From 2a28b7fa0499bd009f9bf3a12771bc34b8d1634a Mon Sep 17 00:00:00 2001 From: jung-geun Date: Fri, 23 Jun 2023 06:37:01 +0000 Subject: [PATCH] =?UTF-8?q?23-06-23=20readme=20=ED=8C=8C=EC=9D=BC=20?= =?UTF-8?q?=EC=88=98=EC=A0=95=20-=20env=20=ED=8C=8C=EC=9D=BC=20=EB=B0=8F?= =?UTF-8?q?=20=EC=84=A4=EB=AA=85=20=EC=B6=94=EA=B0=80=20,=20=EC=B0=B8?= =?UTF-8?q?=EA=B3=A0=20=EC=9E=90=EB=A3=8C=20=EC=88=98=EC=A0=95=20iris=5Ftf?= =?UTF-8?q?.py=20=EB=AA=A8=EB=8D=B8=EC=9D=98=20=EC=84=B1=EB=8A=A5=20?= =?UTF-8?q?=EA=B5=90=EC=B0=A8=20=EA=B2=80=EC=A6=9D=EC=9D=84=20=EC=9C=84?= =?UTF-8?q?=ED=95=B4=20=EC=B6=94=EA=B0=80?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- iris.py | 4 ++-- iris_tf.py | 51 ++++++++++++++++++++++++++++++++++++++++++++++++ plt.ipynb | 8 ++++---- pso/optimizer.py | 41 ++++++++++++++++---------------------- pso/particle.py | 1 - readme.md | 46 ++++++++++++++++++++++--------------------- xor.py | 4 ---- 7 files changed, 98 insertions(+), 57 deletions(-) create mode 100644 iris_tf.py diff --git a/iris.py b/iris.py index 1341822..362c611 100644 --- a/iris.py +++ b/iris.py @@ -11,8 +11,8 @@ from sklearn.datasets import load_iris from sklearn.model_selection import train_test_split from tensorflow import keras -from tensorflow.keras.models import Sequential from tensorflow.keras import layers +from tensorflow.keras.models import Sequential from pso import Optimizer @@ -40,7 +40,7 @@ def load_data(): model = make_model() x_train, x_test, y_train, y_test = load_data() -loss = ['categorical_crossentropy', 'accuracy','mse'] +loss = ['categorical_crossentropy'] pso_iris = Optimizer( model, diff --git a/iris_tf.py b/iris_tf.py new file mode 100644 index 0000000..bcb7105 --- /dev/null +++ b/iris_tf.py @@ -0,0 +1,51 @@ +import os +os.environ['TF_CPP_MIN_LOG_LEVEL'] = '2' + +import tensorflow as tf + +gpus = tf.config.experimental.list_physical_devices("GPU") +if gpus: + try: + # tf.config.experimental.set_visible_devices(gpus[0], "GPU") + tf.config.experimental.set_memory_growth(gpus[0], True) + except RuntimeError as e: + print(e) + +from tensorflow import keras +from tensorflow.keras import layers +from tensorflow.keras.models import Sequential + +from sklearn.datasets import load_iris +from sklearn.model_selection import train_test_split + + +def make_model(): + model = Sequential() + model.add(layers.Dense(10, activation='relu', input_shape=(4,))) + model.add(layers.Dense(10, activation='relu')) + model.add(layers.Dense(3, activation='softmax')) + + return model + +def load_data(): + iris = load_iris() + x = iris.data + y = iris.target + + y = keras.utils.to_categorical(y, 3) + + x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.2, shuffle=True, stratify=y) + + return x_train, x_test, y_train, y_test + +if __name__ == "__main__": + model = make_model() + x_train, x_test, y_train, y_test = load_data() + print(x_train.shape, y_train.shape) + + loss = ['categorical_crossentropy', 'accuracy','mse'] + metrics = ['accuracy'] + + model.compile(optimizer='sgd', loss=loss[0], metrics=metrics[0]) + model.fit(x_train, y_train, epochs=200, batch_size=32, validation_split=0.2) + model.evaluate(x_test, y_test, batch_size=32) \ No newline at end of file diff --git a/plt.ipynb b/plt.ipynb index a7b6f51..2e7b2b4 100644 --- a/plt.ipynb +++ b/plt.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 43, "metadata": { "tags": [] }, @@ -28,12 +28,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "(201, 100)\n" + "(201, 150)\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -43,7 +43,7 @@ } ], "source": [ - "iris = pd.read_csv(\"./result/mnist/06-05-22-40_50_200_0.25_0.5_0.5_acc.csv\", header=None)\n", + "iris = pd.read_csv(\"./result/iris/06-23-04-56_75_200_0.4_0.8_0.7_acc.csv\", header=None)\n", "print(iris.shape)\n", "\n", "loss = []\n", diff --git a/pso/optimizer.py b/pso/optimizer.py index 2cd48c4..6db277b 100644 --- a/pso/optimizer.py +++ b/pso/optimizer.py @@ -5,7 +5,6 @@ import tensorflow as tf from tensorflow import keras import numpy as np - # import cupy as cp from tqdm import tqdm @@ -57,7 +56,7 @@ class Optimizer: self.w_min = w_min # 최소 관성 수치 self.w_max = w_max # 최대 관성 수치 self.negative_swarm = negative_swarm # 최적해와 반대로 이동할 파티클 비율 - 0 ~ 1 사이의 값 - self.g_best_score = 0 # 최고 점수 - 시작은 0으로 초기화 + self.g_best_score = [0 , np.inf] # 최고 점수 - 시작은 0으로 초기화 self.g_best = None # 최고 점수를 받은 가중치 self.g_best_ = None # 최고 점수를 받은 가중치 - 값의 분산을 위한 변수 self.avg_score = 0 # 평균 점수 @@ -196,10 +195,6 @@ class Optimizer: self.Dispersion = Dispersion self.renewal = renewal - if renewal == "acc": - self.g_best_score = 0 - elif renewal == "loss": - self.g_best_score = np.inf try: if save: @@ -219,13 +214,13 @@ class Optimizer: local_score = p.get_score(x, y, renewal=renewal) if renewal == "acc": - if local_score[1] > self.g_best_score: - self.g_best_score = local_score[1] + if local_score[1] > self.g_best_score[0]: + self.g_best_score[0] = local_score[1] self.g_best = p.get_best_weights() self.g_best_ = p.get_best_weights() elif renewal == "loss": - if local_score[0] < self.g_best_score: - self.g_best_score = local_score[0] + if local_score[0] < self.g_best_score[1]: + self.g_best_score[1] = local_score[0] self.g_best = p.get_best_weights() self.g_best_ = p.get_best_weights() @@ -248,13 +243,11 @@ class Optimizer: del local_score gc.collect() - print(f"initial g_best_score : {self.g_best_score}") + print(f"initial g_best_score : {self.g_best_score[0] if self.renewal == 'acc' else self.g_best_score[1]}") try: - epochs_pbar = tqdm(range(epochs), desc=f"best {self.renewal} : {self.g_best_score:.4f}", ascii=True, leave=True) + epochs_pbar = tqdm(range(epochs), desc=f"best {self.g_best_score[0]:.4f}|{self.g_best_score[1]:.4f}", ascii=True, leave=True) for _ in epochs_pbar: - epochs_pbar.set_description(f"best {self.renewal} : {self.g_best_score:.4f}") - acc = 0 loss = 0 min_score = np.inf @@ -315,13 +308,19 @@ class Optimizer: ) if renewal == "acc": - if score[1] >= self.g_best_score: - self.g_best_score = score[1] + if score[1] >= self.g_best_score[0]: + self.g_best_score[0] = score[1] + if score[0] <= self.g_best_score[1]: + self.g_best_score[1] = score[0] self.g_best = self.particles[i].get_best_weights() + epochs_pbar.set_description(f"best {self.g_best_score[0]:.4f} | {self.g_best_score[1]:.4f}") elif renewal == "loss": - if score[0] <= self.g_best_score: - self.g_best_score = score[0] + if score[0] <= self.g_best_score[1]: + self.g_best_score[1] = score[0] + if score[1] >= self.g_best_score[0]: + self.g_best_score[0] = score[1] self.g_best = self.particles[i].get_best_weights() + epochs_pbar.set_description(f"best {self.g_best_score[0]:.4f} | {self.g_best_score[1]:.4f}") if score[0] == None: score[0] = np.inf @@ -350,12 +349,6 @@ class Optimizer: else: f.write("\n") - # print(f"loss min : {min_loss} | loss max : {max_loss} | acc min : {min_score} | acc max : {max_score}") - # print(f"loss avg : {loss/self.n_particles} | acc avg : {acc/self.n_particles} | Best {renewal} : {self.g_best_score}") - # print( - # f"loss min : {round(min_loss, 4)} | acc max : {round(max_score, 4)} | Best {renewal} : {self.g_best_score}" - # ) - if check_point is not None: if _ % check_point == 0: os.makedirs(f"./{save_path}/{self.day}", exist_ok=True) diff --git a/pso/particle.py b/pso/particle.py index 132fe61..c1d0e8c 100644 --- a/pso/particle.py +++ b/pso/particle.py @@ -5,7 +5,6 @@ from tensorflow import keras import numpy as np import gc - class Particle: """ Particle Swarm Optimization의 Particle을 구현한 클래스 diff --git a/readme.md b/readme.md index 926e8bd..3af9a05 100644 --- a/readme.md +++ b/readme.md @@ -1,7 +1,7 @@ # PSO 알고리즘 구현 및 새로운 시도 pso 알고리즘을 사용하여 새로운 학습 방법을 찾는중 입니다 -병렬처리로 사용하는 논문을 찾아보았지만 이보다 더 좋은 방법이 있을 것 같아서 찾아보고 있습니다 - A Distribute Deep Learning System Using PSO Algorithm.pdf +병렬처리로 사용하는 논문을 찾아보았지만 이보다 더 좋은 방법이 있을 것 같아서 찾아보고 있습니다 - \[1] 기본 pso 알고리즘의 수식은 다음과 같습니다 @@ -38,28 +38,31 @@ $$ ### 파일 구조 ``` plain text -|-- metacode # pso 기본 코드 -| |-- pso_bp.py # 오차역전파 함수를 최적화하는 PSO 알고리즘 구현 - 성능이 99% 이상으로 나오나 목적과 다름 -| |-- pso_meta.py # PSO 기본 알고리즘 구현 -| |-- pso_tf.py # tensorflow 모델을 이용가능한 PSO 알고리즘 구현 -|-- pso # tensorflow 모델을 학습하기 위해 기본 pso 코드에서 수정 - (psokeras 코드 의 구조를 사용하여 만듬) +|-- /metacode # pso 기본 코드 +| |-- pso_bp.py # 오차역전파 함수를 최적화하는 PSO 알고리즘 구현 - 성능이 99% 이상으로 나오나 목적과 다름 +| |-- pso_meta.py # PSO 기본 알고리즘 구현 +| |-- pso_tf.py # tensorflow 모델을 이용가능한 PSO 알고리즘 구현 +|-- /pso # tensorflow 모델을 학습하기 위해 기본 pso 코드에서 수정 - (psokeras 코드 의 구조를 사용하여 만듬) | |-- __init__.py # pso 모듈을 사용하기 위한 초기화 파일 | |-- optimizer.py # pso 알고리즘 이용을 위한 기본 코드 | |-- particle.py # 각 파티클의 정보 및 위치를 저장하는 코드 -|-- psokeras # keras 모델을 이용가능한 PSO 알고리즘 - 다른 사람의 코드 +|-- /psokeras # keras 모델을 이용가능한 PSO 알고리즘 - 다른 사람의 코드 | |-- *** -|-- pyswarms # pyswarms 라이브러리를 이용가능한 PSO 알고리즘 - 다른 사람의 코드 +|-- /pyswarms # pyswarms 라이브러리를 이용가능한 PSO 알고리즘 - 다른 사람의 코드 | |-- *** -|-- examples.py # psokeras 코드를 이용한 예제 -|-- iris.py # pso 코드를 이용한 iris 문제 풀이 -|-- mnist.py # pso 코드를 이용한 mnist 문제 풀이 -|-- xor.ipynb # pso 코드를 이용한 xor 문제 풀이 -|-- plt.ipynb # pyplot 으로 학습 결과를 그래프로 표현 +|-- examples.py # psokeras 코드를 이용한 예제 +|-- xor.ipynb # pso 를 이용한 xor 문제 풀이 +|-- iris.py # pso 를 이용한 iris 문제 풀이 +|-- iris_tf.py # tensorflow 를 이용한 iris 문제 풀이 +|-- mnist.py # pso 를 이용한 mnist 문제 풀이 +|-- plt.ipynb # pyplot 으로 학습 결과를 그래프로 표현 +|-- env.yaml # conda 환경 설정 파일 +|-- readme.md # 현재 파일 ``` psokeras 및 pyswarms 라이브러리는 외부 라이브러리이기에 코드를 수정하지 않았습니다 -pso 라이브러리는 tensorflow 모델을 학습하기 위해 기본 ./metacode/pso_meta.py 코드에서 수정하였습니다 +pso 라이브러리는 tensorflow 모델을 학습하기 위해 기본 ./metacode/pso_meta.py 코드에서 수정하였습니다 [2] ## 2. PSO 알고리즘을 이용한 최적화 문제 풀이 @@ -76,9 +79,9 @@ pso 알고리즘을 이용하여 오차역전파 함수를 최적화 하는 방 > > 3. 전역 최적값이 특정 임계치에서 변화율이 적다면 학습을 종료합니다 - 현재 결과가 정확도가 높지 않아서 이 기능은 추후에 추가할 예정입니다 -
+
위의 아이디어는 원래의 목표와 다른 방향으로 가고 있습니다. 따라서 다른 방법을 모색해야할 것 같습니다 -
+
## 3. PSO 알고리즘을 이용하여 풀이한 문제들의 정확도 @@ -195,9 +198,8 @@ best_score = pso_mnist.fit( # 참고 자료 -> A partilce swarm optimization algorithm with empirical balance stategy -
-> psokeras -
-> PSO의 다양한 영역 탐색과 -지역적 미니멈 인식을 위한 전략 -
-> PC 클러스터 기반의 Multi-HPSO를 이용한 안전도 제약의 경제 급전 -
-> Particle 2-Swarm Optimization for Robust Search -
+[1]: [A partilce swarm optimization algorithm with empirical balance stategy](https://www.sciencedirect.com/science/article/pii/S2590054422000185#bib0005)
+[2]: [psokeras](https://github.com/mike-holcomb/PSOkeras)
+[3]: [PSO의 다양한 영역 탐색과 지역적 미니멈 인식을 위한 전략](https://koreascience.kr/article/JAKO200925836515680.pdf)
+[4]: [PC 클러스터 기반의 Multi-HPSO를 이용한 안전도 제약의 경제 급전](https://koreascience.kr/article/JAKO200932056732373.pdf)
+[5]: [Particle 2-Swarm Optimization for Robust Search](https://s-space.snu.ac.kr/bitstream/10371/29949/3/management_information_v18_01_p01.pdf)
diff --git a/xor.py b/xor.py index 9fd1120..1ec7ef7 100644 --- a/xor.py +++ b/xor.py @@ -10,15 +10,11 @@ np.random.seed(777) # from pso_tf import PSO from pso import Optimizer -from tensorflow import keras - from tensorflow import keras from tensorflow.keras.models import Sequential from tensorflow.keras import layers -from datetime import datetime - print(tf.__version__) print(tf.config.list_physical_devices())