diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..ac01224
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,11 @@
+.DS_Store
+.ipynb_checkpoints/
+.idea/
+*.iml
+
+**/build
+**/__pycache__
+/.idea/
+**/*.gitignore
+/dist
+**/*.egg-info
\ No newline at end of file
diff --git a/README.md b/README.md
index 1532bff..9230933 100644
--- a/README.md
+++ b/README.md
@@ -10,6 +10,13 @@
* Go to the folder *microfaune_package*
* Run the command `pipenv run pip install .`
+### Generate a distribution and upload it to Pypi
+
+* Go to the folder *microfaune_ai_package*
+* Run the commands
+Generate the distribution `python3 setup.py sdist bdist_wheel`
+Upload the distribution `twine upload dist/*`
+
## Usage
Can be used as any package python:
diff --git a/microfaune/data/model_weights_tf2-20200912_173814.h5 b/microfaune/data/model_weights_tf2-20200912_173814.h5
new file mode 100644
index 0000000..49b4416
Binary files /dev/null and b/microfaune/data/model_weights_tf2-20200912_173814.h5 differ
diff --git a/microfaune/detection.py b/microfaune/detection.py
index b506ebc..fedd2fb 100644
--- a/microfaune/detection.py
+++ b/microfaune/detection.py
@@ -4,13 +4,14 @@
from tensorflow import keras
from tensorflow.keras import layers
-from tensorflow.math import reduce_max
+from tensorflow import math
-from .audio import load_wav, create_spec
+
+from microfaune.audio import load_wav, create_spec
RNN_WEIGHTS_FILE = os.path.abspath(
os.path.join(os.path.dirname(__file__),
- "data/model_weights-20190919_220113.h5"))
+ "data/model_weights_tf2-20200912_173814.h5"))
class RNNDetector:
@@ -65,7 +66,7 @@ def create_model(self):
x = layers.ReLU()(x)
x = layers.MaxPool2D((1, 2))(x)
- x = reduce_max(x, axis=-2)
+ x = math.reduce_max(x, axis=-2)
x = layers.Bidirectional(layers.GRU(64, return_sequences=True))(x)
x = layers.Bidirectional(layers.GRU(64, return_sequences=True))(x)
@@ -73,7 +74,7 @@ def create_model(self):
x = layers.TimeDistributed(layers.Dense(64, activation="sigmoid"))(x)
local_pred = layers.TimeDistributed(
layers.Dense(1, activation="sigmoid"))(x)
- pred = reduce_max(local_pred, axis=-2)
+ pred = math.reduce_max(local_pred, axis=-2)
return keras.Model(inputs=spec, outputs=[pred, local_pred])
def compute_features(self, audio_signals):
@@ -144,3 +145,9 @@ def predict(self, X):
def free_mem(self):
"""Release GPU memory."""
self._model = None
+
+# if __name__ == '__main__' :
+# detector = RNNDetector()
+# global_score, local_score = detector.predict_on_wav(os.path.abspath(os.path.join(os.path.dirname(__file__), "media/SWIFT_20190723_050006.wav"))) # NB: Check that loaded wav file actually exists on your disk
+# print(f"Golbal score: {global_score} - Localscore: {local_score}")
+
diff --git a/microfaune/detection_validation.py b/microfaune/detection_validation.py
new file mode 100644
index 0000000..2632f01
--- /dev/null
+++ b/microfaune/detection_validation.py
@@ -0,0 +1,48 @@
+import os
+from collections import Counter
+from pathlib import Path
+
+from detection import RNNDetector
+from domain.track import Track
+from utils import misc_utils
+
+class RNNDetectorValidator:
+
+ def __init__(self, detector:RNNDetector):
+ self.detector = detector
+
+ def computeMetricsAgainstAnnotatedDirectory(self, directory_path :str) -> Counter:
+ print(f'Computing metrics for files in directory: {directory_path}')
+ metrics_dir = Counter()
+ entries = Path(directory_path)
+ for entry in entries.iterdir():
+ metrics_dir += self.computeMetricsAgainstAnnotatedDirectory(os.path.join(directory_path, entry.name)) \
+ if entry.is_dir() else self.computeMetricsAgainstAnnotatedFile(f'{directory_path}/{entry.name}')
+ return metrics_dir
+
+ def computeMetricsAgainstAnnotatedFile(self, json_file_path :str) -> Counter:
+ media_file_annotation = self._load_json_annotation_file(json_file_path)
+ return self._compute_metrics_of_prediction_against_annotation(media_file_annotation)
+
+ def _load_json_annotation_file(self, json_file_path :str) -> dict :
+ return misc_utils.read_json_file(json_file_path)
+
+ def _compute_metrics_of_prediction_against_annotation(self, media_file_annotation:dict) -> Counter:
+ track = Track()
+ metrics_counter = []
