tensorflow-estimator=1.14.0=py37h5ca1d4c_0 - - termcolor=1.1.0=py_2 - - terminado=0.9.4=py37hf985489_0 - - testpath=0.4.4=py_0 - - threadpoolctl=2.1.0=pyh5ca1d4c_0 - - tk=8.6.10=h0419947_1 - - tornado=6.1=py37hf967b71_1 - - traitlets=5.0.5=py_0 - - typing_extensions=3.7.4.3=py_0 - - urllib3=1.26.4=pyhd8ed1ab_0 - - wcwidth=0.2.5=pyh9f0ad1d_2 - - webencodings=0.5.1=py_1 - - werkzeug=1.0.1=pyh9f0ad1d_0 - - wheel=0.36.2=pyhd3deb0d_0 - - widgetsnbextension=3.5.1=py37hf985489_4 - - wrapt=1.12.1=py36h20b66c6_3 - - x264=1!161.3030=h35c211d_0 - - xorg-libxau=1.0.9=h35c211d_0 - - xorg-libxdmcp=1.1.3=h35c211d_0 - - xz=5.2.5=h0b31af3_1 - - zeromq=4.3.4=h1c7c35f_0 - - zipp=3.4.1=pyhd8ed1ab_0 - - zlib=1.2.11=h7795811_1010 - - zstd=1.4.9=h582d3a0_0 - - pip: - - nvidia-cublas-cu11==11.10.3.66 - - nvidia-cuda-nvrtc-cu11==11.7.99 - - nvidia-cuda-runtime-cu11==11.7.99 - - nvidia-cudnn-cu11==8.5.0.96 - - torch==1.13.1 -prefix: /home/jacob/miniconda3/envs/species-id diff --git a/conda_environments/environment_MacOS_BigSur.11.6.yml b/conda_environments/environment_MacOS_BigSur.11.6.yml deleted file mode 100644 index 5d60eea..0000000 --- a/conda_environments/environment_MacOS_BigSur.11.6.yml +++ /dev/null @@ -1,377 +0,0 @@ -name: base -channels: - - pytorch - - defaults -dependencies: - - _anaconda_depends=2020.07=py38_0 - - _ipyw_jlab_nb_ext_conf=0.1.0=py38_0 - - alabaster=0.7.12=pyhd3eb1b0_0 - - anaconda=custom=py38_1 - - anaconda-clean=1.1.0=py38hecd8cb5_1 - - anaconda-client=1.7.2=py38_0 - - anaconda-navigator=2.1.4=py38hecd8cb5_0 - - anaconda-project=0.9.1=pyhd3eb1b0_1 - - anyio=2.2.0=py38hecd8cb5_1 - - appdirs=1.4.4=py_0 - - applaunchservices=0.2.1=py_0 - - appnope=0.1.2=py38hecd8cb5_1001 - - appscript=1.1.2=py38h9ed2024_0 - - argh=0.26.2=py38_0 - - argon2-cffi=20.1.0=py38h9ed2024_1 - - asn1crypto=1.4.0=py_0 - - astroid=2.5=py38hecd8cb5_1 - - astropy=4.2.1=py38h9ed2024_1 - - async_generator=1.10=pyhd3eb1b0_0 - - atomicwrites=1.4.0=py_0 - - attrs=20.3.0=pyhd3eb1b0_0 - - autopep8=1.5.6=pyhd3eb1b0_0 - - babel=2.9.0=pyhd3eb1b0_0 - - backcall=0.2.0=pyhd3eb1b0_0 - - backports=1.0=pyhd3eb1b0_2 - - backports.functools_lru_cache=1.6.4=pyhd3eb1b0_0 - - backports.shutil_get_terminal_size=1.0.0=pyhd3eb1b0_3 - - backports.tempfile=1.0=pyhd3eb1b0_1 - - backports.weakref=1.0.post1=py_1 - - beautifulsoup4=4.9.3=pyha847dfd_0 - - bitarray=1.9.2=py38h9ed2024_1 - - bkcharts=0.2=py38_0 - - black=19.10b0=py_0 - - blas=1.0=mkl - - bleach=3.3.0=pyhd3eb1b0_0 - - blosc=1.21.0=h2842e9f_0 - - bokeh=2.3.2=py38hecd8cb5_0 - - boto=2.49.0=py38_0 - - bottleneck=1.3.2=py38hf1fa96c_1 - - brotlipy=0.7.0=py38h9ed2024_1003 - - bzip2=1.0.8=h1de35cc_0 - - c-ares=1.17.1=h9ed2024_0 - - ca-certificates=2022.4.26=hecd8cb5_0 - - certifi=2021.10.8=py38hecd8cb5_2 - - 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mistune=0.8.4=py38h1de35cc_1001 - - mkl=2021.2.0=hecd8cb5_269 - - mkl-service=2.3.0=py38h9ed2024_1 - - mkl_fft=1.3.0=py38h4a7008c_2 - - mkl_random=1.2.1=py38hb2f4e1b_2 - - mock=4.0.3=pyhd3eb1b0_0 - - more-itertools=8.7.0=pyhd3eb1b0_0 - - mpc=1.1.0=h6ef4df4_1 - - mpfr=4.0.2=h9066e36_1 - - mpmath=1.2.1=py38hecd8cb5_0 - - msgpack-python=1.0.2=py38hf7b0b51_1 - - multipledispatch=0.6.0=py38_0 - - mypy_extensions=0.4.3=py38_0 - - navigator-updater=0.2.1=py38_0 - - nbclassic=0.2.6=pyhd3eb1b0_0 - - nbclient=0.5.3=pyhd3eb1b0_0 - - nbconvert=6.0.7=py38_0 - - nbformat=5.1.3=pyhd3eb1b0_0 - - ncurses=6.2=h0a44026_1 - - nest-asyncio=1.5.1=pyhd3eb1b0_0 - - nettle=3.7.3=h230ac6f_1 - - networkx=2.5=py_0 - - ninja=1.10.2=hf7b0b51_1 - - nltk=3.6.1=pyhd3eb1b0_0 - - nose=1.3.7=pyhd3eb1b0_1006 - - notebook=6.3.0=py38hecd8cb5_0 - - numba=0.53.1=py38hb2f4e1b_0 - - numexpr=2.7.3=py38h5873af2_1 - - numpy-base=1.20.1=py38h585ceec_0 - - numpydoc=1.1.0=pyhd3eb1b0_1 - - olefile=0.46=py_0 - - 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pycosat=0.6.3=py38h1de35cc_1 - - pycparser=2.20=py_2 - - pycurl=7.43.0.6=py38hddc9c9b_0 - - pydocstyle=6.0.0=pyhd3eb1b0_0 - - pyerfa=1.7.3=py38h9ed2024_0 - - pyflakes=2.2.0=pyhd3eb1b0_0 - - pygments=2.8.1=pyhd3eb1b0_0 - - pyjwt=2.1.0=py38hecd8cb5_0 - - pylint=2.7.4=py38hecd8cb5_1 - - pyls-black=0.4.6=hd3eb1b0_0 - - pyls-spyder=0.3.2=pyhd3eb1b0_0 - - pyodbc=4.0.30=py38h0a44026_0 - - pyopenssl=20.0.1=pyhd3eb1b0_1 - - pyparsing=2.4.7=pyhd3eb1b0_0 - - pyqt=5.9.2=py38h655552a_2 - - pyrsistent=0.17.3=py38haf1e3a3_0 - - pysocks=1.7.1=py38_1 - - pytables=3.6.1=py38h4727e94_0 - - pytest=6.2.3=py38hecd8cb5_2 - - python=3.8.8=h88f2d9e_5 - - python-dateutil=2.8.1=pyhd3eb1b0_0 - - python-jsonrpc-server=0.4.0=py_0 - - python-language-server=0.36.2=pyhd3eb1b0_0 - - python-libarchive-c=2.9=pyhd3eb1b0_1 - - python.app=3=py38h9ed2024_0 - - pytorch=1.9.0=py3.8_0 - - pytz=2021.1=pyhd3eb1b0_0 - - pywavelets=1.1.1=py38haf1e3a3_2 - - pyyaml=5.4.1=py38h9ed2024_1 - - pyzmq=20.0.0=py38h23ab428_1 - - qdarkstyle=2.8.1=py_0 - - qt=5.9.7=h468cd18_1 - - qtawesome=1.0.2=pyhd3eb1b0_0 - - qtconsole=5.0.3=pyhd3eb1b0_0 - - qtpy=1.9.0=py_0 - - readline=8.1=h9ed2024_0 - - regex=2021.4.4=py38h9ed2024_0 - - requests=2.25.1=pyhd3eb1b0_0 - - ripgrep=12.1.1=0 - - rope=0.18.0=py_0 - - rtree=0.9.7=py38hecd8cb5_1 - - ruamel_yaml=0.15.100=py38h9ed2024_0 - - scikit-image=0.18.1=py38hb2f4e1b_0 - - scikit-learn=0.24.1=py38hb2f4e1b_0 - - scipy=1.6.2=py38hd5f7400_1 - - seaborn=0.11.1=pyhd3eb1b0_0 - - send2trash=1.5.0=pyhd3eb1b0_1 - - setuptools=52.0.0=py38hecd8cb5_0 - - simplegeneric=0.8.1=py38_2 - - singledispatch=3.6.1=pyhd3eb1b0_1001 - - sip=4.19.8=py38h0a44026_0 - - six=1.15.0=py38hecd8cb5_0 - - snappy=1.1.8=hb1e8313_0 - - sniffio=1.2.0=py38hecd8cb5_1 - - snowballstemmer=2.1.0=pyhd3eb1b0_0 - - sortedcollections=2.1.0=pyhd3eb1b0_0 - - sortedcontainers=2.3.0=pyhd3eb1b0_0 - - soupsieve=2.2.1=pyhd3eb1b0_0 - - sphinx=4.0.1=pyhd3eb1b0_0 - - sphinxcontrib=1.0=py38_1 - - sphinxcontrib-applehelp=1.0.2=pyhd3eb1b0_0 - - sphinxcontrib-devhelp=1.0.2=pyhd3eb1b0_0 - - sphinxcontrib-htmlhelp=1.0.3=pyhd3eb1b0_0 - - sphinxcontrib-jsmath=1.0.1=pyhd3eb1b0_0 - - sphinxcontrib-qthelp=1.0.3=pyhd3eb1b0_0 - - sphinxcontrib-serializinghtml=1.1.4=pyhd3eb1b0_0 - - sphinxcontrib-websupport=1.2.4=py_0 - - spyder=4.2.5=py38hecd8cb5_0 - - spyder-kernels=1.10.2=py38hecd8cb5_0 - - sqlalchemy=1.4.7=py38h9ed2024_0 - - sqlite=3.35.4=hce871da_0 - - statsmodels=0.12.2=py38h9ed2024_0 - - sympy=1.8=py38hecd8cb5_0 - - tbb=2020.3=h879752b_0 - - tblib=1.7.0=py_0 - - terminado=0.9.4=py38hecd8cb5_0 - - testpath=0.4.4=pyhd3eb1b0_0 - - textdistance=4.2.1=pyhd3eb1b0_0 - - threadpoolctl=2.1.0=pyh5ca1d4c_0 - - three-merge=0.1.1=pyhd3eb1b0_0 - - tifffile=2020.10.1=py38h0cf3a3e_2 - - tk=8.6.10=hb0a8c7a_0 - - toml=0.10.2=pyhd3eb1b0_0 - - toolz=0.11.1=pyhd3eb1b0_0 - - torchaudio=0.9.0=py38 - - torchvision=0.10.0=py38_cpu - - tornado=6.1=py38h9ed2024_0 - - tqdm=4.59.0=pyhd3eb1b0_1 - - traitlets=5.0.5=pyhd3eb1b0_0 - - typed-ast=1.4.2=py38h9ed2024_1 - - typing_extensions=4.1.1=pyh06a4308_0 - - ujson=4.0.2=py38h23ab428_0 - - unicodecsv=0.14.1=py38_0 - - unixodbc=2.3.9=haf1e3a3_0 - - urllib3=1.26.4=pyhd3eb1b0_0 - - watchdog=1.0.2=py38h9ed2024_1 - - wcwidth=0.2.5=py_0 - - webencodings=0.5.1=py38_1 - - werkzeug=1.0.1=pyhd3eb1b0_0 - - wheel=0.36.2=pyhd3eb1b0_0 - - widgetsnbextension=3.5.1=py38_0 - - wrapt=1.12.1=py38haf1e3a3_1 - - wurlitzer=2.1.0=py38hecd8cb5_0 - - xlrd=2.0.1=pyhd3eb1b0_0 - - xlsxwriter=1.3.8=pyhd3eb1b0_0 - - xlwings=0.23.0=py38hecd8cb5_0 - - xlwt=1.3.0=py38_0 - - xmltodict=0.12.0=py_0 - - xz=5.2.5=h1de35cc_0 - - yaml=0.2.5=haf1e3a3_0 - - yapf=0.31.0=pyhd3eb1b0_0 - - zeromq=4.3.4=h23ab428_0 - - zict=2.0.0=pyhd3eb1b0_0 - - zipp=3.4.1=pyhd3eb1b0_0 - - zlib=1.2.11=h1de35cc_3 - - zope=1.0=py38_1 - - zope.event=4.5.0=py38_0 - - zope.interface=5.3.0=py38h9ed2024_0 - - zstd=1.4.5=h41d2c2f_0 - - pip: - - absl-py==1.0.0 - - aws-lambda-typing==2.9.2 - - backend==0.2.4.1 - - boto3==1.20.23 - - boto3-stubs==1.21.0 - - botocore==1.23.54 - - botocore-stubs==1.24.0 - - flask-jwt-extended==4.2.3 - - jmespath==0.10.0 - - mediapipe==0.8.8.1 - - numpy==1.21.2 - - nvidia-cublas-cu11==11.10.3.66 - - nvidia-cuda-nvrtc-cu11==11.7.99 - - nvidia-cuda-runtime-cu11==11.7.99 - - nvidia-cudnn-cu11==8.5.0.96 - - opencv-contrib-python==4.5.5.62 - - protobuf==3.19.4 - - s3transfer==0.5.1 - - torch==1.13.1 - - typing-extensions==3.10.0.2 -prefix: /Users/mugetronblue/opt/anaconda3 diff --git a/conda_environments/environment_Ubuntu16.04.yaml b/conda_environments/environment_Ubuntu16.04.yaml deleted file mode 100644 index 8d69d3a..0000000 --- a/conda_environments/environment_Ubuntu16.04.yaml +++ /dev/null @@ -1,205 +0,0 @@ -name: species-id -channels: - - conda-forge - - defaults -dependencies: - - _libgcc_mutex=0.1=main - - _tflow_select=2.3.0=eigen - - absl-py=0.11.0=py38h578d9bd_0 - - aiohttp=3.7.3=py38h25fe258_0 - - appdirs=1.4.3=py_0 - - argon2-cffi=20.1.0=py38h25fe258_2 - - astor=0.8.1=pyh9f0ad1d_0 - - astunparse=1.6.3=pyhd8ed1ab_0 - - async-timeout=3.0.1=py_1000 - - async_generator=1.10=py_0 - - attrs=20.3.0=pyhd3deb0d_0 - - audioread=2.1.8=py38h32f6830_2 - - backcall=0.2.0=pyh9f0ad1d_0 - - backports=1.0=py_2 - - backports.functools_lru_cache=1.6.1=py_0 - - blas=1.0=mkl - - bleach=3.2.2=pyh44b312d_0 - - blinker=1.4=py_1 - - brotlipy=0.7.0=py38h7b6447c_1000 - - bzip2=1.0.8=h7b6447c_0 - - c-ares=1.17.1=h36c2ea0_0 - - ca-certificates=2020.12.5=ha878542_0 - - cachetools=4.2.1=pyhd8ed1ab_0 - - certifi=2020.12.5=py38h578d9bd_1 - - cffi=1.14.0=py38he30daa8_1 - - chardet=3.0.4=py38_1003 - - click=7.1.2=pyh9f0ad1d_0 - - cryptography=2.9.2=py38h1ba5d50_0 - - cycler=0.10.0=py38_0 - - dbus=1.13.16=hb2f20db_0 - - decorator=4.4.2=py_0 - - defusedxml=0.6.0=py_0 - - entrypoints=0.3=pyhd8ed1ab_1003 - - expat=2.2.9=he6710b0_2 - - ffmpeg=4.2.2=h20bf706_0 - - fontconfig=2.13.0=h9420a91_0 - - freetype=2.10.2=h5ab3b9f_0 - - gast=0.3.3=py_0 - - gettext=0.19.8.1=h9b4dc7a_1 - - glib=2.65.0=h3eb4bd4_0 - - gmp=6.1.2=h6c8ec71_1 - - gnutls=3.6.5=h71b1129_1002 - - google-auth=1.24.0=pyhd3deb0d_0 - - google-auth-oauthlib=0.4.1=py_2 - - google-pasta=0.2.0=pyh8c360ce_0 - - grpcio=1.33.2=py38heead2fc_2 - - gst-plugins-base=1.14.0=hbbd80ab_1 - - gstreamer=1.14.0=hb31296c_0 - - h5py=2.10.0=nompi_py38h7442b35_105 - - hdf5=1.10.6=nompi_h3c11f04_101 - - icu=58.2=he6710b0_3 - - idna=2.10=py_0 - - importlib-metadata=3.4.0=py38h578d9bd_0 - - importlib_metadata=3.4.0=hd8ed1ab_0 - - intel-openmp=2020.1=217 - - ipykernel=5.4.3=py38h81c977d_0 - - ipython=7.12.0=py38h5ca1d4c_0 - - ipython_genutils=0.2.0=py_1 - - ipywidgets=7.6.3=pyhd3deb0d_0 - - jedi=0.18.0=py38h578d9bd_2 - - jinja2=2.11.2=pyh9f0ad1d_0 - - joblib=0.16.0=py_0 - - jpeg=9b=h024ee3a_2 - - jsonschema=3.2.0=py_2 - - jupyter=1.0.0=py38h578d9bd_4 - - jupyter_client=6.1.11=pyhd8ed1ab_1 - - jupyter_console=6.2.0=py_0 - - jupyter_core=4.7.0=py38h578d9bd_1 - - jupyterlab_pygments=0.1.2=pyh9f0ad1d_0 - - jupyterlab_widgets=1.0.0=pyhd8ed1ab_1 - - keras-preprocessing=1.1.2=pyhd8ed1ab_0 - - kiwisolver=1.2.0=py38hfd86e86_0 - - lame=3.100=h7b6447c_0 - - ld_impl_linux-64=2.33.1=h53a641e_7 - - libedit=3.1.20191231=h14c3975_1 - - libffi=3.3=he6710b0_2 - - libflac=1.3.3=he1b5a44_0 - - libgcc-ng=9.1.0=hdf63c60_0 - - libgfortran-ng=7.3.0=hdf63c60_0 - - libllvm9=9.0.1=h4a3c616_1 - - libogg=1.3.2=h7b6447c_0 - - libopus=1.3.1=h7b6447c_0 - - libpng=1.6.37=hbc83047_0 - - libprotobuf=3.13.0.1=h8b12597_0 - - librosa=0.8.0=pyh9f0ad1d_0 - - libsndfile=1.0.28=he1b5a44_1000 - - libsodium=1.0.18=h36c2ea0_1 - - libstdcxx-ng=9.1.0=hdf63c60_0 - - libuuid=1.0.3=h1bed415_2 - - libvorbis=1.3.6=h7b6447c_0 - - libvpx=1.7.0=h439df22_0 - - libxcb=1.14=h7b6447c_0 - - libxml2=2.9.10=he19cac6_1 - - llvmlite=0.33.0=py38hc6ec683_1 - - mad=0.15.1b=he1b5a44_0 - - markdown=3.3.3=pyh9f0ad1d_0 - - markupsafe=1.1.1=py38h8df0ef7_2 - - matplotlib=3.2.2=0 - - matplotlib-base=3.2.2=py38hef1b27d_0 - - mistune=0.8.4=py38h25fe258_1002 - - mkl=2020.1=217 - - mkl-service=2.3.0=py38he904b0f_0 - - mkl_fft=1.1.0=py38h23d657b_0 - - mkl_random=1.1.1=py38h0573a6f_0 - - multidict=4.7.5=py38h1e0a361_2 - - nbclient=0.5.1=py_0 - - nbconvert=6.0.7=py38h578d9bd_3 - - nbformat=5.1.2=pyhd8ed1ab_1 - - ncurses=6.2=he6710b0_1 - - nest-asyncio=1.4.3=pyhd8ed1ab_0 - - nettle=3.4.1=hbb512f6_0 - - notebook=6.2.0=py38h06a4308_0 - - numba=0.50.1=py38h0573a6f_1 - - oauthlib=3.0.1=py_0 - - openh264=2.1.0=hd408876_0 - - openssl=1.1.1h=h516909a_0 - - packaging=20.4=py_0 - - pandas=1.1.4=py38h0ef3d22_0 - - pandoc=2.11.4=h7f98852_0 - - pandocfilters=1.4.2=py_1 - - parso=0.8.1=pyhd8ed1ab_0 - - pcre=8.44=he6710b0_0 - - pexpect=4.8.0=pyh9f0ad1d_2 - - pickleshare=0.7.5=py_1003 - - pip=20.1.1=py38_1 - - pooch=1.1.1=py_0 - - prometheus_client=0.9.0=pyhd3deb0d_0 - - prompt-toolkit=3.0.14=pyha770c72_0 - - prompt_toolkit=3.0.14=hd8ed1ab_0 - - protobuf=3.13.0.1=py38hadf7658_1 - - ptyprocess=0.7.0=pyhd3deb0d_0 - - pyasn1=0.4.8=py_0 - - pyasn1-modules=0.2.7=py_0 - - pycparser=2.20=py_2 - - pygments=2.7.4=pyhd8ed1ab_0 - - pyjwt=2.0.1=pyhd8ed1ab_0 - - pyopenssl=19.1.0=py_1 - - pyparsing=2.4.7=py_0 - - pyqt=5.9.2=py38h05f1152_4 - - pyrsistent=0.17.3=py38h25fe258_1 - - pysocks=1.7.1=py38_0 - - pysoundfile=0.10.2=py_1001 - - python=3.8.5=hcff3b4d_0 - - python-dateutil=2.8.1=py_0 - - python_abi=3.8=1_cp38 - - pytz=2020.5=pyhd8ed1ab_0 - - pyzmq=20.0.0=py38h1d1b12f_1 - - qt=5.9.7=h5867ecd_1 - - qtconsole=5.0.2=pyhd8ed1ab_0 - - qtpy=1.9.0=py_0 - - readline=8.0=h7b6447c_0 - - requests=2.24.0=py_0 - - requests-oauthlib=1.3.0=pyh9f0ad1d_0 - - resampy=0.2.2=py_0 - - rsa=4.7=pyhd3deb0d_0 - - scikit-learn=0.23.1=py38h423224d_0 - - send2trash=1.5.0=py_0 - - setuptools=49.2.0=py38_0 - - sip=4.19.13=py38he6710b0_0 - - six=1.15.0=py_0 - - sox=14.4.2=h27f72bc_1013 - - sqlite=3.32.3=h62c20be_0 - - tbb=2020.0=hfd86e86_0 - - tensorboard=2.4.1=pyhd8ed1ab_0 - - tensorboard-plugin-wit=1.8.0=pyh44b312d_0 - - tensorflow=2.3.0=eigen_py38h71ff20e_0 - - tensorflow-base=2.3.0=eigen_py38hb57a387_0 - - termcolor=1.1.0=py_2 - - terminado=0.9.2=py38h578d9bd_0 - - testpath=0.4.4=py_0 - - threadpoolctl=2.1.0=pyh5ca1d4c_0 - - tk=8.6.10=hbc83047_0 - - tornado=6.0.4=py38h7b6447c_1 - - traitlets=5.0.5=py_0 - - typing-extensions=3.7.4.3=0 - - typing_extensions=3.7.4.3=py_0 - - urllib3=1.25.9=py_0 - - wcwidth=0.2.5=pyh9f0ad1d_2 - - webencodings=0.5.1=py_1 - - werkzeug=1.0.1=pyh9f0ad1d_0 - - wheel=0.34.2=py38_0 - - widgetsnbextension=3.5.1=py38h578d9bd_4 - - wrapt=1.12.1=py38h25fe258_2 - - x264=1!157.20191217=h7b6447c_0 - - xz=5.2.5=h7b6447c_0 - - yarl=1.6.3=py38h25fe258_0 - - zeromq=4.3.3=h58526e2_3 - - zipp=3.4.0=py_0 - - zlib=1.2.11=h7b6447c_3 - - pip: - - numpy==1.18.5 - - nvidia-cublas-cu11==11.10.3.66 - - nvidia-cuda-nvrtc-cu11==11.7.99 - - nvidia-cuda-runtime-cu11==11.7.99 - - nvidia-cudnn-cu11==8.5.0.96 - - opt-einsum==3.3.0 - - scipy==1.4.1 - - tensorflow-estimator==2.3.0 - - torch==1.13.1 -prefix: /home/jacob/anaconda3/envs/species-id