From 8012cf3557cac42bf40133e60cf3c21ac458940b Mon Sep 17 00:00:00 2001 From: jung-geun Date: Wed, 31 May 2023 02:52:32 +0900 Subject: [PATCH] =?UTF-8?q?23-05-31=20=EC=A0=84=EC=B2=B4=20=ED=8C=8C?= =?UTF-8?q?=ED=8B=B0=ED=81=B4=20=EC=A4=91=20=EC=9D=BC=EB=B6=80=EB=A5=BC=20?= =?UTF-8?q?=ED=98=84=EC=9E=AC=20=EC=86=8D=EB=8F=84=EC=9D=98=20=EC=9D=8C?= =?UTF-8?q?=EC=88=98=20=EB=B0=A9=ED=96=A5=EC=9C=BC=EB=A1=9C=20=EC=A7=84?= =?UTF-8?q?=ED=96=89=ED=95=98=EB=8F=84=EB=A1=9D=20=ED=95=98=EC=97=AC=20?= =?UTF-8?q?=EC=A7=80=EC=97=AD=ED=95=B4=EC=97=90=20=EA=B0=87=ED=98=80=20?= =?UTF-8?q?=EC=A1=B0=EA=B8=B0=EC=88=98=EB=A0=B4=ED=95=98=EB=8A=94=20?= =?UTF-8?q?=EB=AC=B8=EC=A0=9C=EC=9D=98=20=EB=B0=A9=EC=95=88=EC=9C=BC?= =?UTF-8?q?=EB=A1=9C=20=EC=82=AC=EC=9A=A9?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- iris.py | 2 +- iris_50_99.png | Bin 0 -> 181060 bytes iris_99.16.png | Bin 0 -> 146674 bytes mnist.py | 12 +-- plt.ipynb | 23 +++-- pso/optimizer.py | 249 ++++++++++++++++++++++++++++------------------- pso/particle.py | 6 +- 7 files changed, 171 insertions(+), 121 deletions(-) create mode 100644 iris_50_99.png create mode 100644 iris_99.16.png diff --git a/iris.py b/iris.py index b575efa..0ec2dd7 100644 --- a/iris.py +++ b/iris.py @@ -39,7 +39,7 @@ x_train, x_test, y_train, y_test = load_data() loss = 'categorical_crossentropy' -pso_iris = Optimizer(model, loss=loss, n_particles=50, c0=0.5, c1=0.8, w_min=0.7, w_max=1.3) +pso_iris = Optimizer(model, loss=loss, n_particles=50, c0=0.5, c1=0.8, w_min=0.75, w_max=1.3) weight, score = pso_iris.fit( x_train, y_train, epochs=500, save=True, save_path="./result/iris", renewal="acc", empirical_balance=False, Dispersion=False, check_point=50) diff --git a/iris_50_99.png b/iris_50_99.png new file mode 100644 index 0000000000000000000000000000000000000000..239bb24e1ad7f03be232fabf03e80bfc7391bd17 GIT binary patch literal 181060 zcmb5WWmH{F&@OneV8Jc8JHcIpI|PRi++Bk^1b26LcXxMpcXxN@koTLpb7#$unYGw( 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"data": { "text/plain": [ - "15093" + "17987" ] }, - "execution_count": 34, + "execution_count": 98, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "iris = pd.read_csv(\"./result/iris/05-29-04-50_50_500_0.5_0.8_0.7_acc.csv\", header=None)\n", + "# for i in range(10):\n", + "iris = pd.read_csv(\"./result/mnist/05-31-02-33_50_200_0.4_0.8_0.7_acc.csv\", header=None)\n", "print(iris.shape)\n", "# print(iris.head)\n", "loss = []\n", "acc = []\n", + "\n", "for i in range(len(iris.iloc[0])):\n", " if i % 2 == 0:\n", " loss.append(iris[i])\n", @@ -69,22 +71,23 @@ "plt.ylabel(\"loss\")\n", "plt.title(f\"loss and acc\")\n", "for i in range(len(loss)):\n", - " plt.plot(loss[i], label=f\"loss_{i}\")\n", + " plt.plot(loss[i], label=i)\n", "\n", "plt.subplot(2,1,2)\n", "plt.grid()\n", "plt.xlabel(\"epoch\")\n", - "\n", "plt.ylabel(\"acc\")\n", "for i in range(len(acc)):\n", - " plt.plot(acc[i], label=f\"acc_{i}\")\n", + " plt.plot(acc[i], label=i)\n", "\n", "plt.show()\n", "plt.clf()\n", "plt.clf()\n", + "\n", "plt.close()\n", "\n", - "gc.collect()" + "gc.collect()\n", + "# sleep(1) " ] }, { diff --git a/pso/optimizer.py b/pso/optimizer.py index b9a3035..12d373f 100644 --- a/pso/optimizer.py +++ b/pso/optimizer.py @@ -1,4 +1,5 @@ import os +import sys import tensorflow as tf from tensorflow import keras @@ -15,7 +16,19 @@ import gc from pso.particle import Particle + class