{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 11wk-2: 순환신경망 (1) – 임베딩 공간(Embedding Space)의 이해\n", "\n", "최규빈 \n", "2024-05-15\n", "\n", "\n", "\n", "# 1. 강의영상\n", "\n", "\n", "\n", "# 2. Imports" ], "id": "47c71c96-86a6-4d7c-a161-2f5a4f3f84ed" }, { "cell_type": "code", "execution_count": 2, "metadata": { "tags": [] }, "outputs": [], "source": [ "import torch\n", "import pandas as pd\n", "import matplotlib.pyplot as plt" ], "id": "df001745-cf8e-4a0f-a4ff-98ab08f49b51" }, { "cell_type": "code", "execution_count": 3, "metadata": { "tags": [] }, "outputs": [], "source": [ "soft = torch.nn.Softmax(dim=1)\n", "ohot = torch.nn.functional.one_hot" ], "id": "0eb4b635-0dc9-47ce-a012-7103fe2d6310" }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 3. `abc`\n", "\n", "## A. Data" ], "id": "d7178ba4-c348-4dee-a9f8-428f0e0d2451" }, { "cell_type": "code", "execution_count": 121, "metadata": { "tags": [] }, "outputs": [], "source": [ "txt = list('abc'*100)\n", "txt[:10]" ], "id": "dfca3fa6-1cd8-48fd-9348-8733b6a6258b" }, { "cell_type": "code", "execution_count": 122, "metadata": { "tags": [] }, "outputs": [], "source": [ "df_train = pd.DataFrame({'x': txt[:-1], 'y': txt[1:]})\n", "df_train[:5]" ], "id": "1a362390-0e1c-4260-acbc-1b8caf608420" }, { "cell_type": "code", "execution_count": 123, "metadata": { "tags": [] }, "outputs": [], "source": [ "x = torch.tensor(df_train.x.map({'a':0,'b':1,'c':2}))\n", "y = torch.tensor(df_train.y.map({'a':0,'b':1,'c':2}))" ], "id": "e0998888-b354-42ab-b5b9-42fbd6462f1d" }, { "cell_type": "markdown", "metadata": {}, "source": [ "## B. MLP – 하나의 은닉노드" ], "id": "ac9907bd-278e-4048-9392-f04e0e45f264" }, { "cell_type": "code", "execution_count": 124, "metadata": { "tags": [] }, "outputs": [], "source": [ "torch.manual_seed(43052)\n", "net = torch.nn.Sequential(\n", " torch.nn.Embedding(num_embeddings=3,embedding_dim=1),\n", " torch.nn.Tanh(), # 이거를 씁니다. 왜 이걸 쓰는지 설명하면 너무 길어요. 외우세여. \n", " torch.nn.Linear(in_features=1, out_features=3),\n", "# torch.nn.Softmax()\n", ")\n", "loss_fn = torch.nn.CrossEntropyLoss()\n", "optimizr = torch.optim.Adam(net.parameters(),lr=0.1)" ], "id": "d7bebb50-8900-4b6a-9ba8-eaea4caeffb3" }, { "cell_type": "code", "execution_count": 125, "metadata": { "tags": [] }, "outputs": [], "source": [ "for epoc in range(50):\n", " ## 1 \n", " netout = net(x) \n", " ## 2 \n", " loss = loss_fn(netout,y)\n", " ## 3 \n", " loss.backward()\n", " ## 4 \n", " optimizr.step()\n", " optimizr.zero_grad()" ], "id": "d489b309-d595-4a90-a324-1d7fec6fa27b" }, { "cell_type": "code", "execution_count": 126, "metadata": { "tags": [] }, "outputs": [], "source": [ "yhat = soft(netout)\n", "yhat.argmax(axis=1),y" ], "id": "98d3f157-5c61-4c88-9331-f10fa253cafa" }, { "cell_type": "markdown", "metadata": {}, "source": [ "## C. 적합결과의 해석 ($\\star$)\n", "\n", "`-` 네트워크 분해" ], "id": "e5aa780d-d503-4cb3-8553-2d792c67704f" }, { "cell_type": "code", "execution_count": 127, "metadata": { "tags": [] }, "outputs": [], "source": [ "ebdd, tanh, linr = net " ], "id": "6cde3157-7e86-4a2e-a8ee-957467684e4a" }, { "cell_type": "markdown", "metadata": {}, "source": [ "`-` ebdd 레이어 통과직후" ], "id": "950f2931-d1d0-461e-b4da-581a2ccee11d" }, { "cell_type": "code", "execution_count": 128, "metadata": { "tags": [] }, "outputs": [], "source": [ "ebdd_x = ebdd(x).data[:9]\n", "ebdd_x" ], "id": "c9b9149c-4761-4ceb-a304-7a95ff2f2031" }, { "cell_type": "code", "execution_count": 129, "metadata": { "tags": [] }, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "image/png": 