diff --git a/conda_environments/environment_Ubuntu18.04.yml b/conda_environments/environment_Ubuntu18.04.yml deleted file mode 100644 index 43aec96..0000000 --- a/conda_environments/environment_Ubuntu18.04.yml +++ /dev/null @@ -1,215 +0,0 @@ -name: species-id -channels: - - conda-forge - - defaults -dependencies: - - _libgcc_mutex=0.1=conda_forge - - _openmp_mutex=4.5=1_gnu - - absl-py=0.12.0=pyhd8ed1ab_0 - - appdirs=1.4.4=pyh9f0ad1d_0 - - argon2-cffi=20.1.0=py37h5e8e339_2 - - astor=0.8.1=pyh9f0ad1d_0 - - async_generator=1.10=py_0 - - attrs=20.3.0=pyhd3deb0d_0 - - audioread=2.1.9=py37h89c1867_0 - - backcall=0.2.0=pyh9f0ad1d_0 - - backports=1.0=py_2 - - backports.functools_lru_cache=1.6.3=pyhd8ed1ab_0 - - bleach=3.3.0=pyh44b312d_0 - - brotlipy=0.7.0=py37h5e8e339_1001 - - bzip2=1.0.8=h7f98852_4 - - c-ares=1.17.1=h7f98852_1 - - ca-certificates=2020.12.5=ha878542_0 - - cached-property=1.5.2=hd8ed1ab_1 - - cached_property=1.5.2=pyha770c72_1 - - certifi=2020.12.5=py37h89c1867_1 - - cffi=1.14.5=py37hc58025e_0 - - chardet=4.0.0=py37h89c1867_1 - - cryptography=3.4.7=py37h5d9358c_0 - - cycler=0.10.0=py_2 - - dbus=1.13.6=h48d8840_2 - - decorator=5.0.6=pyhd8ed1ab_0 - - defusedxml=0.7.1=pyhd8ed1ab_0 - - entrypoints=0.3=pyhd8ed1ab_1003 - - expat=2.3.0=h9c3ff4c_0 - - ffmpeg=4.3.1=hca11adc_2 - - fontconfig=2.13.1=hba837de_1004 - - freetype=2.10.4=h0708190_1 - - gast=0.4.0=pyh9f0ad1d_0 - - gettext=0.19.8.1=h0b5b191_1005 - - glib=2.68.1=h9c3ff4c_0 - - glib-tools=2.68.1=h9c3ff4c_0 - - gmp=6.2.1=h58526e2_0 - - gnutls=3.6.13=h85f3911_1 - - google-pasta=0.2.0=pyh8c360ce_0 - - grpcio=1.37.0=py37hb27c1af_0 - - gst-plugins-base=1.18.4=h29181c9_0 - - gstreamer=1.18.4=h76c114f_0 - - h5py=2.10.0=nompi_py37ha3df211_106 - - hdf5=1.10.6=nompi_h6a2412b_1114 - - icu=68.1=h58526e2_0 - - idna=2.10=pyh9f0ad1d_0 - - importlib-metadata=3.10.0=py37h89c1867_0 - - 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libflac=1.3.3=h9c3ff4c_1 - - libgcc-ng=9.3.0=h2828fa1_18 - - libgfortran-ng=9.3.0=hff62375_18 - - libgfortran5=9.3.0=hff62375_18 - - libglib=2.68.1=h3e27bee_0 - - libgomp=9.3.0=h2828fa1_18 - - libiconv=1.16=h516909a_0 - - liblapack=3.9.0=8_openblas - - libllvm10=10.0.1=he513fc3_3 - - libllvm11=11.1.0=hf817b99_2 - - libnghttp2=1.43.0=h812cca2_0 - - libogg=1.3.4=h7f98852_1 - - libopenblas=0.3.12=pthreads_h4812303_1 - - libopus=1.3.1=h7f98852_1 - - libpng=1.6.37=h21135ba_2 - - libpq=13.1=hfd2b0eb_2 - - libprotobuf=3.15.7=h780b84a_0 - - librosa=0.8.0=pyh9f0ad1d_0 - - libsndfile=1.0.31=h9c3ff4c_1 - - libsodium=1.0.18=h36c2ea0_1 - - libssh2=1.9.0=ha56f1ee_6 - - libstdcxx-ng=9.3.0=h6de172a_18 - - libtiff=4.2.0=hdc55705_0 - - libuuid=2.32.1=h7f98852_1000 - - libvorbis=1.3.7=h9c3ff4c_0 - - libwebp-base=1.2.0=h7f98852_2 - - libxcb=1.13=h7f98852_1003 - - libxkbcommon=1.0.3=he3ba5ed_0 - - libxml2=2.9.10=h72842e0_3 - - llvmlite=0.36.0=py37h9d7f4d0_0 - - lz4-c=1.9.3=h9c3ff4c_0 - - markdown=3.3.4=pyhd8ed1ab_0 - - markupsafe=1.1.1=py37h5e8e339_3 - - matplotlib-base=3.4.1=py37hdd32ed1_0 - - mistune=0.8.4=py37h5e8e339_1003 - - mysql-common=8.0.23=ha770c72_1 - - mysql-libs=8.0.23=h935591d_1 - - nbclient=0.5.3=pyhd8ed1ab_0 - - nbconvert=6.0.7=py37h89c1867_3 - - nbformat=5.1.3=pyhd8ed1ab_0 - - ncurses=6.2=h58526e2_4 - - nest-asyncio=1.5.1=pyhd8ed1ab_0 - - nettle=3.6=he412f7d_0 - - notebook=6.3.0=py37h89c1867_0 - - nspr=4.30=h9c3ff4c_0 - - nss=3.63=hb5efdd6_0 - - numba=0.53.1=py37h134767a_0 - - numpy=1.20.2=py37h038b26d_0 - - olefile=0.46=pyh9f0ad1d_1 - - openh264=2.1.1=h780b84a_0 - - openjpeg=2.4.0=hf7af979_0 - - openssl=1.1.1k=h7f98852_0 - - packaging=20.9=pyh44b312d_0 - - pandas=1.2.3=py37hdc94413_0 - - pandoc=2.12=h7f98852_0 - - pandocfilters=1.4.2=py_1 - - parso=0.8.2=pyhd8ed1ab_0 - - pcre=8.44=he1b5a44_0 - - pexpect=4.8.0=pyh9f0ad1d_2 - - pickleshare=0.7.5=py_1003 - - pillow=8.1.2=py37h4600e1f_1 - - pip=21.0.1=pyhd8ed1ab_0 - - pooch=1.3.0=pyhd8ed1ab_0 - - prometheus_client=0.10.1=pyhd8ed1ab_0 - - prompt-toolkit=3.0.18=pyha770c72_0 - - prompt_toolkit=3.0.18=hd8ed1ab_0 - - protobuf=3.15.7=py37hcd2ae1e_0 - - pthread-stubs=0.4=h36c2ea0_1001 - - ptyprocess=0.7.0=pyhd3deb0d_0 - - pycparser=2.20=pyh9f0ad1d_2 - - pygments=2.8.1=pyhd8ed1ab_0 - - pyopenssl=20.0.1=pyhd8ed1ab_0 - - pyparsing=2.4.7=pyh9f0ad1d_0 - - pyqt=5.12.3=py37h89c1867_7 - - pyqt-impl=5.12.3=py37he336c9b_7 - - pyqt5-sip=4.19.18=py37hcd2ae1e_7 - - pyqtchart=5.12=py37he336c9b_7 - - pyqtwebengine=5.12.1=py37he336c9b_7 - - pyrsistent=0.17.3=py37h5e8e339_2 - - pysocks=1.7.1=py37h89c1867_3 - - pysoundfile=0.10.3.post1=pyhd3deb0d_0 - - python=3.7.10=hffdb5ce_100_cpython - - python-dateutil=2.8.1=py_0 - - python_abi=3.7=1_cp37m - - pytz=2021.1=pyhd8ed1ab_0 - - pyzmq=22.0.3=py37h336d617_1 - - qt=5.12.9=hda022c4_4 - - qtconsole=5.0.3=pyhd8ed1ab_0 - - qtpy=1.9.0=py_0 - - readline=8.0=he28a2e2_2 - - requests=2.25.1=pyhd3deb0d_0 - - resampy=0.2.2=py_0 - - scikit-learn=0.24.1=py37h69acf81_0 - - scipy=1.6.2=py37h29e03ee_0 - - send2trash=1.5.0=py_0 - - setuptools=49.6.0=py37h89c1867_3 - - six=1.15.0=pyh9f0ad1d_0 - - sqlite=3.35.4=h74cdb3f_0 - - tensorboard=1.14.0=py37_0 - - tensorflow=1.14.0=h4531e10_0 - - tensorflow-base=1.14.0=py37h4531e10_0 - - tensorflow-estimator=1.14.0=py37h5ca1d4c_0 - - termcolor=1.1.0=py_2 - - terminado=0.9.4=py37h89c1867_0 - - testpath=0.4.4=py_0 - - threadpoolctl=2.1.0=pyh5ca1d4c_0 - - tk=8.6.10=h21135ba_1 - - tornado=6.1=py37h5e8e339_1 - - traitlets=5.0.5=py_0 - - typing_extensions=3.7.4.3=py_0 - - urllib3=1.26.4=pyhd8ed1ab_0 - - wcwidth=0.2.5=pyh9f0ad1d_2 - - webencodings=0.5.1=py_1 - - werkzeug=1.0.1=pyh9f0ad1d_0 - - wheel=0.36.2=pyhd3deb0d_0 - - widgetsnbextension=3.5.1=py37h89c1867_4 - - wrapt=1.12.1=py37h5e8e339_3 - - x264=1!161.3030=h7f98852_0 - - xorg-libxau=1.0.9=h7f98852_0 - - xorg-libxdmcp=1.1.3=h7f98852_0 - - xz=5.2.5=h516909a_1 - - zeromq=4.3.4=h9c3ff4c_0 - - zipp=3.4.1=pyhd8ed1ab_0 - - zlib=1.2.11=h516909a_1010 - - zstd=1.4.9=ha95c52a_0 - - pip: - - nvidia-cublas-cu11==11.10.3.66 - - nvidia-cuda-nvrtc-cu11==11.7.99 - - nvidia-cuda-runtime-cu11==11.7.99 - - nvidia-cudnn-cu11==8.5.0.96 - - torch==1.13.1 -prefix: /home/jacob/miniconda3/envs/species-id - diff --git a/conda_environments/environment_Ubuntu20.04.yml b/conda_environments/environment_Ubuntu20.04.yml deleted file mode 100644 index 104660c..0000000 --- a/conda_environments/environment_Ubuntu20.04.yml +++ /dev/null @@ -1,229 +0,0 @@ -name: species-id -channels: - - conda-forge - - defaults -dependencies: - - _libgcc_mutex=0.1=conda_forge - - _openmp_mutex=4.5=1_gnu - - absl-py=0.12.0=pyhd8ed1ab_0 - - appdirs=1.4.4=pyh9f0ad1d_0 - - argon2-cffi=20.1.0=py37h5e8e339_2 - - astor=0.8.1=pyh9f0ad1d_0 - - async_generator=1.10=py_0 - - attrs=20.3.0=pyhd3deb0d_0 - - audioread=2.1.9=py37h89c1867_0 - - backcall=0.2.0=pyh9f0ad1d_0 - - backports=1.0=py_2 - - backports.functools_lru_cache=1.6.3=pyhd8ed1ab_0 - - bleach=3.3.0=pyh44b312d_0 - - brotlipy=0.7.0=py37h5e8e339_1001 - - bzip2=1.0.8=h7f98852_4 - - c-ares=1.17.1=h7f98852_1 - - ca-certificates=2021.10.8=ha878542_0 - - cached-property=1.5.2=hd8ed1ab_1 - - cached_property=1.5.2=pyha770c72_1 - - certifi=2021.10.8=py37h89c1867_2 - - cffi=1.14.5=py37hc58025e_0 - - chardet=4.0.0=py37h89c1867_1 - - cryptography=3.4.7=py37h5d9358c_0 - - cycler=0.10.0=py_2 - - dbus=1.13.6=h48d8840_2 - - decorator=5.0.6=pyhd8ed1ab_0 - - defusedxml=0.7.1=pyhd8ed1ab_0 - - entrypoints=0.3=pyhd8ed1ab_1003 - - expat=2.3.0=h9c3ff4c_0 - - ffmpeg=4.3.1=hca11adc_2 - - fontconfig=2.13.1=hba837de_1004 - - freetype=2.10.4=h0708190_1 - - gast=0.4.0=pyh9f0ad1d_0 - - gettext=0.19.8.1=h0b5b191_1005 - - glib=2.68.1=h9c3ff4c_0 - - glib-tools=2.68.1=h9c3ff4c_0 - - gmp=6.2.1=h58526e2_0 - - gnutls=3.6.13=h85f3911_1 - - google-pasta=0.2.0=pyh8c360ce_0 - - grpcio=1.37.0=py37hb27c1af_0 - - gst-plugins-base=1.18.4=h29181c9_0 - - gstreamer=1.18.4=h76c114f_0 - - h5py=2.10.0=nompi_py37ha3df211_106 - - 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value[0], + 'password': value[1] + } + + +@pytest.fixture(name='reference_data', scope='session') +def create_reference_data(creds) -> Path: + """Creates reference data + + Args: + creds (Dict[str, str]): NAS Credentials + + Returns: + Path: Path to data + + Yields: + Iterator[Path]: Path to data + """ + with TemporaryDirectory() as tmp_dir: + path = Path(tmp_dir).resolve() + if not Path('TEST').is_dir(): + nas_unzip( + network_path='smb://e4e-nas.ucsd.edu:6021/temp/github_actions/pyha/pyha_test.zip', + output_path=path, + username=creds['username'], + password=creds['password'] + ) + yield path.joinpath('pyha_test') + else: + shutil.copytree(Path('TEST'), path, dirs_exist_ok=True) + yield path diff --git a/pyha_tests/test_imports.py b/pyha_tests/test_imports.py new file mode 100644 index 0000000..c741c22 --- /dev/null +++ b/pyha_tests/test_imports.py @@ -0,0 +1,84 @@ +'''Tests PyHa environment +''' +import json +import os +from pathlib import Path +from tempfile import TemporaryDirectory +from typing import Dict + +from nas_unzip.nas import nas_unzip +import torch + +from PyHa.IsoAutio import generate_automated_labels + + +def create_creds() -> Dict[str, str]: + """Obtains the credentials + + Returns: + Dict[str, str]: Username and password dictionary + """ + if Path('credentials.json').is_file(): + with open('credentials.json', 'r', encoding='ascii') as handle: + return json.load(handle) + else: + value = os.environ['NAS_CREDS'].splitlines() + assert len(value) == 2 + return { + 'username': value[0], + 'password': value[1] + } + + +def run_pyha(creds): + """Tests PyHa + """ + with TemporaryDirectory() as path: + nas_unzip( + network_path='smb://e4e-nas.ucsd.edu:6021/temp/github_actions/pyha/pyha_test.zip', + output_path=Path(path), + username=creds['username'], + password=creds['password'] + ) + isolation_parameters = { + "model": "tweetynet", + "tweety_output": True, + "technique": "steinberg", + "threshold_type": "median", + "threshold_const": 2.0, + "threshold_min": 0.0, + "window_size": 2.0, + "chunk_size": 5.0, + "verbose": True + } + # generate_automated_labels(path, isolation_parameters) + # isolation_parameters = { + # "model": "birdnet", + # "output_path": "outputs", + # "lat": 35.4244, + # "lon": -120.7463, + # "week": 18, + # "min_conf": 0.1, + # "filetype": "wav", + # "num_predictions": 1, + # "write_to_csv": False, + # } + # generate_automated_labels(path, isolation_parameters) + # isolation_parameters = { + # "model": "microfaune", + # "technique": "steinberg", + # "threshold_type": "median", + # "threshold_const": 2.0, + # "threshold_min": 0.0, + # "window_size": 2.0, + # "chunk_size": 5.0, + # "verbose": True + # } + # generate_automated_labels(path, isolation_parameters) + +def main(): + creds = create_creds() + run_pyha(creds) + +if __name__ == '__main__': + main() \ No newline at end of file diff --git a/pyha_tests/test_pyha.py b/pyha_tests/test_pyha.py new file mode 100644 index 0000000..34c4252 --- /dev/null +++ b/pyha_tests/test_pyha.py @@ -0,0 +1,68 @@ +'''Tests PyHa environment +''' +from pathlib import Path +import importlib + +from PyHa.IsoAutio import generate_automated_labels + + +def