Optimizer: + """ + Args: + model (keras.models): 모델 구조 + loss (str): 손실함수 + n_particles (int): 파티클 개수 + c0 (float): local rate - 지역 최적값 관성 수치 + c1 (float): global rate - 전역 최적값 관성 수치 + w_min (float): 최소 관성 수치 + w_max (float): 최대 관성 수치 + random (float): 랜덤 파티클 비율 - 0 ~ 1 사이의 값 + """ def __init__( self, model: keras.models, @@ -25,6 +38,7 @@ class Optimizer: c1=1.5, w_min=0.5, w_max=1.5, + random:float = 0, ): self.model = model # 모델 구조 self.loss = loss # 손실함수 @@ -38,23 +52,28 @@ class Optimizer: self.g_best_score = 0 # 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 for i in tqdm(range(self.n_particles), desc="Initializing Particles"): m = keras.models.model_from_json(model.to_json()) init_weights = m.get_weights() w_, sh_, len_ = self._encode(init_weights) - w_ = np.random.uniform(-0.1, 0.1, len(w_)) + w_ = np.random.uniform(-3, 3, len(w_)) m.set_weights(self._decode(w_, sh_, len_)) m.compile(loss=self.loss, optimizer="sgd", metrics=["accuracy"]) - self.particles[i] = Particle(m, loss) + if i < random * self.n_particles: + self.particles[i] = Particle(m, loss, random=True) + else: + self.particles[i] = Particle(m, loss, random=False) """ + Args: + weights (list) : keras model의 가중치 Returns: - (cupy array) : 가중치 - 1차원으로 풀어서 반환 + (numpy array) : 가중치 - 1차원으로 풀어서 반환 (list) : 가중치의 원본 shape (list) : 가중치의 원본 shape의 길이 """ - def _encode(self, weights): # w_gpu = cp.array([]) w_gpu = np.array([]) @@ -70,6 +89,10 @@ class Optimizer: return w_gpu, shape, lenght """ + Args: + weight (numpy array) : 가중치 - 1차원으로 풀어진 상태 + shape (list) : 가중치의 원본 shape + lenght (list) : 가중치의 원본 shape의 길이 Returns: (list) : 가중치 원본 shape으로 복원 """ @@ -102,27 +125,16 @@ class Optimizer: return 1 + np.abs(score) """ - parameters - ---------- - x : numpy.ndarray - y : numpy.ndarray - epochs : int - save : bool - save_path : str ex) "./result" - renewal : str ex) "acc" or "loss" - """ - - """ - parameters - fit( + Args: x_test : numpy.ndarray, y_test : numpy.ndarray, epochs : int, save : bool - True : save, False : not save save_path : str ex) "./result", renewal : str ex) "acc" or "loss", - empirical_balance : bool - True : empirical balance, False : no balance - Dispersion : bool - True : random search, False : PSO + empirical_balance : bool - True : + Dispersion : bool - True : g_best 의 값을 분산시켜 전역해를 찾음, False : g_best 의 값만 사용 + check_point : int - 저장할 위치 - None : 저장 안함 """ def fit( self, @@ -136,6 +148,8 @@ class Optimizer: Dispersion: bool = False, check_point: int = None, ): + self.save_path = save_path + self.renewal = renewal if renewal == "acc": self.g_best_score = 0 @@ -150,7 +164,9 @@ class Optimizer: os.makedirs(save_path, exist_ok=True) self.day = datetime.now().strftime("%m-%d-%H-%M") - for i, p in enumerate(self.particles): + # for i, p in enumerate(self.particles): + for i in tqdm(range(self.n_particles), desc="Initializing Particles"): + p = self.particles[i] local_score = p.get_score(x, y, renewal=renewal) if renewal == "acc": @@ -166,103 +182,131 @@ class Optimizer: print(f"initial g_best_score : {self.g_best_score}") - for _ in range(epochs): - acc = 0 - loss = 0 - min_score = np.inf - max_score = 0 - min_loss = np.inf - max_loss = 0 + try: + for _ in range(epochs): + print(f"epoch {_ + 1}/{epochs}") + acc = 0 + loss = 0 + min_score = np.inf + max_score = 0 + min_loss = np.inf + max_loss = 0 - # for i in tqdm(range(len(self.particles)), desc=f"epoch {_ + 1}/{epochs}", ascii=True): - for i in range(len(self.particles)): - w = self.w_min + (self.w_max - self.w_min) * _ / epochs + # for i in tqdm(range(len(self.particles)), desc=f"epoch {_ + 1}/{epochs}", ascii=True): + for i in range(len(self.particles)): + w = self.w_max - (self.w_max - self.w_min) * _ / epochs - if Dispersion: - g_best = self.g_best_ - else: - g_best = self.g_best + if Dispersion: + g_best = self.g_best_ + else: + g_best = self.g_best - if empirical_balance: - if np.random.rand() < np.exp(-(_) / epochs): - w_p_ = self.f(x, y, self.particles[i].get_best_weights()) - w_g_ = self.f(x, y, self.g_best) - w_p = w_p_ / (w_p_ + w_g_) - w_g = w_p_ / (w_p_ + w_g_) + if empirical_balance: + if np.random.rand() < np.exp(-(_) / epochs): + w_p_ = self.f(x, y, self.particles[i].get_best_weights()) + w_g_ = self.f(x, y, self.g_best) + w_p = w_p_ / (w_p_ + w_g_) + w_g = w_p_ / (w_p_ + w_g_) + del w_p_ + del w_g_ + + else: + p_b = self.particles[i].get_best_score() + g_a = self.avg_score + l_b = p_b - g_a + l_b = np.sqrt(np.power(l_b, 2)) + p_ = 1 / (self.n_particles * np.linalg.norm(self.c1 - self.c0)) * l_b + p_ = np.exp(-1 * p_) + w_p = p_ + w_g = 1 - p_ + + score = self.particles[i].step_w( + x, y, self.c0, self.c1, w, g_best, w_p, w_g, renewal=renewal + ) else: - p = 1 / (self.n_particles * np.linalg.norm(self.c1 - self.c0)) - p = np.exp(-p) - w_p = p - w_g = 1 - p + score = self.particles[i].step( + x, y, self.c0, self.c1, w, g_best, renewal=renewal + ) - score = self.particles[i].step_w( - x, y, self.c0, self.c1, w, g_best, w_p, w_g, renewal=renewal - ) + if renewal == "acc": + if score[1] >= self.g_best_score: + self.g_best_score = score[1] + self.g_best = self.particles[i].get_best_weights() + elif renewal == "loss": + if score[0] <= self.g_best_score: + self.g_best_score = score[0] + self.g_best = self.particles[i].get_best_weights() - else: - score = self.particles[i].step( - x, y, self.c0, self.c1, w, g_best, renewal=renewal - ) + loss += score[0] + acc += score[1] + if score[0] < min_loss: + min_loss = score[0] + if score[0] > max_loss: + max_loss = score[0] - if renewal == "acc": - if score[1] >= self.g_best_score: - self.g_best_score = score[1] - self.g_best = self.particles[i].get_best_weights() - elif renewal == "loss": - if score[0] <= self.g_best_score: - self.g_best_score = score[0] - self.g_best = self.particles[i].get_best_weights() + if score[1] < min_score: + min_score = score[1] + if score[1] > max_score: + max_score = score[1] + + gc.collect() - loss += score[0] - acc += score[1] - if score[0] < min_loss: - min_loss = score[0] - if score[0] > max_loss: - max_loss = score[0] + if save: + with open( + f"./{save_path}/{self.day}_{self.n_particles}_{epochs}_{self.c0}_{self.c1}_{self.w_min}_{renewal}.csv", + "a", + ) as f: + f.write(f"{score[0]}, {score[1]}") + if i != self.n_particles - 1: + f.write(", ") + - if score[1] < min_score: - min_score = score[1] - if score[1] > max_score: - max_score = score[1] + TS = self.c0 + np.random.rand() * (self.c1 - self.c0) + g_, g_sh, g_len = self._encode(self.g_best) + decrement = (epochs - (_) + 1) / epochs + g_ = (1 - decrement) * g_ + decrement * TS + self.g_best_ = self._decode(g_, g_sh, g_len) if save: with open( f"./{save_path}/{self.day}_{self.n_particles}_{epochs}_{self.c0}_{self.c1}_{self.w_min}_{renewal}.csv", "a", ) as f: - f.write(f"{score[0]}, {score[1]}") - if