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1UYhofWSR1NfY2Ij09HRdXEMBcM+uaWIhEgZ9fX3B1TLFxcW6OYkodng8Hrz7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\nSUVORK5CYII=\n" } } ], "source": [ "plt.plot(ebdd_x, '--o', color='gray')\n", "plt.title(r\"$ebdd({\\bf x})$\")\n", "plt.title(r\"$ebdd({\\bf x})$\")\n", "plt.xticks(range(9),[r'$a\\to b$', r'$b\\to c$', r'$c\\to a$']*3);" ], "id": "33e6d7e2-a782-42f9-a63e-37f14b84b979" }, { "cell_type": "markdown", "metadata": {}, "source": [ "`-` (ebdd -\\> tanh) 레이어 통과직후" ], "id": "cddbbe98-48e0-46ac-a0c9-d85622e470f3" }, { "cell_type": "code", "execution_count": 130, "metadata": { "tags": [] }, "outputs": [], "source": [ "ebdd_x = ebdd(x).data[:9]\n", "h = tanh(ebdd(x)).data[:9]\n", "torch.concat([ebdd_x,h],axis=1)" ], "id": "61f95daf-7b88-49c4-be0d-12639c526372" }, { "cell_type": "code", "execution_count": 131, "metadata": { "tags": [] }, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "image/png": 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0tLTfviYiZ6JQKDBlyhQEBgYO6HhXV1dMnTqVvX9E/2I0GrFlyxbo9XrExsb2u210Z1w5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\nH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ZWVXXpYjYKCgro93tnZGf7+/r0e09Njurq6Cl04X6lUIiIiQtjzU9+8vLwQGBgInU6H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\nxoKWiIiIiGSNBS0RERERydr/A/eTHggWHhVmAAAAAElFTkSuQmCC\n" } } ], "source": [ "fig,ax = plt.subplots(2,1,figsize=(8,8))\n", "ax[0].plot(ebdd_x, '--o', color='gray')\n", "ax[0].set_title(r\"$ebdd({\\bf x})$\")\n", "ax[0].set_xticks(range(9),[r'$a\\to b$', r'$b\\to c$', r'$c\\to a$']*3)\n", "ax[1].plot(h, '--o', color='gray')\n", "ax[1].set_title(r\"${\\bf h}:=(tanh \\circ ebdd)({\\bf x})$\")\n", "ax[1].set_xticks(range(9),[r'$a\\to b$', r'$b\\to c$', r'$c\\to a$']*3);" ], "id": "0ed023b3-c1ff-4728-a405-4c651711e15b" }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 여기까지 2개는 세트로 봐도 무방할듯\n", "- 결과를 ${\\boldsymbol h}$로 생각하자.\n", "\n", "`-` (임베딩 -\\> tanh -\\> linr) 통과직후 – 여기에서 차원이 3차원으로\n", "된다." ], "id": "eae810da-f349-459c-a52f-d924b5e0ecc5" }, { "cell_type": "code", "execution_count": 132, "metadata": { "tags": [] }, "outputs": [], "source": [ "ebdd_x = ebdd(x).data[:9]\n", "h = tanh(ebdd(x)).data[:9]\n", "netout = linr(tanh(ebdd(x))).data[:9]\n", "#netout = net(x).data[:9]\n", "torch.concat([ebdd_x,h,netout],axis=1)" ], "id": "bda6d710-4927-4920-936c-5b3b1debd35c" }, { "cell_type": "code", "execution_count": 133, "metadata": { "tags": [] }, "outputs": [], "source": [ "netout_a = netout[:,[0]]\n", "netout_b = netout[:,[1]]\n", "netout_c = netout[:,[2]]" ], "id": "efc009b5-6142-446e-a59d-4ac22ff0f0c8" }, { "cell_type": "code", "execution_count": 134, "metadata": { "tags": [] }, "outputs": [], "source": [ "linr.weight, linr.bias" ], "id": "f6a4468d-9ff1-4f24-8cff-483c88176823" }, { "cell_type": "code", "execution_count": 139, "metadata": { "tags": [] }, "outputs": [], "source": [ "netout_a, h*(-3.8416) + (-1.2536)" ], "id": "51eaaf67-fd38-4fb9-8ca9-46629020e584" }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 값이 살짝 다른이유는 Appendix 참고\n", "- 여기서는 그냥 “똑같은 결과가 나왔다” 라고 생각하고 넘어가자" ], "id": "b0e59d24-5cb9-47b7-b699-57f60bd46686" }, { "cell_type": "code", "execution_count": 19, "metadata": { "tags": [] }, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "image/png": 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NiGh/vKsyPc2AW7VqFTQajeFRUFBgxIjpZun1euTm5uLMmTPIzc2FXq8XOyQiSWJbIjIe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\nA3BVuJKlyuJc3jmz9v361jPM/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LVqFevWrcPV1ZWsrCzeffdd1q5de83fqSYaei09nD1w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sVCjp6NvR2mLYFUM7BvDo6E4APPdrvM34pgd5ufDnf8aw6z9jbcrdAMDT2ZNtM7axefpmvJ29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\n06Nszi1DswAAAABJRU5ErkJggg==\n" } } ], "source": [ "fig,ax = plt.subplots(2,1,figsize=(8,8))\n", "ax[0].plot(h, '--o', color='gray')\n", "ax[0].set_title(r\"${\\bf h}:=(tanh \\circ ebdd)({\\bf x})$\")\n", "ax[0].set_xticks(range(9),[r'$a\\to b$', r'$b\\to c$', r'$c\\to a$']*3);\n", "ax[1].plot(netout_a, '--o', label=r\"$netout_a = (-3.8416)\\times {\\bf h} + (-1.2536)$\")\n", "ax[1].plot(netout_b, '--o', label=r\"$netout_b = ( 0.4357)\\times {\\bf h} + (0.8122)$\")\n", "ax[1].plot(netout_c, '--o', label=r\"$netout_c = (4.6228)\\times {\\bf h} + (-1.4709)$\")\n", "ax[1].set_xticks(range(9),[r'$a\\to b$', r'$b\\to c$', r'$c\\to a$']*3);\n", "ax[1].legend()" ], "id": "462c949b-31ac-4e27-bf73-0e3f56973618" }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 파란색: 의사표현 확실\n", "- 초록색: 의사표현 확실\n", "- 주황색: 약간 회색분자느낌, 사실상 얘가 결정하는건 없음.\n", "\n", "`-` 이 네트워크는 `b->c` 인 맵핑과 `c->a`인 맵핑은 확실히 학습한듯\n", "보이지만 `a->b`인 맵핑은 그다지 잘 학습한 느낌이 들지 않는다.\n", "\n", "- 마치 `y=b`를 맞추는 방식은 `y=c` 도 아닌것 같고 `y=a` 도 아닌것\n", " 같으니까 `y=b` 아닐까?” 같은 느낌\n", "\n", "`-` 전체과정 시각화" ], "id": "caab93be-b569-4e60-a7f9-759b379cf262" }, { "cell_type": "code", "execution_count": 20, "metadata": { "tags": [] }, "outputs": [], "source": [ "onehot_x = ohot(x).data[:9]\n", "onehot_a = onehot_x[:,[0]]\n", "onehot_b = onehot_x[:,[1]]\n", "onehot_c = onehot_x[:,[2]]\n", "#--#\n", "ebdd_x = ebdd(x).data[:9]\n", "#--#\n", "h = tanh(ebdd(x)).data[:9]\n", "#--#\n", "netout = linr(tanh(ebdd(x))).data[:9]\n", "netout_a = netout[:,[0]]\n", "netout_b = netout[:,[1]]\n", "netout_c = netout[:,[2]]\n", "#--#\n", "yhat = soft(net(x)).data[:9]\n", "yhat_a = yhat[:,[0]]\n", "yhat_b = yhat[:,[1]]\n", "yhat_c = yhat[:,[2]]\n", "#--#\n", "torch.concat([ebdd_x,h,netout,yhat],axis=1).numpy().round(2)" ], "id": "5f7497da-332e-4ced-92f3-ca9066b469ab" }, { "cell_type": "code", "execution_count": 21, "metadata": { "tags": [] }, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "image/png": 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1zGUKyqrtZZL2mPoa/OoMhA9o3fVGL+g/X3ks1OsARQJzZYqSjtpS7VZdzLKZ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aRrp1carONafSwLk0UmNtSHzv7qn8g+uP5B7lt7Hzsyd6htStuQZfjmAUUiO22n2tYwMk5ZX5Ym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\nZPLjXkzKRaNWcWf/Vsa7m2mhLPIKtLi4mPDwcEaPHl3p8dGjR7Nv3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mPzhg1MF4zrtt4t\nefDqTGPP/nack/GGnw71eMpxPgz/EIAFfRfQ2du4nRiCaUzpFcD39/XnpfEdUavF3av6EomHmdsS\ns4Xvz37P92e/50jyEaXDEapxY6sbcdA4EJ0dzem007VuXzobxsRuLfBxFRMEmDtJkvhs+yX+udqL\nbah9vnHgDSKzIvF19OWdoe+gUYvFI81RaU3+xqiNtZbCFRTr+OlQLCAWDDR3z43pwMj2Puj0EpGp\nDV+rpTqZhZnY29gzJngMM9rPMPj+BcOQJIljycfqPLuVSqViSFtvbuzoZ+TIrJMY8WbG4rLjeHnv\nywDM7jy7rNdNMD/Ots6MbDWSTVGb+C/mP7p4d6l22+TsQjaKlYwtytojl3n/n/M42WlY+8ggg/Ri\n/37xdzZEbkCj0rB4+GKaOTYzQKSCMQwPHI6rrSuJeYmEJ4XT179vtdv+dewymfkltPR05CZxYWLW\nNGoVH9/Rk4tJOfQO8jL4/ocHDmfNhDV4OXiJcR1mbH/Cfh767yG8HLy4odUNNS7YWqzVY2cj+uwb\nQ/z2zFSRroh5O+eRW5JLD58ezO01V+mQhFrM6TyHL0d9ydyeNf+tvj8QQ4lOok+QJ11binpfSzC5\nRwsGtW5GfrGO+1eGkZZb1Kj9ZRVl8X7Y+wDM7TWX3n69DRGmYCT2GntGB48Gai+3Gt+tOa9M6MTT\nN7VDI8owzJ6bg22lpCOnsKRO5bI1KdKVnx9aubXCxc6lUfsTjKuffz+8HLxIL0znwJUD1W4XkZJL\nv7e38O6mc41+jzRlIvEwU+8ffp+z6WfxsPfg/eHv15iBC+ahY7OODGoxqMZymcISHT8clMswxKBT\ny2GrUbNsZi+CmjlxObOAR74/QrG24bNPudu788VNXzC13VRmd55tuEAFoymd8//f6H8rXVhey9XB\nlnuHhHBb77oPVhXMw/nEHMZ9spuvdkU2eB+HEw8zdu1Y9l/Zb8DIBGOyUdswNmQsUPO0+Cv3RZOZ\nX8Kl5BxxB6sRROJhhv6O/Jtfzv+CChXvDH0Hf2d/pUMS6qm63pANJxJIyyumubsDN3cWf1dL4uFk\nx7ez+uBqb8Oh6HQWrTvVqF6vHr49WDRwkZjFykL09uuNv