+ metrics_counter += map(lambda track_elmt : track.compute_metrics_of_prediction_against_annotation(track_elmt) ,
+ media_file_annotation.get("tracks"))
+ return misc_utils.convert_counter_collection_to_counter(metrics_counter)
+
+
+
+# if __name__ == '__main__' :
+# detector = RNNDetector()
+# validator = RNNDetectorValidator(detector)
+# # metrics = validator.computeMetricsAgainstAnnotatedFile( os.path.abspath(os.path.join(os.path.dirname(__file__), "media-annotation/SWIFT_20000101_022052.json")) )
+# metrics = validator.computeMetricsAgainstAnnotatedDirectory( os.path.abspath(os.path.join(os.path.dirname(__file__), "media-annotation")) )
+# print(f'Accuracy : {misc_utils.getAccuracy(metrics)}')
+# print(f'Precision : {misc_utils.getPrecision(metrics)}')
+# print(f'Recall : {misc_utils.getRecall(metrics)}')
+# print(f'F1 : {misc_utils.getF1(metrics)}')
+# print(f'Total METRICS : {metrics}')
\ No newline at end of file
diff --git a/microfaune/domain/__init__.py b/microfaune/domain/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/microfaune/domain/track.py b/microfaune/domain/track.py
new file mode 100644
index 0000000..97583be
--- /dev/null
+++ b/microfaune/domain/track.py
@@ -0,0 +1,141 @@
+from functools import reduce
+from collections import Counter
+from utils import misc_utils as util
+import operator
+import numpy as np
+
+# PREDICTION_SAMPLE_WIDTH_IN_MS = 20
+
+class Track:
+
+ # "tracks": [
+ # {
+ # "id": 47,
+ # "name": "SWIFT_20000101_022052.wav",
+ # "file": "/media/SWIFT_20000101_022052.wav",
+ # "format": "wav",
+ # "project_id": 1,
+ # "duration": 60.0,
+ # "prediction": "",
+ # "annotation_set": [
+ # {
+ # "id": 1,
+ # "track_id": 47,
+ # "value":"[
+ # {\"id\":\"wavesurfer_4kgitqcktig\",\"start\":4.935061842665718,\"end\":10.509955195406347,\"annotation\":\"\"},
+ # {\"id\":\"wavesurfer_afb13jpasm8\",\"start\":17.55982033205593,\"end\":22.95971703246838,\"annotation\":\"\"},
+ # {\"id\":\"wavesurfer_jdu8bguik4\",\"start\":26.334652470226157,\"end\":30.184578821446145,\"annotation\":\"\"}
+ # ]",
+ # "user_id": 1,
+ # "reviewed": false,
+ # "reviewed_by_id": null,
+ # "date_time": "2020-10-17T19:12:13.800Z",
+ # "username": "admin",
+ # "reviewer": null
+ # }
+ # ] --> Fin annotation_set
+ # }, --> Fin du TrackElmt
+ # ] --> Fin du Tracks
+
+
+ ############################
+ # Compute positive indexes #
+ ############################
+ def map_annotation_set_to_prediction_ndxes(self, track_elmt:dict) -> [(int,int)] :
+ '''
+ :param track_elmt: An element of 'tracks'
+ :return: An array of (start,end) excerpt corresponding to the indexes in Prediction structure of Tack[]
+ '''
+ prediction_ndxes_of_annotation_set_elmt = []
+ prediction_ndxes_of_annotation_set_elmt += map(lambda annotation_set_elmt :
+ self._map_annotation_set_elmt_to_prediction_ndxes(annotation_set_elmt.get("value"), track_elmt.get("duration"), len(track_elmt.get("prediction")) ) ,
+ track_elmt.get("annotation_set"))
+ prediction_ndxes_of_annotation_set_elmt = reduce(operator.concat, prediction_ndxes_of_annotation_set_elmt, [])
+ return prediction_ndxes_of_annotation_set_elmt
+
+ def _map_annotation_set_elmt_to_prediction_ndxes(self, value_list:[dict], track_duration:float, track_predictions_count:int ) -> [(int,int)]:
+ '''
+ :param value_list: track.annotation_set.value[]
+ :param track_duration: tracks.duration
+ :param track_predictions_count: tracks.prediction.length
+ :return: An array of (start,end) excerpt corresponding to the indexes in Prediction structure of a particular Tack
+ '''
+ prediction_ndxes_of_value_elmt = []
+ prediction_ndxes_of_value_elmt += map(lambda value : self._convert_from_annonation_elmt_time_to_prediction_order(value, track_duration, track_predictions_count),
+ value_list)
+ return prediction_ndxes_of_value_elmt
+
+
+ def _convert_from_annonation_elmt_time_to_prediction_order(self, value:dict, track_duration:float, track_predictions_count:int ) -> (int,int):
+ '''
+ Formula of a tuple (start,end) excerpt corresponding to the indexes in Prediction structure of a particular track.value
+ track_duration(60 sec) ---represente-par--> track.prediction.length (2814)
+ start -------------------> ?
