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 0000000..239bb24 Binary files /dev/null and b/iris_50_99.png differ diff --git a/iris_99.16.png b/iris_99.16.png new file mode 100644 index 0000000..0000b92 Binary files /dev/null and b/iris_99.16.png differ diff --git a/mnist.py b/mnist.py index ebac1a9..f110bba 100644 --- a/mnist.py +++ b/mnist.py @@ -23,9 +23,9 @@ from tqdm import tqdm import gc -print(tf.__version__) -print(tf.config.list_physical_devices()) -print(f"Num GPUs Available: {len(tf.config.list_physical_devices('GPU'))}") +# print(tf.__version__) +# print(tf.config.list_physical_devices()) +# print(f"Num GPUs Available: {len(tf.config.list_physical_devices('GPU'))}") def get_data(): @@ -79,10 +79,10 @@ loss = 'huber_loss' # loss = 'mean_squared_error' -pso_mnist = Optimizer(model, loss=loss, n_particles=50, c0=0.5, c1=0.8, w_min=0.75, w_max=1.3) +pso_mnist = Optimizer(model, loss=loss, n_particles=50, c0=0.4, c1=0.8, w_min=0.7, w_max=1.2, random=0.3) weight, score = pso_mnist.fit( - x_test, y_test, epochs=1000, save=True, save_path="./result/mnist", renewal="acc", empirical_balance=False, Dispersion=True) + x_test, y_test, epochs=200, save=True, save_path="./result/mnist", renewal="acc", empirical_balance=False, Dispersion=False, check_point=10) pso_mnist.model_save("./result/mnist") pso_mnist.save_info("./result/mnist") -gc.collect() +gc.collect() \ No newline at end of file diff --git a/plt.ipynb b/plt.ipynb index 1756cfc..6ff1b3c 100644 --- a/plt.ipynb +++ b/plt.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 98, "metadata": { "tags": [] }, @@ -28,12 +28,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "(15, 100)\n" + "(26, 100)\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -44,20 +44,22 @@ { "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))