7M/edo8TqacVDocwQgORaURl17Au5vP\nse1cUr1fn1qQynO7niOlIKVB6zoJyikdx7Utdht5JXnXPZ9VUMJv4fGAKJFuLPGJZ4bsNfa42Lrw\nQLcHGBIwROlwhHoo0hXx/uH3Gf/H+CpPXj0CPbijXyvuHxqKrUY0P0vTxteVT+7oiUoFPx2KY+W+\n6Hq9fmPkxjpPySqYF7VKzeJhi9k6bSt9/Ptc93xMWh6TPt3D2qsXJ4LluWtAEHf0a4UkwdyfjnEx\nKafOr9XpdSzcvZCUghRau7fmxf4vGjFSwdA6N+tMsFswhbpCtsVuu+75X8PiyC/W0c7PhUGtxXi8\nxhBXPmboxqAbWTtpLY92f1TpUIR6slPbsSt+F3E5cWyN3Xrd8218XXhnSlfuGyJ6TCzVyA6+LBzb\nARu1Cgfbus9CdSr1FC/tfYk7N95JRGaEESMUjKWnb0+8Hb2rfG7lvhhOxGfxlxHXhBCMS6VS8dqk\nzvQL8SK3SMv9q8LIyKvbOktfnfiKAwkHcLRxZOmIpTjZOhk5WsGQVCpVWTnltXerdHqJlfujAZg9\nKESUWTWSSDzMSHZxdtn3LVxaiKk1LZBKpWJc6DgANkSIW+3W6oGhoWx+aii392tVp+2zirKYv3M+\nWr2WIQFDCHUPNXKEgrFVXFcpt0jLr2IlY6tgZ6Pmi7t609LTkZi0fB778QgluprHc+2/sp/Pj38O\nwMsDXqa1R2tThCoYWGniEZMdU2kc19azScSlF+DhZMutPQOUCs9qiMTDTPx56U8m/jFRDEizAhNC\n5FrRg4kHSclPAeByZgHP/HKME/GZCkYmGIpKpaKNr2vZ/zPyiskurHqBT0mSeGnvS1zOvUxLl5a8\nNvg10WNmwS5mXOS+f+7jgf/KF3tcGx5PTpGWUG9nhrf1UTA6wRC8nO34ZlYfnOw07ItI47Ptl6rd\nNjk/med3P4+ExG1tb2Ni64kmjFQwpEDXQH4e/zN/T/kbe035+lqldztu79sKRzvRIdxYIvEwAxcz\nLvLWgbdIL0zneMpxpcMRGinQLZDuPt3RS3o2RW0CYNX+aH4/epl3N51TODrB0C4k5TD5s7088eNR\ndPrrB5uvOrOKHXE7sFXbsnTEUtzsxErWlszd3p3DiYcJTwonPicevV4qG+sze3CwWMnYSnTwd+PD\nGT0Y0sabWQODq93OxdaFwS0G096zPc/3e950AQpG0dm783UTfrx1S1dmDwrm7oFBCkVlXcQCggoo\n1mr58fgOYrMT8XfxZF3c5xTqChnUYhAPdntQ6fAEA5gQOoHjKcfZELmBqW3v5OdDpWUYYmyHtSkq\n0ZOcU0hsej7vbjrLsze3K2vfGpsC1kR+CsDz/Z6nU7NOCkcrNJavky/9m/fnQMIB/o76m7b2txCZ\nmoergw239RJT6FqTmzv7M7qTX6U7lBU/v1u5+XNn9xG8NeQtcktycbBxUDBawZBK9CUUaYtwsXMh\n2NuZVyd1VjokqyESDxN7f/evrL74CZIms9LjThpX3hn6jpha00rcHHwz7x16j7PpZ/nmwAGyCkoI\n9HLkhg6+SocmGFjXlu68P7U7T/x0lOXH1vNz4nqwyaq0TbBzF6a1m6ZQhIKhTQidwIGEA2yI3IB7\nencAZvQJxNlefKRam4pJx32/fseh7O8qte8Pjntwd9u5PDtUtG9rsfbCWj45+glT2k7hyV5PKh2O\n1RFXuSb0/u5fWRnxOnp1ZqXHJQnytDl8e/j6WZAEy+Tp4MmkNpOY2XEmfx6Vx3nMGhgsVjK2UhO7\nt6Bf53gcAr5H0lROOiQJonJPsWTPbwpFJxjaja1uxEHjQFRWFDd2K2ZIG2/uqaEcR7B8d//0NQfz\nPryufevVmayMeJ33d/+qUGSCobnYuZBemM4vZ/7i4dWHORmfVfuLhDoTiYeJFGu1rL74CQDXjist\n/f/qC59QrNWaODLBWF4b9BpDPO8nMsEOZzsN0/sGKh2SYCTFWi3nir8HRPtuClzsXBgZOBKAJP0+\nvr+/P62aielTrVWxVsux/JWAaN9NwfCWw3GxdSFHl8J/kQe4UI/1XITaicTDRH48vgNJk3ndSauU\nSgWSTSY/Ht9h0rgE41qxLwqAqb1b4uZgq3A0grH8eHwHko1o303JhNby7HWbojah1YsLTmv24/Ed\nYJMl2ncT4WDjQAfXwQC4eJ9gQvfmCkdkXUTiYSKx2YkG3U4wf5Ik0TvIA1+fOAJbnVY6HMGIRPtu\neuIutyTIoT/3dX4cSbp+NjPBeoj23fQkXpEHk9u4ngCV6FgwJJF4mEgrN3+DbieYP5VKRZ8OmRR4\nf8Z3Zz+utCCRYF1E+25adHqJz3dEc+rordgV9MNWI+5mWjPRvpuWE/GZnI3yRipxp1jKZ3f8bqVD\nsioi8TCRO7uPQKXzoLqOMUkCldaDO7uPMGlcgnH19uuNn5MfOSU54uRlxe7sPgJ0ztU+L9q3dfnv\nTBLxGQV4OtkyuYdYydja3dl9BOjtqn1etG/rsnxvNKAm2GEIABsiNygaj7URiYeJ2NnYcHfbuQDX\nJR+l/3fNvw2dXsx6ZA02n0pgw4kr6PUwLnQcIE5e1qxYX4iTvbyibXXtu7P93djZiOlWrUHp2K07\n+rUipySdladXio4FK2ZnY8OYljORpOrb993t5or2bQWScwrZcOIKAI/2mcHszrN5pPsjCkdlXUTi\nYULPDp3GrNavoNZ7VHpcpfNAn3g3ly+35bEfj1Ci0ysToGAQer3Eu5vO8fiPR/ktPJ4JofIg1F3x\nu8gqEtPyWaP3Dr9HvjYbFxsP1Hr3Ss+pdB4UXr6L/acC+OFgjEIRCoZyNiGbA5HpaNQq7h4YxG8X\nfmNJ2BJ+OPuD0qEJRvT+qGe4O/TF6z6/1ToPZrV+hQd730J0ap4ywQkG42xnw8KxHZncowXjOvRk\nXp95tPdqr3RYVkWk5yb27NBpPDnw1utWPj0Rn83Mbw4SlZpHRl4xvm5iBVRLteNCMtFp+bg62DCx\newuc7W1o59mOCxkX+DfmX7GQnJVJyU9ha8xWVKj49KaP6Nqs+3Xt+5OtEXy6/RIv/3mKZs52jOki\nZkmxVMv3ync7xnTxp7m7I+NDx7Ps+DL2J+wntSAVb0dvhSMUDCklPwUfJx8Anht2O08Pmnpd+87I\n1zL9y/3kFmn57ZGBNHd3VDhqoaGc7W24d0iI0mFYNZF4KMDOxobZvW+q9FifYC+Wz+lLOz9XvF3s\nFYpMMAS5PhRu71u+kvGE0Al8EP4BGyI2iMTDyvg4+fD75N/Zf2U/vf16A1zXvueNbkdaXhE/HYpj\n7k/HWHGvLYNaiwtUS5OWW8Sfx+QyjHsHBwPQyq0V3Xy6cSLlBJuiNnF3p7sVjFAwpG2x21iwawFP\n936amR1nAlV/ftuodZTo9VzOLGDWd4dY89BAPJyqHxMiWJZ9V/axPmI9j/V4jJauLZUOx+KJUisz\nMqi1d6WkIzYtX8FohIa4mJTD7oupqFVUWsl4bMhYVKhILUglv0T8Xa2Nv7M/t7a9tdrnVSoVb0zu\nwuhOfhTr9Dy4KpzErEITRigYglYvcVuvAPoFe9GrlWfZ4xNDJwJiHJc1SS9M57X9r1GkKyIpP6nG\nbZu52LPq3n74uzlwISmX+1aGUVCsM1GkgiFIksS8Ncf5LTyeIm3lv913p75jQ+QG/o76W6HorItI\nPMzUL4djuWHpDtaGxysdilAPy/dFAzCqkx+BXuUrGfs7+/P7pN/ZcOsGnGzFCsfWYGvM1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6YADdAz2UDs3gvtwZwcr90Tw3poOis1ldS5Ikntz+JDvidrB63Gq6+3RXOiSzIBKPa+h0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6ZrDaGrSU/nnujq2BViuRgns07qu4j6w7PW/MN9PAfSdxAUK99r+p5jUH/l+3KhGIRrBVtbOzAW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\nrxgPWwAAAABJRU5ErkJggg==\n" } } ], "source": [ "fig, ax = plt.subplots(5,1,figsize=(8,16))\n", "ax[0].set_title(r\"$onehot({\\bf x})$\")\n", "ax[0].set_xticks(range(9),[r'$a\\to b$', r'$b\\to c$', r'$c\\to a$']*3)\n", "ax[0].plot(onehot_a,'--o',label=\"a\")\n", "ax[0].plot(onehot_b,'--o',label=\"b\")\n", "ax[0].plot(onehot_c,'--o',label=\"c\")\n", "ax[0].legend()\n", "#--#\n", "ax[1].set_title(r\"$ebdd({\\bf x}):=(linr_{3 \\to 1} \\circ onehot)({\\bf x})$\")\n", "ax[1].set_xticks(range(9),[r'$a\\to b$', r'$b\\to c$', r'$c\\to a$']*3)\n", "ax[1].plot(ebdd_x, '--o', color='gray')\n", "#--#\n", "ax[2].set_title(r\"${\\bf h}:=(tanh \\circ ebdd)({\\bf x})$\")\n", "ax[2].set_xticks(range(9),[r'$a\\to b$', r'$b\\to c$', r'$c\\to a$']*3)\n", "ax[2].plot(h, '--o', color='gray')\n", "#--#\n", "ax[3].set_title(r\"$net({\\bf x})=(linr_{1 \\to 3} \\circ tanh \\circ ebdd)({\\bf x})$\")\n", "ax[3].set_xticks(range(9),[r'$a\\to b$', r'$b\\to c$', r'$c\\to a$']*3)\n", "ax[3].plot(netout_a,'--o',label=r\"$netout_a = (-3.8416)\\times {\\bf h} + (-1.2536)$\")\n", "ax[3].plot(netout_b,'--o',label=r\"$netout_b = ( 0.4357)\\times {\\bf h} + (0.8122)$\")\n", "ax[3].plot(netout_c,'--o',label=r\"$netout_c = (4.6228)\\times {\\bf h} + (-1.4709)$\")\n", "ax[3].legend()\n", "#--#\n", "ax[4].set_title(r\"$\\hat{\\bf y} = soft(net({\\bf x}))$\")\n", "ax[4].set_xticks(range(9),[r'$a\\to b$', r'$b\\to c$', r'$c\\to a$']*3)\n", "ax[4].plot(yhat_a,'--o',label=r\"$P_a$\")\n", "ax[4].plot(yhat_b,'--o',label=r\"$P_b$\")\n", "ax[4].plot(yhat_c,'--o',label=r\"$P_c$\")\n", "ax[4].legend()\n", "plt.tight_layout()" ], "id": "5e7ddca4-83c0-42b1-a1d4-bd02106e341e" }, { "cell_type": "markdown", "metadata": {}, "source": [ "`-` 다른방식의 시각화" ], "id": "ef68f472-5e9f-45dd-a08d-c5d575cda5d4" }, { "cell_type": "code", "execution_count": 22, "metadata": { "tags": [] }, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "image/png": 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O7dixQ/369TttTXuL2uqAL730Ug0bNixp39ChQ1VfX9/qY/x+f2IGc6GzGADe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\n5P8BLF+rygV1LXUAAAAASUVORK5CYII=\n" } } ], "source": [ "h = tanh(ebdd(x)).data[:9]\n", "netout = linr(tanh(ebdd(x))).data[:9]\n", "yhat = soft(net(x)).data[:9]\n", "mat = torch.concat([h,netout,yhat],axis=1)\n", "#---#\n", "plt.matshow(mat,cmap=\"bwr\",vmin=-6,vmax=6)\n", "plt.colorbar()\n", "plt.axvline(0.5,color=\"lime\")\n", "plt.axvline(3.5,color=\"lime\")\n", "plt.xticks(ticks=[0,1,2,3,4,5,6],labels=[r\"$h$\",r\"$out_a$\",r\"$out_b$\",r\"$out_c$\",r\"$P_a$\",r\"$P_b$\",r\"$P_c$\"]);" ], "id": "8ed89bbf-857e-40c5-868f-5450344be256" }, { "cell_type": "markdown", "metadata": {}, "source": [ "- netout 을 보는 요령: 가장 빨간부분이 예측값이 된다.\n", "- 역시 $out_b$의 경우 애매한 색깔만 있음. (가장 빨갛다기 보다 다른게\n", " 파란색이 나와줘서 정답을 맞추는 느낌)\n", "- 그런데 $out_b$의 경우에 대응하는 ${\\boldsymbol h}$를 살펴보니\n", " 흰색임. 이것은 값이 0이라는 의미인데 이때는 ${\\boldsymbol h}$ 에\n", " 걸리는 선형변환 $linr_{1 \\to 3}$ 의 weight 가 의미없고 bias만\n", " 의미있기 때문에 특징을 잡기에 불리하다.\n", "- 따라서 ${\\boldsymbol h}$가 확실한 색을 가지고 있는것이 유리함.\n", " 그렇지만 확실한 색인 빨강 파랑은 이미 차지된 상태라서 어쩔수 없이\n", " 0이 선택된 것..