diff --git a/env.yaml b/env.yaml new file mode 100644 index 0000000..44d51e2 --- /dev/null +++ b/env.yaml @@ -0,0 +1,17 @@ +name: pso +channels: + - conda-forge + - nvidia/label/cuda-11.8.0 + - defaults +dependencies: + - cuda-nvcc=11.8.89=0 + - cudatoolkit=11.8.0=h6a678d5_0 + - matplotlib=3.7.1=py39h06a4308_1 + - pandas=1.5.3=py39h417a72b_0 + - pip=23.0.1=py39h06a4308_0 + - python=3.9.16=h7a1cb2a_2 + - pip: + - numpy==1.23.5 + - nvidia-cudnn-cu11==8.6.0.163 + - tensorflow==2.12.0 + - tqdm==4.65.1.dev3+g5587f0d \ No newline at end of file diff --git a/mnist.py b/mnist.py index 8962435..11cc344 100644 --- a/mnist.py +++ b/mnist.py @@ -70,7 +70,7 @@ if __name__ == "__main__": pso_mnist = Optimizer( model, loss=loss[0], - n_particles=200, + n_particles=50, c0=0.35, c1=0.8, w_min=0.7, diff --git a/plt.ipynb b/plt.ipynb index e852161..2e1c50e 100644 --- a/plt.ipynb +++ b/plt.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 2, "metadata": { "tags": [] }, @@ -28,12 +28,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "(165, 100)\n" + "(201, 100)\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -102,7 +102,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.16" + "version": "3.9.16" }, "widgets": { "application/vnd.jupyter.widget-state+json": { diff --git a/readme.md b/readme.md index adac29e..926e8bd 100644 --- a/readme.md +++ b/readme.md @@ -25,13 +25,19 @@ $$ 위치를 가장 최적값으로 변경하면 지역 최적값에서 벗어나지 못합니다. 따라서 전역 최적값을 찾을 수 없습니다. +# 초기 세팅 + +``` shell + conda env create -f env.yaml +``` + # 현재 진행 상황 ## 1. PSO 알고리즘 구현 ### 파일 구조 -```plain text +``` 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 @@ -77,6 +83,7 @@ pso 알고리즘을 이용하여 오차역전파 함수를 최적화 하는 방 ## 3. PSO 알고리즘을 이용하여 풀이한 문제들의 정확도 ### 1. xor 문제 + ``` python loss = 'mean_squared_error' @@ -103,10 +110,12 @@ pso 알고리즘을 이용하여 오차역전파 함수를 최적화 하는 방 check_point=25 ) ``` + 위의 파라미터 기준 40 세대 이후부터 정확도가 100%가 나오는 것을 확인하였습니다 ![xor](./history_plt/xor_sigmoid_2_acc_40.png) 2. iris 문제 + ``` python loss = 'categorical_crossentropy' @@ -133,10 +142,12 @@ best_score = pso_iris.fit( check_point=25 ) ``` + 위의 파라미터 기준 2 세대에 94%의 정확도를, 7 세대에 96%, 106 세대에 99.16%의 정확도를 보였습니다 ![iris](./history_plt/iris_relu_acc_200.png) 3. mnist 문제 + ``` python loss = 'mean_squared_error' @@ -163,6 +174,7 @@ best_score = pso_mnist.fit( check_point=25 ) ``` + 위의 파라미터 기준 현재 정확도 38%를 보이고 있습니다 ![mnist](./history_plt/mnist_cnn_acc.png) diff --git a/test.ipynb b/test.ipynb index 611b2cb..4c2b5bd 100644 --- a/test.ipynb +++ b/test.ipynb @@ -391,13 +391,51 @@ "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", + "print(\"TensorFlow version:\", tf.__version__)\n", + "import tensorflow.compiler as tf_cc\n", + "import tensorrt as trt\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": "pso" + "name": "python3" }, "language_info": { "codemirror_mode": { diff --git a/xor.py b/xor.py index bb3bdec..de69b2d 100644 --- a/xor.py +++ b/xor.py @@ -21,7 +21,7 @@ print(tf.__version__) print(tf.config.list_physical_devices()) def get_data(): - x = np.array([[0, 0], [0, 1], [1, 0], [1, 1]]) + x = np.array([[0, 0], [0, 1], [1, 0], [1, 1]]) y = np.array([[0], [1], [1], [0]]) return x, y