diff --git a/.gitignore b/.gitignore index 0412781..bcc6ebe 100644 --- a/.gitignore +++ b/.gitignore @@ -12,6 +12,7 @@ pso2keras.egg-info/ # 테스트용 파일 test.ipynb +test.py # 결과 저장용 디렉토리 result/ diff --git a/conda_env/environment.yaml b/conda_env/environment.yaml index b76739f..4a94185 100644 --- a/conda_env/environment.yaml +++ b/conda_env/environment.yaml @@ -5,12 +5,11 @@ channels: dependencies: - cudatoolkit=11.2 - cudnn=8.1.0 - - matplotlib=3.7.1 - pandas=1.5.3 - pip=23.0.1 - python=3.9.16 - tqdm=4.65.0 - pip: - - numpy==1.23.5 + - numpy==1.25.0 - tensorflow==2.11.0 - tensorboard==2.11.0 diff --git a/plt.ipynb b/plt.ipynb index 6699201..03e71d2 100644 --- a/plt.ipynb +++ b/plt.ipynb @@ -1,74 +1,5 @@ { "cells": [ - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(73, 200)\n", - "(73, 100) (73, 100)\n" - ] - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from time import sleep\n", - "from IPython.display import clear_output\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import pandas as pd\n", - "\n", - "%matplotlib inline\n", - "\n", - "for _ in range(10):\n", - "\n", - " data = pd.read_csv(\"result/mnist/07-13-17-44_100_150_0.2_0.35_0.25_acc.csv\", header=None)\n", - " print(data.shape)\n", - "\n", - " loss = pd.DataFrame()\n", - " acc = pd.DataFrame()\n", - "\n", - " for i in range(len(data.iloc[0])):\n", - " if i % 2 == 0:\n", - " loss[i] = data[i]\n", - " else:\n", - " acc[i] = data[i]\n", - "\n", - " print(loss.shape, acc.shape)\n", - "\n", - " fig, axes = plt.subplots(nrows=2, sharey=False, sharex=True, figsize=(6, 6))\n", - "\n", - " loss.replace('nan' ,np.inf ,inplace=True)\n", - " loss = loss.fillna(np.inf)\n", - "\n", - " loss.plot(kind=\"line\", ax=axes[0], legend=False, alpha=0.5, ylabel=\"loss\", grid=True, title=f\"best loss {loss.min(numeric_only=True).min()}\")\n", - "\n", - " acc.plot(kind=\"line\", ax=axes[1], legend=False, alpha=0.5, ylabel=\"acc\", xlabel=\"epoch\", grid=True, title=f\"best acc {acc.max(numeric_only=True).max()}\")\n", - "\n", - " plt.show()\n", - " plt.clf()\n", - " plt.clf()\n", - " plt.close()\n", - " plt.close()\n", - "\n", - " sleep(7)\n", - "\n", - " clear_output(wait=True)" - ] - }, { "cell_type": "code", "execution_count": null, @@ -109,75 +40,7 @@ "plt.clf()\n", "plt.close()\n", "plt.close()\n", - "\n", - "# 8회차에 95%\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "data = pd.read_csv(\"./result/iris/06-24-14-00_100_200_0.4_0.8_0.7_acc.csv\", header=None)\n", - "print(data.shape)\n", - "\n", - "loss = []\n", - "acc = []\n", - "\n", - "for i in range(len(data.iloc[0])):\n", - " if i % 2 == 0:\n", - " loss.append(data[i])\n", - " else:\n", - " acc.append(data[i])\n", - "\n", - "print(np.shape(loss), np.shape(acc))\n", - "# print(loss)\n", - "\n", - "loss_min = np.inf\n", - "acc_max = []\n", - "acc_count = 0\n", - "acc_max_index = []\n", - "for i in range(len(loss)):\n", - " for j in range(len(loss[i])):\n", - " loss[i][j] = float(loss[i][j])\n", - " # print(loss[i][j], acc[i][j])\n", - " if loss[i][j] < loss_min:\n", - " loss_min = loss[i][j]\n", - " if acc[i][j] > acc_max:\n", - " acc_max.append(acc[i][j])\n", - " acc_count += 1\n", - " acc_max_index.append(i)\n", - "\n", - "print(loss_min, acc_max, acc_count, acc_max_index)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from numpy import random\n", - "\n", - "# x_list = random.uniform(1, 10, size=10000)\n", - "x_list = random.rand(10000) * 4 - 2\n", - "\n", - "print(x_list)\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "\n", - "sns.displot(x_list, kind=\"kde\")\n", - "plt.show()\n", - "\n", - "x_list_2 = [i for i in range(10)]\n", - "print(x_list_2)\n", - "r1 = random.shuffle(x_list_2)\n", - "print(x_list_2)\n", - "r2 = random.shuffle(x_list_2)\n", - "\n", - "print(x_list_2)" + "\n" ] } ], diff --git a/pso/optimizer.py b/pso/optimizer.py index 0d98ac1..8a6048b 100644 --- a/pso/optimizer.py +++ b/pso/optimizer.py @@ -234,6 +234,7 @@ class Optimizer: self.renewal = renewal try: + train_log_dir = "logs/fit/" + self.day if log == 2: assert log_name is not None, "log_name is None" @@ -319,7 +320,6 @@ class Optimizer: for epoch in epochs_pbar: max_score = 0 min_loss = np.inf - part_pbar = tqdm( range(len(self.particles)), desc=f"acc : {max_score:.4f} loss : {min_loss:.4f}", @@ -373,7 +373,15 @@ class Optimizer: del p_ score = self.particles[i].step_w( - x, y, self.c0, self.c1, w, g_best, w_p, w_g, renewal=renewal + x, + y, + self.c0, + self.c1, + w, + g_best, + w_p, + w_g, + renewal=renewal, ) else: diff --git a/requirements.txt b/requirements.txt index 489b0bf..3bacae2 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,7 +1,6 @@ -ipython @ file:///home/conda/feedstock_root/build_artifacts/ipython_1680185408135/work +ipython keras==2.11.0 -matplotlib @ file:///croot/matplotlib-suite_1679593461707/work -numpy @ file:///work/mkl/numpy_and_numpy_base_1682953417311/work +numpy==1.25.0 pandas==1.5.3 tensorflow==2.11.1 -tqdm @ file:///croot/tqdm_1679561862951/work +tqdm==4.65.0 diff --git a/test.ipynb b/test.ipynb deleted file mode 100644 index 62869b4..0000000 --- a/test.ipynb +++ /dev/null @@ -1,509 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(201, 150)\n", - "(201, 75) (201, 75)\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import pandas as pd\n", - "\n", - "%matplotlib inline\n", - "\n", - "data = pd.read_csv(\"./result/mnist/06-25-01-20_75_200_0.35_0.8_0.7_acc.csv\", header=None)\n", - "print(data.shape)\n", - "\n", - "loss = pd.DataFrame()\n", - "acc = pd.DataFrame()\n", - "\n", - "for i in range(len(data.iloc[0])):\n", - " if i % 2 == 0:\n", - " loss[i] = data[i]\n", - " # loss.append(iris[i])\n", - " else:\n", - " acc[i] = data[i]\n", - " # acc.append(iris[i])\n", - "\n", - "print(loss.shape, acc.shape)\n", - "# print(loss)\n", - "\n", - "fig, axes = plt.subplots(nrows=2, sharey=False, sharex=True, figsize=(8,8))\n", - "\n", - "loss.replace('nan' ,np.inf ,inplace=True)\n", - "loss = loss.fillna(np.inf)\n", - "\n", - "loss.plot(kind=\"line\", ax=axes[0], legend=False, alpha=0.5, ylabel=\"loss\", grid=True, title=f\"best loss {loss.min(numeric_only=True).min()}\")\n", - "\n", - "acc.plot(kind=\"line\", ax=axes[1], legend=False, alpha=0.5, ylabel=\"acc\", xlabel=\"epoch\", grid=True, title=f\"best acc {acc.max(numeric_only=True).max()}\")\n", - "\n", - "plt.show()\n", - "plt.clf()\n", - "plt.clf()\n", - "plt.close()\n", - "plt.close()" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "import tensorflow as tf\n", - "\n", - "gpus = tf.config.experimental.list_physical_devices(\"GPU\")\n", - "if gpus:\n", - " try:\n", - " # tf.config.experimental.set_visible_devices(gpus[0], \"GPU\")\n", - " tf.config.experimental.set_memory_growth(gpus[0], True)\n", - " except RuntimeError as e:\n", - " print(e)\n", - "\n", - "from tensorflow import keras\n", - "from tensorflow.keras.layers import Conv2D, Dense, Dropout, Flatten, MaxPooling2D\n", - "from tensorflow.keras.models import Sequential" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model: \"sequential_26\"\n", - "_________________________________________________________________\n", - " Layer (type) Output Shape Param # \n", - "=================================================================\n", - " conv2d_52 (Conv2D) (None, 24, 24, 32) 832 \n", - " \n", - " max_pooling2d_52 (MaxPoolin (None, 8, 8, 32) 0 \n", - " g2D) \n", - " \n", - " conv2d_53 (Conv2D) (None, 6, 6, 64) 18496 \n", - " \n", - " max_pooling2d_53 (MaxPoolin (None, 3, 3, 64) 0 \n", - " g2D) \n", - " \n", - " dropout_26 (Dropout) (None, 3, 3, 64) 0 \n", - " \n", - " flatten_26 (Flatten) (None, 576) 0 \n", - " \n", - " dense_52 (Dense) (None, 128) 73856 \n", - " \n", - " dense_53 (Dense) (None, 10) 1290 \n", - " \n", - "=================================================================\n", - "Total params: 94,474\n", - "Trainable params: 94,474\n", - "Non-trainable params: 0\n", - "_________________________________________________________________\n", - "None\n", - "(5, 5, 1, 32)\n", - "-0.08480508 0.08527838\n", - "(32,)\n", - "0.0 0.0\n", - "(3, 3, 32, 64)\n", - "-0.08332829 0.08333322\n", - "(64,)\n", - "0.0 0.0\n", - "(576, 128)\n", - "-0.09231657 0.09231355\n", - "(128,)\n", - "0.0 0.0\n", - "(128, 10)\n", - "-0.20795095 0.20850043\n", - "(10,)\n", - "0.0 0.0\n" - ] - } - ], - "source": [ - "def make_model():\n", - " model = Sequential()\n", - " model.add(\n", - " Conv2D(32, kernel_size=(5, 5), activation=\"relu\", input_shape=(28, 28, 1))\n", - " )\n", - " model.add(MaxPooling2D(pool_size=(3, 3)))\n", - " model.add(Conv2D(64, kernel_size=(3, 3), activation=\"relu\"))\n", - " model.add(MaxPooling2D(pool_size=(2, 2)))\n", - " model.add(Dropout(0.25))\n", - " model.add(Flatten())\n", - " model.add(Dense(128, activation=\"relu\"))\n", - " model.add(Dense(10, activation=\"softmax\"))\n", - "\n", - " # model.summary()\n", - "\n", - " return model\n", - "\n", - "\n", - "model = make_model()\n", - "weights = model.get_weights()\n", - "\n", - "print(model.summary())\n", - "\n", - "for i in range(len(weights)):\n", - " print(weights[i].shape)\n", - " print(weights[i].min(), weights[i].max())" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2023-05-26 03:53:33.924839: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:980] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2023-05-26 03:53:33.928891: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:980] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2023-05-26 03:53:33.929032: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:980] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2023-05-26 03:53:33.929450: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n", - "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", - "2023-05-26 03:53:33.929902: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:980] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2023-05-26 03:53:33.930018: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:980] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2023-05-26 03:53:33.930117: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:980] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2023-05-26 03:53:34.287172: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:980] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2023-05-26 03:53:34.287322: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:980] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2023-05-26 03:53:34.287430: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:980] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", - "2023-05-26 03:53:34.287524: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1616] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 10109 MB memory: -> device: 0, name: NVIDIA GeForce RTX 3060, pci bus id: 0000:09:00.0, compute capability: 8.6\n" - ] - } - ], - "source": [ - "model = make_model()\n", - "# json_ = model.to_json()\n", - "# print(json_)\n", - "# for