\n", "\n", "## D. MLP – 두개의 은닉노드\n", "\n", "`-` 적합" ], "id": "a559aefe-24ef-4cb6-958b-92c730e3ce43" }, { "cell_type": "code", "execution_count": 23, "metadata": { "tags": [] }, "outputs": [], "source": [ "torch.manual_seed(43052)\n", "net = torch.nn.Sequential(\n", " torch.nn.Embedding(num_embeddings=3,embedding_dim=2),\n", " torch.nn.Tanh(),\n", " torch.nn.Linear(in_features=2,out_features=3),\n", " #torch.nn.Softmax(),\n", ")\n", "loss_fn = torch.nn.CrossEntropyLoss() \n", "optimizr = torch.optim.Adam(net.parameters(),lr=0.1)" ], "id": "5d5f2f3c-262e-47cd-a394-1391c2de814b" }, { "cell_type": "code", "execution_count": 24, "metadata": { "tags": [] }, "outputs": [], "source": [ "for epoc in range(50):\n", " ## 1 \n", " netout = net(x)\n", " ## 2 \n", " loss = loss_fn(netout,y)\n", " ## 3 \n", " loss.backward()\n", " ## 4 \n", " optimizr.step()\n", " optimizr.zero_grad()" ], "id": "d26e7ab9-468b-491c-aea7-aaab40a1eeb1" }, { "cell_type": "markdown", "metadata": {}, "source": [ "`-` 결과시각화" ], "id": "ff8a732c-05d3-4963-ad29-ff398d2fa9f1" }, { "cell_type": "code", "execution_count": 25, "metadata": { "tags": [] }, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "image/png": 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14osvtvoav98fNT/y+XwxFQoAZpy+GmGsW7KuRnjgwAFde+218vl8mjt3ro4c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\npbmcAAAAAElFTkSuQmCC\n" } } ], "source": [ "ebdd,tanh,linr = net\n", "h = tanh(ebdd(x)).data[:9]\n", "netout = linr(tanh(ebdd(x))).data[:9]\n", "yhat = soft(net(x)).data[:9]\n", "mat = torch.concat([h,netout,yhat],axis=1)\n", "#---#\n", "plt.matshow(mat,cmap=\"bwr\",vmin=-6,vmax=6)\n", "plt.colorbar()\n", "plt.axvline(1.5,color=\"lime\")\n", "plt.axvline(4.5,color=\"lime\")\n", "plt.xticks(ticks=[0,1,2,3,4,5,6,7],labels=[r\"$h_1$\",r\"$h_2$\",r\"$out_a$\",r\"$out_b$\",r\"$out_c$\",r\"$P_a$\",r\"$P_b$\",r\"$P_c$\"]);" ], "id": "c0d4f6d4-48af-4737-82d8-8309761facbc" }, { "cell_type": "markdown", "metadata": {}, "source": [ "`-` 시각화결과해석: 깔끔함. netout의 가장 빨간부분도 너무 명확함.\n", "${\\boldsymbol h}$가 0이 아닌 값으로 학습되어있음\n", "\n", "- x=a $\\Rightarrow$ h=(파,빨) $\\Rightarrow$ y=b\n", "- x=b $\\Rightarrow$ h=(빨,파) $\\Rightarrow$ y=c\n", "- x=c $\\Rightarrow$ h=(빨,빨) $\\Rightarrow$ y=a\n", "- h = (파,파) 는 사용하지 않음. –\\> 문자열 d를 하나 더 쓸수 있는\n", " 공간이 $h$에 있다고 해석할 수 있음..\n", "\n", "# 4. `abcd`\n", "\n", "## A. Data" ], "id": "93f04721-96e5-4c0f-be93-9e7916bfd2c3" }, { "cell_type": "code", "execution_count": 44, "metadata": { "tags": [] }, "outputs": [], "source": [ "txt = list('abcd'*100)\n", "txt[:10]" ], "id": "d68dfd5d-be45-40a8-82ac-157ac6828373" }, { "cell_type": "code", "execution_count": 45, "metadata": { "tags": [] }, "outputs": [], "source": [ "df_train = pd.DataFrame({'x':txt[:-1], 'y':txt[1:]})\n", "df_train[:5]" ], "id": "0757f8a6-16ac-425b-81dd-e7eba09a296d" }, { "cell_type": "code", "execution_count": 46, "metadata": { "tags": [] }, "outputs": [], "source": [ "x = torch.tensor(df_train.x.map({'a':0, 'b':1, 'c':2, 'd':3}))\n", "y = torch.tensor(df_train.y.map({'a':0, 'b':1, 'c':2, 'd':3}))" ], "id": "1889841d-b265-4335-b98c-fd0e617e4110" }, { "cell_type": "markdown", "metadata": {}, "source": [ "## B. MLP – 하나의 은닉노드\n", "\n", "`-` 학습" ], "id": "d42963aa-5ad0-44bb-8632-d9f55b291eea" }, { "cell_type": "code", "execution_count": 51, "metadata": { "tags": [] }, "outputs": [], "source": [ "net = torch.nn.Sequential(\n", " torch.nn.Embedding(num_embeddings=4,embedding_dim=1),\n", " torch.nn.Tanh(),\n", " torch.nn.Linear(in_features=1,out_features=4)\n", ")\n", "ebdd,tanh,linr = net \n", "ebdd.weight.data = torch.tensor([[-0.3333],[-2.5000],[5.0000],[0.3333]])\n", "linr.weight.data = torch.tensor([[1.5000],[-6.0000],[-2.0000],[6.0000]])\n", "linr.bias.data = torch.tensor([0.1500, -2.0000, 0.1500, -2.000])\n", "loss_fn = torch.nn.CrossEntropyLoss()\n", "optimizr = torch.optim.Adam(net.parameters(),lr=0.1)" ], "id": "3acd58ef-8323-4d97-807e-5a3c3ed61ff1" }, { "cell_type": "code", "execution_count": 52, "metadata": { "tags": [] }, "outputs": [], "source": [ "for epoc in range(50):\n", " ## 1 \n", " netout = net(x)\n", " ## 2 \n", " loss = loss_fn(netout,y)\n", " ## 3 \n", " loss.backward()\n", " ## 4 \n", " optimizr.step()\n", " optimizr.zero_grad()" ], "id": "18c92a5b-c9c5-4f5c-b9aa-5f899084de6f" }, { "cell_type": "markdown", "metadata": {}, "source": [ "`-` 결과시각화1" ], "id": "bea2ba5a-7cb3-4c2e-b182-33bab9706d04" }, { "cell_type": "code", "execution_count": 64, "metadata": { "tags": [] }, "outputs": [], "source": [ "onehot_x = ohot(x).data[:8]\n", "onehot_a = onehot_x[:,[0]]\n", "onehot_b = onehot_x[:,[1]]\n", "onehot_c = onehot_x[:,[2]]\n", "onehot_d = onehot_x[:,[3]]\n", "#--#\n", "ebdd_x = ebdd(x).data[:8]\n", "#--#\n", "h = tanh(ebdd(x)).data[:8]\n", "#--#\n", "netout = linr(tanh(ebdd(x))).data[:8]\n", "netout_a = netout[:,[0]]\n", "netout_b = netout[:,[1]]\n", "netout_c = netout[:,[2]]\n", "netout_d = netout[:,[3]]\n", "#--#\n", "yhat = soft(net(x)).data[:8]\n", "yhat_a = yhat[:,[0]]\n", "yhat_b = yhat[:,[1]]\n", "yhat_c = yhat[:,[2]]\n", "yhat_d = yhat[:,[3]]\n", "#--#" ], "id": "42d2b4d5-95c8-4472-b3b3-863cbbb1db05" }, { "cell_type": "code", "execution_count": 65, "metadata": { "tags": [] }, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "image/png": 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8i9VzLrh4NPz9fR4FJLi8G7LunrFDUCTkJlBaUUqIewjDIoc1qo3E3ET+tO9P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\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iKsnJyeHEiROEh4fj7u5eobZMZhORiZGczzpPNc9qtKveDr2TLHifNm0asbGx/PTTTw7V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\nWk3ewYPknzoltRyTIHmo1axZs1i8eDFLl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fKzV13J/PdfNMHBOHbpQt7RCHTJybWz8yZC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\nvrIIduIBAADsAsNxQGnWgvllAAAAAElFTkSuQmCC\n" } } ], "source": [ "fig, ax = plt.subplots(5,1,figsize=(8,16))\n", "ax[0].set_title(r\"$onehot({\\bf x})$\")\n", "ax[0].set_xticks(range(8),[r'$a\\to b$', r'$b\\to c$', r'$c\\to d$', r'$d\\to a$']*2)\n", "ax[0].plot(onehot_a,'--o',label=\"a\")\n", "ax[0].plot(onehot_b,'--o',label=\"b\")\n", "ax[0].plot(onehot_c,'--o',label=\"c\")\n", "ax[0].plot(onehot_d,'--o',label=\"d\")\n", "ax[0].legend()\n", "#--#\n", "ax[1].set_title(r\"$ebdd({\\bf x})$\")\n", "ax[1].set_xticks(range(8),[r'$a\\to b$', r'$b\\to c$', r'$c\\to d$', r'$d\\to a$']*2)\n", "ax[1].plot(ebdd_x, '--o', color='gray')\n", "#--#\n", "ax[2].set_title(r\"${\\bf h}:=(tanh \\circ ebdd)({\\bf x})$\")\n", "ax[2].set_xticks(range(8),[r'$a\\to b$', r'$b\\to c$', r'$c\\to d$', r'$d\\to a$']*2)\n", "ax[2].plot(h, '--o', color='gray')\n", "#--#\n", "ax[3].set_title(r\"$net({\\bf x})=(linr \\circ tanh \\circ ebdd)({\\bf x})$\")\n", "ax[3].set_xticks(range(8),[r'$a\\to b$', r'$b\\to c$', r'$c\\to d$', r'$d\\to a$']*2)\n", "ax[3].plot(netout_a,'--o',label=r\"$netout_a$\")\n", "ax[3].plot(netout_b,'--o',label=r\"$netout_b$\")\n", "ax[3].plot(netout_c,'--o',label=r\"$netout_c$\")\n", "ax[3].plot(netout_d,'--o',label=r\"$netout_d$\")\n", "ax[3].legend()\n", "#--#\n", "ax[4].set_title(r\"$\\hat{\\bf y} = soft(net({\\bf x}))$\")\n", "ax[4].set_xticks(range(8),[r'$a\\to b$', r'$b\\to c$', r'$c\\to