+ :param value: track.value
+ :param track_duration: tracks.duration
+ :param track_predictions_count: tracks.prediction.length
+ :return: An tuple (start,end) excerpt corresponding to the indexes in Prediction structure of a particular track.value
+ '''
+ return ( int(value.get("start") * track_predictions_count // track_duration) ,
+ int(value.get("end") * track_predictions_count // track_duration) )
+
+
+ ####################
+ # Compute Metrics #
+ ####################
+ def compute_metrics_of_prediction_against_annotation(self, track_elmt:dict) -> Counter :
+ print(f'**Track** id:{track_elmt.get("id")} / name:{track_elmt.get("name")} / file:{track_elmt.get("file")} / duration:{track_elmt.get("duration")}')
+ positive_tuples_ndexes = self.map_annotation_set_to_prediction_ndxes(track_elmt)
+ return self.compute_track_elmt_metrics(positive_tuples_ndexes, track_elmt.get("prediction"))
+
+ def compute_track_elmt_metrics(self, positive_tuples_ndexes : [(int, int)], predictions:[]) -> Counter :
+ '''
+ :param positive_tuples_ndexes: list of positive annotated tuple indexes
+ :param predictions: list of predictions made by the model
+ :return: Counter representing the confusion matrix metrics TP / TN / FP / FN
+ '''
+ positive_tuples_ndexes.sort(key= lambda tuple: tuple[0])
+ # 1 - Compute TP and FN
+ counter_tpfn = self._do_compute_track_elmt_metrics(positive_tuples_ndexes , predictions, 'tp_and_fn')
+ # 2 - Compute 'negative_tuples_ndexes' used to compute TN and FFP
+ negative_tuples_ndexes = self._compute_negative_tuples_ndexes(positive_tuples_ndexes, predictions)
+ # 3 - Compute FP and TN
+ counter_fptn = self._do_compute_track_elmt_metrics(negative_tuples_ndexes , predictions, 'fp_and_tn')
+ # 4 - Return the Confusion Matrix element
+ metrics = Counter({'TP': util.ifNone(counter_tpfn.get(1.0), 0.0), 'FN': util.ifNone(counter_tpfn.get(0.0), 0.0),
+ 'FP': util.ifNone(counter_fptn.get(1.0), 0.0), 'TN': util.ifNone(counter_fptn.get(0.0), 0.0) })
+ print(f'\t{metrics}')
+ return metrics
+
+ def _do_compute_track_elmt_metrics(self, positive_or_negative_tuples_ndexes : [(int, int)], predictions:[], n_p_desc : str) -> Counter :
+ p_and_n = list(map(lambda positive_or_negative_tuple_ndexes: self._compute_metrics_according_to_ground_truth(positive_or_negative_tuple_ndexes, predictions),
+ positive_or_negative_tuples_ndexes))
+ counter_positive_negative = util.convert_counter_collection_to_counter(p_and_n)
+ # print(f'{n_p_desc} : {p_and_n}\ncounter_{n_p_desc} : {counter_positive_negative}\n')
+ return counter_positive_negative
+
+
+ def _compute_metrics_according_to_ground_truth(self, tuple_ndexes:(int, int), predictions:[]) -> Counter : #() :
+ '''
+ :param tuple_ndexes: TRUE positive (or) TRUE negative tuple index, according to the ground of truth 'tha annotation'
+ :param predictions: predictions according to the RNN model prediction
+ :return: In case of tuple_ndexes represents TRUE positive => Counter dictionary { 0:x , 1:y} holding the number of FN (the 0) and TP (the 1)
+ In case of tuple_ndexes represents TRUE negative => Counter dictionary { 0:x , 1:y} holding the number of TN (the 0) and FP (the 1)
+ '''
+ return Counter(np.floor(np.dot(np.array(predictions[tuple_ndexes[0]:tuple_ndexes[1] + 1:], np.float32), 2)) )
+
+
+ def _compute_negative_tuples_ndexes(self, positive_tuples_ndexes : [(int, int)], predictions:[]) -> [(int, int)] :
+ negative_tuples_ndexes = []