layer in model.get_weights():\n", - "# print(layer.shape)\n", - "weight = model.get_weights()" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0 ~ 800\n", - "(5, 5, 1, 32)\n", - "800 ~ 832\n", - "(32,)\n", - "832 ~ 19264\n", - "(3, 3, 32, 64)\n", - "19264 ~ 19328\n", - "(64,)\n", - "19328 ~ 93056\n", - "(576, 128)\n", - "93056 ~ 93184\n", - "(128,)\n", - "93184 ~ 94464\n", - "(128, 10)\n", - "94464 ~ 94474\n", - "(10,)\n", - "[800, 32, 18432, 64, 73728, 128, 1280, 10]\n", - "[(5, 5, 1, 32), (32,), (3, 3, 32, 64), (64,), (576, 128), (128,), (128, 10), (10,)]\n" - ] - } - ], - "source": [ - "from time import time\n", - "\n", - "import cupy as cp\n", - "\n", - "\n", - "def encode(weights):\n", - " w_gpu = cp.array([])\n", - " lenght = []\n", - " shape = []\n", - " for layer in weights:\n", - " shape.append(layer.shape)\n", - " w_ = layer.reshape(-1)\n", - " lenght.append(len(w_))\n", - " w_gpu = cp.append(w_gpu, w_)\n", - "\n", - " return w_gpu, shape, lenght\n", - "\n", - "\n", - "def decode(weight, shape, lenght):\n", - " weights = []\n", - " start = 0\n", - " for i in range(len(shape)):\n", - " end = start + lenght[i]\n", - " print(f\"{start} ~ {end}\")\n", - " print(f\"{shape[i]}\")\n", - " w_ = weight[start:end]\n", - " w_ = w_.reshape(shape[i])\n", - " weights.append(w_)\n", - " start = end\n", - "\n", - " return weights\n", - "\n", - "\n", - "w = 0.8\n", - "v, _, _ = encode(weight)\n", - "c0 = 0.5\n", - "c1 = 1.5\n", - "r0 = 0.2\n", - "r1 = 0.8\n", - "p_best, _, _ = encode(weight)\n", - "g_best, _, _ = encode(weight)\n", - "layer, shape, leng = encode(weight)\n", - "\n", - "# new_v = w*v[i]\n", - "# new_v = new_v + c0*r0*(p_best[i] - layer)\n", - "# new_v = new_v + c1*r1*(self.g_best[i] - layer)\n", - "\n", - "start = time()\n", - "new_velocity = w * v + c0 * r0 * (p_best - layer) + c1 * r1 * (g_best - layer)\n", - "\n", - "# print(new_velocity)\n", - "\n", - "we2 = decode(new_velocity, shape, leng)\n", - "# print(we2)\n", - "\n", - "\n", - "# # s= [1,2]\n", - "# print(w)\n", - "print(leng)\n", - "print(shape)\n", - "\n", - "# w2 = w\n", - "# c1 = c\n", - "\n", - "# tf_start = time()\n", - "# w3 = tf.multiply(w2, w)\n", - "# tf_end = time()\n", - "# mul_start = time()\n", - "# w4 = w2 * w\n", - "# mul_end = time()\n", - "# cuda_start = time()\n", - "# w5 = c1 * c\n", - "# cuda_end = time()\n", - "\n", - "# print(f\"tf 연산 > {tf_end-tf_start} | {w3}\")\n", - "# print(f\"곱셈 연산 > {mul_end-mul_start} | {w4}\")\n", - "# print(f\"cuda 연산 > {cuda_end-cuda_start} | {w5}\")\n", - "\n", - "# for i in range(len(w)):\n", - "# if w[i] != w2[i]:\n", - "# print(\"not same\")\n", - "# break\n", - "# else:\n", - "# print(\"same\")" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1/1 [==============================] - 0s 452ms/step\n", - "[[0.0000000e+00 1.0000000e+00 8.5117706e-28]\n", - " [0.0000000e+00 1.0000000e+00 0.0000000e+00]\n", - " [1.0000000e+00 3.3700031e-35 0.0000000e+00]\n", - " [1.0000000e+00 1.3158974e-19 0.0000000e+00]\n", - " [0.0000000e+00 1.0000000e+00 0.0000000e+00]\n", - " [0.0000000e+00 0.0000000e+00 1.0000000e+00]\n", - " [1.0000000e+00 1.4602315e-27 0.0000000e+00]\n", - " [0.0000000e+00 0.0000000e+00 1.0000000e+00]\n", - " [1.0000000e+00 2.4845295e-16 0.0000000e+00]\n", - " [0.0000000e+00 1.0000000e+00 1.6942224e-33]\n", - " [1.0000000e+00 0.0000000e+00 0.0000000e+00]\n", - " [0.0000000e+00 1.0000000e+00 0.0000000e+00]\n", - " [1.0000000e+00 9.0455008e-36 0.0000000e+00]\n", - " [1.0000000e+00 0.0000000e+00 0.0000000e+00]\n", - " [0.0000000e+00 1.8117375e-33 1.0000000e+00]\n", - " [0.0000000e+00 1.0000000e+00 6.7984806e-36]\n", - " [0.0000000e+00 