i != self.n_particles - 1: - f.write(", ") + f.write("\n") - TS = self.c0 + np.random.rand() * (self.c1 - self.c0) - g_, g_sh, g_len = self._encode(self.g_best) - decrement = (epochs - (_) + 1) / epochs - g_ = (1 - decrement) * g_ + decrement * TS - self.g_best_ = self._decode(g_, g_sh, g_len) + # 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 : {min_loss} | acc max : {max_score} | Best {renewal} : {self.g_best_score}" + ) - if save: - with open( - f"./{save_path}/{self.day}_{self.n_particles}_{epochs}_{self.c0}_{self.c1}_{self.w_min}_{renewal}.csv", - "a", - ) as f: - f.write("\n") - - print(f"epoch {_ + 1}/{epochs} finished") - # 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 : {min_loss} | acc avg : {max_score} | Best {renewal} : {self.g_best_score}" - ) - - gc.collect() + gc.collect() + + if check_point is not None: + if _ % check_point == 0: + os.makedirs(f"./{save_path}/{self.day}", exist_ok=True) + self._check_point_save(f"./{save_path}/{self.day}/ckpt-{_}") + self.avg_score = acc/self.n_particles + except KeyboardInterrupt: + print("Keyboard Interrupt") + self.model_save(save_path) + print("model saved") + self.save_info(save_path) + print("info saved") + sys.exit(0) + except MemoryError: + print("Memory Error") + self.model_save(save_path) + print("model save") + self.save_info(save_path) + print("save info") + sys.exit(1) + except Exception as e: + print(e) + finally: + return self.g_best, self.g_best_score - if check_point is not None: - if _ % check_point == 0: - os.makedirs(f"./{save_path}/{self.day}", exist_ok=True) - self._check_point_save(f"./{save_path}/{self.day}/check_point_{_}.h5") - - return self.g_best, self.g_best_score def get_best_model(self): model = keras.models.model_from_json(self.model.to_json()) @@ -290,16 +334,17 @@ class Optimizer: } with open( - f"./{path}/{self.day}_{self.loss}_{self.n_particles}_{self.g_best_score}.json", - "w", + f"./{path}/{self.day}/{self.loss}_{self.n_particles}.json", + "a", ) as f: json.dump(json_save, f, indent=4) + f.write(",\n") def _check_point_save(self, save_path: str = f"./result/check_point"): model = self.get_best_model() - model.save(save_path) + model.save_weights(save_path) - def model_save(self, save_path: str = "./result/model"): + def model_save(self, save_path: str = "./result"): model = self.get_best_model() model.save( f"./{save_path}/{self.day}/{self.n_particles}_{self.c0}_{self.c1}_{self.w_min}.h5" diff --git a/pso/particle.py b/pso/particle.py index e9493ac..f795380 100644 --- a/pso/particle.py +++ b/pso/particle.py @@ -6,14 +6,14 @@ from tensorflow import keras import numpy as np class Particle: - def __init__(self, model:keras.models, loss): + def __init__(self, model:keras.models, loss, random:bool = False): self.model = model self.loss = loss self.init_weights = self.model.get_weights() i_w_,s_,l_ = self._encode(self.init_weights) i_w_ = np.random.rand(len(i_w_)) / 5 - 0.10 self.velocities = self._decode(i_w_,s_,l_) - + self.random = random self.best_score = 0 self.best_weights = self.init_weights @@ -94,6 +94,8 @@ class Particle: def _update_weights(self): encode_w, w_sh, w_len = self._encode(weights = self.model.get_weights()) encode_v, _, _ = self._encode(weights = self.velocities) + if self.random: + encode_v = -1 * encode_v new_w = encode_w + encode_v self.model.set_weights(self._decode(new_w, w_sh, w_len))