+ # 1 - Set the 1st elmt of 'negative_tuples_ndexes'. It is likely before the 1st elmt of 'positive_tuples_ndexes' BUT not sure
+ if positive_tuples_ndexes[0][0] != 0 :
+ negative_tuples_ndexes.append( (0, positive_tuples_ndexes[0][0]-1) )
+ # 2 - Initialize the remaining element of 'negative_tuples_ndexes' BUT beware how initalizing the last elmt
+ for i in range(0, len(positive_tuples_ndexes)) :
+ negative_tuples_ndexes.append( (positive_tuples_ndexes[i][1]+1,
+ positive_tuples_ndexes[i+1][0]-1 if i < len(positive_tuples_ndexes) - 1
+ else len(predictions) - 1 ) )
+ # 3 - Check that the last index did't exceed the prediction size
+ if negative_tuples_ndexes[-1][0] > len(predictions) - 1 :
+ negative_tuples_ndexes.pop()
+ return negative_tuples_ndexes
\ No newline at end of file
diff --git a/microfaune/labeling.py b/microfaune/labeling.py
index 61baaa9..a81e000 100644
--- a/microfaune/labeling.py
+++ b/microfaune/labeling.py
@@ -7,22 +7,23 @@
from microfaune import audio, plot
-def read_json_file(json_file_path):
- """ Read json file with labels.
-
- Parameters
- ----------
- json_file_path : str
- Path of json file.
-
- Returns:
- -------
- data_dict : list
- List of labels, each label is a dictionary item with entries 'id', 'start', 'end', 'annotation'
- """
- with open(json_file_path) as json_data:
- data_dict = json.load(json_data)
- return data_dict
+# def read_json_file(json_file_path):
+# """ Read json file with labels.
+#
+# Parameters
+# ----------
+# json_file_path : str
+# Path of json file.
+#
+# Returns:
+# -------
+# data_dict : list
+# List of labels, each label is a dictionary item with entries 'id', 'start', 'end', 'annotation'
+# """
+# with open(json_file_path) as json_data:
+# data_dict = json.load(json_data)
+# return data_dict
+from utils import misc_utils
def number_labels(json_file_path):
@@ -38,7 +39,7 @@ def number_labels(json_file_path):
nb_labels : int
Number of labels in json file
"""
- data_dict = read_json_file(json_file_path)
+ data_dict = misc_utils.read_json_file(json_file_path)
nb_labels = len(data_dict)
return nb_labels
@@ -62,7 +63,7 @@ def prop_labeled(json_file_path, audio_file_path):
fs, data = audio.load_audio(audio_file_path)
total_duration = len(data) / fs
- data_dict = read_json_file(json_file_path)
+ data_dict = misc_utils.read_json_file(json_file_path)
bird_song_duration = 0
@@ -90,7 +91,7 @@ def charac_function_audio(json_file_path, audio_file_path):
fs, data = audio.load_audio(audio_file_path)
charac_func = np.zeros((len(data), 1))
- data_dict = read_json_file(json_file_path)
+ data_dict = misc_utils.read_json_file(json_file_path)
for label in data_dict:
indx_start = int(label['start'] * fs)
@@ -248,7 +249,7 @@ def extract_labels(json_path, start_time, duration):
labels: list
List of labelson the audio extract, each label is a dictionary with keys 'id', 'start', 'end' and 'annotation'
"""
- data_dict = read_json_file(json_path)
+ data_dict = misc_utils.read_json_file(json_path)
labels = []
for label in data_dict:
diff --git a/microfaune/media-annotation/SWIFT_20000101_022052.json b/microfaune/media-annotation/SWIFT_20000101_022052.json
new file mode 100644
index 0000000..ff60dec
--- /dev/null
+++ b/microfaune/media-annotation/SWIFT_20000101_022052.json
@@ -0,0 +1,54 @@
+ {
+ "id": 1,
+ "name": "CiteU",
+ "user": 2,
+ "labels": "bird,bird_low",
+ "default_label": 0,
+ "active": true,
+ "tracks": [
+ {
+ "id": 47,
+ "name": "SWIFT_20000101_022052.wav",
+ "file": "/media/SWIFT_20000101_022052.wav",
+ "format": "wav",
+ "project_id": 1,