test_reference_data(reference_data: Path): + """Tests that the reference data is sane + + Args: + reference_data (Path): Path to reference data + """ + for i in range(11): + assert reference_data.joinpath(f'ScreamingPiha{i + 1}.wav').exists() + +def test_resampy_installed(): + try: + importlib.import_module('resampy') + assert True # resampy is installed + except ImportError: + assert False, "resampy is not installed" + +def test_pyha(reference_data: Path): + """Tests PyHa + """ + + isolation_parameters = { + "model": "tweetynet", + "tweety_output": True, + "technique": "steinberg", + "threshold_type": "median", + "threshold_const": 2.0, + "threshold_min": 0.0, + "window_size": 2.0, + "chunk_size": 5.0, + "verbose": True + } + df = generate_automated_labels(reference_data.as_posix() + '/', isolation_parameters) + assert df.empty != True + + isolation_parameters = { + "model": "birdnet", + "output_path": "outputs", + "lat": 35.4244, + "lon": -120.7463, + "week": 18, + "min_conf": 0.1, + "filetype": "wav", + "num_predictions": 1, + "write_to_csv": False, + } + df = generate_automated_labels(reference_data.as_posix() + '/', isolation_parameters) + assert df.empty != True + + isolation_parameters = { + "model": "microfaune", + "technique": "steinberg", + "threshold_type": "median", + "threshold_const": 2.0, + "threshold_min": 0.0, + "window_size": 2.0, + "chunk_size": 5.0, + "verbose": True + } + df = generate_automated_labels(reference_data.as_posix() + '/', isolation_parameters) + assert df.empty != True \ No newline at end of file diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..787f532 --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,63 @@ +[tool.poetry] +name = "PyHa" +version = "0.0.0" +description = "PyHa" +authors = [ + "UCSD Engineers for Exploration ", + "Jacob Ayers ", + "Natalie Franklin", + "Sam Prestrelski ", + "Sean Perry ", + "Mugen Blue", + "Nishant Balaji", + "Teo Maldonado", + "Vanessa Salgado", + "Pranjal Chatterjee", + "Shreyas Anantha Ramaprasad", + "Shravan Konduru", + "Benjamin Cates" +] +license = "CC-BY-NC-SA-4.0" +readme = "README.md" +repository = 'https://github.com/UCSD-E4E/PyHa' +packages = [ + {include = "PyHa"} +] + +[build-system] +requires = ["poetry-core"] +build-backend = "poetry.core.masonry.api" + +[tool.poetry.group.dev.dependencies] +pylint = "^3.0.2" +pytest = "^7.4.3" +nas_unzip = { git="https://github.com/UCSD-E4E/synology-download.git", rev="dcca086" } +synology-api = "0.5.1" +autopep8 = "^2.0.4" + +[tool.poetry.dependencies] +python = ">=3.8,<3.11" +librosa = "^0.10.1" +jupyter = "^1.0.0" +scikit-learn = "^1.3.2" +seaborn = "^0.13.0" +keras = "^2.8.0" +pandas = "^2.0.0" +matplotlib = "^3.4.1" +scipy = "^1.6.2" +# See https://github.com/pytorch/pytorch/issues/100974 +torch = ">=2.0.0, !=2.0.1, !=2.1.0" +# see https://github.com/python-poetry/poetry/issues/8271 +tensorflow = {version = "^2.13.0" } +tensorflow-macos = { version = "^2.13.0", platform = "darwin", markers = "platform_machine=='arm64'" } +tensorflow-intel = { version = "2.13.0", platform = "win32" } +tensorflow-cpu = [ + { version = "^2.13.0", platform = "linux", markers = "platform_machine!='arm64' and platform_machine!='aarch64'" }, + { version = "^2.13.0", platform = "darwin", markers = "platform_machine!='arm64' and platform_machine!='aarch64'" }, +] +tensorflow-cpu-aws = { version = "^2.13.0", platform = "linux", markers = "platform_machine=='arm64' or platform_machine=='aarch64'" } +tensorflow-io-gcs-filesystem = [ + { version = ">= 0.23.1", markers = "platform_machine!='arm64' or platform_system!='Darwin'" }, + { version = "< 0.32.0", markers = "platform_system == 'Windows'" } +] +resampy = "^0.4.2"