1.7472901e-25 1.0000000e+00]\n", - " [0.0000000e+00 6.2991115e-37 1.0000000e+00]\n", - " [0.0000000e+00 0.0000000e+00 1.0000000e+00]\n", - " [0.0000000e+00 1.0598510e-30 1.0000000e+00]\n", - " [1.0000000e+00 1.7519910e-30 0.0000000e+00]\n", - " [0.0000000e+00 1.0000000e+00 0.0000000e+00]\n", - " [0.0000000e+00 1.0000000e+00 0.0000000e+00]\n", - " [1.0000000e+00 7.4562871e-27 0.0000000e+00]\n", - " [0.0000000e+00 0.0000000e+00 1.0000000e+00]\n", - " [0.0000000e+00 0.0000000e+00 1.0000000e+00]\n", - " [0.0000000e+00 0.0000000e+00 1.0000000e+00]\n", - " [0.0000000e+00 1.0000000e+00 0.0000000e+00]\n", - " [0.0000000e+00 1.0000000e+00 0.0000000e+00]\n", - " [1.0000000e+00 0.0000000e+00 0.0000000e+00]]\n", - "[[0. 1. 0.]\n", - " [0. 1. 0.]\n", - " [1. 0. 0.]\n", - " [1. 0. 0.]\n", - " [0. 1. 0.]\n", - " [0. 0. 1.]\n", - " [1. 0. 0.]\n", - " [0. 0. 1.]\n", - " [1. 0. 0.]\n", - " [0. 1. 0.]\n", - " [1. 0. 0.]\n", - " [0. 1. 0.]\n", - " [1. 0. 0.]\n", - " [1. 0. 0.]\n", - " [0. 0. 1.]\n", - " [0. 1. 0.]\n", - " [0. 0. 1.]\n", - " [0. 0. 1.]\n", - " [0. 0. 1.]\n", - " [0. 0. 1.]\n", - " [1. 0. 0.]\n", - " [0. 1. 0.]\n", - " [0. 1. 0.]\n", - " [1. 0. 0.]\n", - " [0. 0. 1.]\n", - " [0. 0. 1.]\n", - " [0. 0. 1.]\n", - " [0. 1. 0.]\n", - " [0. 1. 0.]\n", - " [1. 0. 0.]]\n", - "1/1 [==============================] - 0s 88ms/step - loss: 0.0000e+00 - accuracy: 1.0000\n", - "[0.0, 1.0]\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2023-06-02 14:34:49.851147: I tensorflow/stream_executor/cuda/cuda_blas.cc:1614] TensorFloat-32 will be used for the matrix multiplication. This will only be logged once.\n" - ] - } - ], - "source": [ - "import numpy as np\n", - "import tensorflow as tf\n", - "from sklearn.datasets import load_iris\n", - "from sklearn.model_selection import train_test_split\n", - "from tensorflow import keras\n", - "from tensorflow.keras import layers\n", - "from tensorflow.keras.models import Sequential\n", - "\n", - "\n", - "def get_xor():\n", - " x = np.array([[0, 0], [0, 1], [1, 0], [1, 1]])\n", - " y = np.array([[0], [1], [1], [0]])\n", - "\n", - " return x, y\n", - "\n", - "\n", - "def get_iris():\n", - " iris = load_iris()\n", - " x = iris.data\n", - " y = iris.target\n", - "\n", - " y = keras.utils.to_categorical(y, 3)\n", - "\n", - " x_train, x_test, y_train, y_test = train_test_split(\n", - " x, y, test_size=0.2, shuffle=True, stratify=y\n", - " )\n", - "\n", - " return x_train, x_test, y_train, y_test\n", - "\n", - "\n", - "# model = keras.models.load_model(\"./result/xor/06-02-13-31/75_0.35_0.8_0.6.h5\")\n", - "model = keras.models.load_model(\"./result/iris/06-02-13-48/50_0.4_0.8_0.7.h5\")\n", - "# x,y = get_xor()\n", - "x_train, x_test, y_train, y_test = get_iris()\n", - "\n", - "print(model.predict(x_test))\n", - "print(y_test)\n", - "print(model.evaluate(x_test, y_test))" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "2023-06-11 14:01:31.378413: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n", - "To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "TensorFlow version: 2.12.0\n", - "Linked TRT ver: (8, 4, 3)\n" - ] - } - ], - "source": [ - "import tensorflow as tf\n", - "\n", - "print(\"TensorFlow version:\", tf.__version__)\n", - "import tensorflow.compiler as tf_cc\n", - "import tensorrt as trt\n", - "\n", - "linked_trt_ver = tf_cc.tf2tensorrt._pywrap_py_utils.get_linked_tensorrt_version()\n", - "print(f\"Linked TRT ver: {linked_trt_ver}\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "pso", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.16" - }, - "orig_nbformat": 4 - }, - "nbformat": 4, - "nbformat_minor": 2 -}