+ "duration": 60.0,
+ "prediction": [0.015906810760498047, 0.011101990938186646, 0.011994540691375732, 0.01482817530632019, 0.015017300844192505, 0.012749403715133667, 0.013298183679580688, 0.01935824751853943, 0.02008691430091858, 0.014258652925491333, 0.010447919368743896, 0.010128825902938843, 0.011572480201721191, 0.013815134763717651, 0.014096438884735107, 0.012531638145446777, 0.011642992496490479, 0.01175948977470398, 0.012029886245727539, 0.01278039813041687, 0.015410423278808594, 0.019527792930603027, 0.018504291772842407, 0.015614360570907593, 0.015159547328948975, 0.016444534063339233, 0.016488730907440186, 0.015701234340667725, 0.01609182357788086, 0.017865866422653198, 0.027072399854660034, 0.0919082760810852, 0.19893816113471985, 0.10125631093978882, 0.03194555640220642, 0.018488973379135132, 0.015407472848892212, 0.015196472406387329, 0.015162885189056396, 0.015265047550201416, 0.01577317714691162, 0.016133099794387817, 0.015861868858337402, 0.015682578086853027, 0.016442537307739258, 0.018582701683044434, 0.02098044753074646, 0.020095020532608032, 0.019062697887420654, 0.019598573446273804, 0.02090519666671753, 0.02125421166419983, 0.0197809636592865, 0.01799774169921875, 0.01801234483718872, 0.018343806266784668, 0.0180966854095459, 0.017088890075683594, 0.01607939600944519, 0.01635834574699402, 0.017601042985916138, 0.019043296575546265, 0.019840478897094727, 0.019505470991134644, 0.01787048578262329, 0.016801416873931885, 0.016414552927017212, 0.01625874638557434, 0.016237527132034302, 0.01627260446548462, 0.016722023487091064, 0.017653584480285645, 0.021033555269241333, 0.028326809406280518, 0.02984336018562317, 0.02510613203048706, 0.020615220069885254, 0.01754683256149292, 0.016262948513031006, 0.015655517578125, 0.015575498342514038, 0.0160408616065979, 0.01700398325920105, 0.018622875213623047, 0.018487393856048584, 0.017935067415237427, 0.01797279715538025, 0.01749521493911743, 0.01704239845275879, 0.016802728176116943, 0.01691266894340515, 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diff --git a/microfaune/media-annotation/tmp1/SWIFT_20000101_122052.json b/microfaune/media-annotation/tmp1/SWIFT_20000101_122052.json
new file mode 100644
index 0000000..115c2c2
--- /dev/null
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+ "annotation_set": [
+ {
+ "id": 1,
+ "track_id": 48,
+ "value": [{"id":"wavesurfer_4kgitqcktig","start":14.935061842665718,"end":20.509955195406347,"annotation":""},{"id":"wavesurfer_afb13jpasm8","start":27.55982033205593,"end":32.95971703246838,"annotation":""},{"id":"wavesurfer_jdu8bguik4","start":36.334652470226157,"end":40.184578821446145,"annotation":""}],
+ "user_id": 1,
+ "reviewed": false,
+ "reviewed_by_id": null,
+ "date_time": "2020-10-17T19:12:13.800Z",
+ "username": "admin",
+ "reviewer": null
+ }
+ ]
+ }
+ ]
+}
diff --git a/microfaune/media/SWIFT_20190723_050006.wav b/microfaune/media/SWIFT_20190723_050006.wav
new file mode 100644
index 0000000..cc34d43
Binary files /dev/null and b/microfaune/media/SWIFT_20190723_050006.wav differ
diff --git a/microfaune/utils/__init__.py b/microfaune/utils/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/microfaune/utils/misc_utils.py b/microfaune/utils/misc_utils.py
new file mode 100644
index 0000000..b668bd8
--- /dev/null
+++ b/microfaune/utils/misc_utils.py
@@ -0,0 +1,42 @@
+
+import json
+from collections import Counter
+
+
+def read_json_file(json_file_path:str) -> dict:
+ """ Read json file with labels.
+
+ Parameters
+ ----------
+ json_file_path : str
+ Path of json file.
+
+ Returns:
+ -------
+ data_dict : list
+ List of labels, each label is a dictionary item with entries 'id', 'start', 'end', 'annotation'
+ """
+ with open(json_file_path) as json_data:
+ data_dict = json.load(json_data)
+ return data_dict
+
+def convert_counter_collection_to_counter(counter_collection:[]) -> Counter :
+ counter_aggregation = Counter()
+ for elmt in counter_collection :
+ counter_aggregation += Counter(elmt)
+ return counter_aggregation
+
+def ifNone(valueToCheck, defaultValue ) :
+ return defaultValue if valueToCheck is None else valueToCheck
+
+def getAccuracy(metrics: Counter) -> float:
+ return (metrics.get('TP') + metrics.get('TN')) / (metrics.get('TP') + metrics.get('TN') + metrics.get('FP') + metrics.get('FN'))
+
+def getPrecision(metrics: Counter) -> float:
+ return metrics.get('TP') / (metrics.get('TP') + metrics.get('FP'))
+
+def getRecall(metrics: Counter) -> float:
+ return metrics.get('TP') / (metrics.get('TP') + metrics.get('FN'))
+
+def getF1(metrics: Counter) -> float:
+ return 2 * getPrecision(metrics) * getRecall(metrics) / (getPrecision(metrics) + getRecall(metrics))
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..5afbac5
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,16 @@
+beautifulsoup4==4.9.1
+keras==2.4.3
+librosa==0.8.0
+matplotlib==3.3.2
+numpy==1.18.5
+pandas==1.1.2
+scipy==1.4.1
+tensorflow==2.3.0
+#
+# NB_1:
+# tensorflow 2.3.0 requires numpy<1.19.0,>=1.16.0
+# tensorflow 2.3.0 requires scipy==1.4.1
+#
+# NB_2:
+# https://stackoverflow.com/questions/63277123/what-is-use-feature-2020-resolver-error-message-with-jupyter-installation-on
+# We recommend you use --use-feature=2020-resolver to test your packages with the new resolver before it becomes the default.
diff --git a/setup.py b/setup.py
index f6c124c..2b273d0 100644
--- a/setup.py
+++ b/setup.py
@@ -1,11 +1,40 @@
from setuptools import setup, find_packages
+import calendar
+import time
+# Set packages
packages = find_packages()
+# Set requirements
+with open('requirements.txt') as f:
+ requirements = f.read().splitlines()
+
+# Set build number
+ts = calendar.timegm(time.gmtime())
+
setup(
- name='microfaune',
- version='0.0',
+ name='microfaune_ai',
+ version='1.0.1' + ts.__str__(),
+ author="Microfaune - Data For Good",
+ author_email="microfaune@fake.com",
+ url='https://github.com/microfaune/microfaune_ai',
+ download_url='https://github.com/microfaune/microfaune_ai/tree/main',
+ description='Module package used for the Microfaune project',
+ long_description='Biodiversity evaluation and monitoring is the first step toward its protection. The goal of the Microfaune project is to evaluate avifauna in Cité Internationale park (Paris, France) from audio recordings',
+ license='Open license',
+ classifiers=[
+ 'Development Status :: 4 - Beta',
+ 'Environment :: Console',
+ 'Intended Audience :: Developers',
+ 'Intended Audience :: Education',
+ 'Intended Audience :: Science/Research',
+ 'License :: Free For Educational Use',
+ 'Programming Language :: Python :: 3',
+ 'Programming Language :: Python :: 3.8',
+ 'Topic :: Scientific/Engineering :: Artificial Intelligence',
+ 'Topic :: Multimedia :: Sound/Audio :: Analysis'
+ ],
+ install_requires=requirements,
packages=packages,
- long_description='Package used for the microfaune project',
package_data={'': ['data/*.h5']}
)