d$', r'$d\\to a$']*2)\n", "ax[4].plot(yhat_a,'--o',label=r\"$P_a$\")\n", "ax[4].plot(yhat_b,'--o',label=r\"$P_b$\")\n", "ax[4].plot(yhat_c,'--o',label=r\"$P_c$\")\n", "ax[4].plot(yhat_d,'--o',label=r\"$P_d$\")\n", "ax[4].legend()\n", "plt.tight_layout()" ], "id": "ec063b93-f43e-4410-a902-6a186595c02e" }, { "cell_type": "markdown", "metadata": {}, "source": [ "`-` 결과시각화2" ], "id": "d1951898-4ce9-42a2-9ef7-422433a1d512" }, { "cell_type": "code", "execution_count": 68, "metadata": { "tags": [] }, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "image/png": 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q24QkxQ4ADNb51AO7+3DC/v37NWPGDBUXF+uBBx7Q4cOH4/8t2SfuUOwAAJ70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\n" } } ], "source": [ "ebdd,tanh,linr = net\n", "h = tanh(ebdd(x)).data[:8]\n", "netout = linr(tanh(ebdd(x))).data[:8]\n", "yhat = soft(net(x)).data[:8]\n", "mat = torch.concat([h,netout,yhat],axis=1)\n", "#---#\n", "plt.matshow(mat,cmap=\"bwr\",vmin=-6,vmax=6)\n", "plt.colorbar()\n", "plt.axvline(0.5,color=\"lime\")\n", "plt.axvline(4.5,color=\"lime\")\n", "plt.xticks(ticks=[0,1,2,3,4,5,6,7,8],labels=[r\"$h$\",r\"$out_a$\",r\"$out_b$\",r\"$out_c$\",r\"$out_d$\",r\"$P_a$\",r\"$P_b$\",r\"$P_c$\",r\"$P_d$\"]);" ], "id": "9dfca271-dae8-4e40-b1a0-25e2fe9f5666" }, { "cell_type": "markdown", "metadata": {}, "source": [ "- out에서 제일 빨간색.. -\\> 찾기 어렵죠??\n", "\n", "## C. MLP – 두개의 은닉노드\n", "\n", "`-` 학습" ], "id": "3fa148a6-4efe-4b5f-8fbd-3af76f2f394f" }, { "cell_type": "code", "execution_count": 69, "metadata": { "tags": [] }, "outputs": [], "source": [ "torch.manual_seed(43052)\n", "net = torch.nn.Sequential(\n", " torch.nn.Embedding(num_embeddings=4,embedding_dim=2),\n", " torch.nn.Tanh(),\n", " torch.nn.Linear(in_features=2,out_features=4)\n", ")\n", "loss_fn = torch.nn.CrossEntropyLoss()\n", "optimizr = torch.optim.Adam(net.parameters(),lr=0.1)" ], "id": "a6d84612-5bb9-4c78-a66a-90d3e44e4648" }, { "cell_type": "code", "execution_count": 70, "metadata": { "tags": [] }, "outputs": [], "source": [ "for epoc in range(50):\n", " ## 1 \n", " netout = net(x)\n", " ## 2 \n", " loss = loss_fn(netout,y)\n", " ## 3 \n", " loss.backward()\n", " ## 4 \n", " optimizr.step()\n", " optimizr.zero_grad()" ], "id": "11e3f88b-1451-433f-861b-7b92e1e977e6" }, { "cell_type": "markdown", "metadata": {}, "source": [ "`-` 결과시각화" ], "id": "c706e1c3-06fd-4371-a544-2f7b21166c89" }, { "cell_type": "code", "execution_count": 73, "metadata": { "tags": [] }, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "image/png": 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FCxcqGAxq+vTpMX8DAAB0ZDfffLNuvvnm8OtvfvObamxsVGVlZeoK8YEDB/T9\n739fx44d0ze+8Q1dc8012rBhg/r16xfLbgAAiEqyOuJzPzqbquuXAoGAevToEdM2MRXi1157Laad\nAwCQiGQV4nM/Ojtv3jzNnz8//h2fx+7du/XrX/9av/rVr2LajntNAwCMlayLtfx+f8RHacvLyy84\n5vlu53zu8v7770dsc+jQId18882aOnWqHnzwwZi+R56+BABIex6PRx6PJ6r3zpkzR9OmTbvoewoK\nCsJfHzp0SJMmTdLYsWNVVVUVczYKMQDAWHZcNZ2bm6vc3Nyo3nvw4EFNmjRJJSUlqq6uVkZG7BPN\nFGIAgLHOPH0pke1T5dChQ5o4caL69u2rp59+Wp988kn432J5JgOFGACAOLz99tvatWuXdu3apfz8\n/Ih/s2L4C4CLtQAAxjL5zlr33XefLMs67xILOmIAgLFMvrNWstARAwBgIzpiAICxnNARU4gBAMai\nEKdQobbJo252Dd9GY+diuyOEdXad/XrSJKmrYQfShJ89bHeENv54xLxMveZ+3+4IZ7m/kF6yO0QH\nM3iw3Qna2r7d7gSRTp60O0FaoCMGABiLjhgAABs5oRBz1TQAADaiIwYAGMsJHTGFGABgLAoxAAA2\nMvmhD8nCOWIAAGxERwwAMBZT0wAA2MgJhZipaQAAbERHDAAwlhM6YgoxAMBYTijETE0DAGAjOmIA\ngLGc0BFTiAEAxnJCIY55avrgwYP6wQ9+oJ49e+qyyy7TiBEjVFtbm4psAACkvZg64s8++0zjx4/X\npEmTtGLFCuXl5Wn37t26/PLLUxQPAOBkTuiIYyrEv/jFL+Tz+VRdXR1eV1BQkOxMAABIckYhjmlq\n+s0339SoUaM0depU5eXlaeTIkXrxxRcvuk0oFFIwGIxYAADAl2IqxHv27FFlZaWuuuoqrVy5UjNn\nztSPf/xjvfLKKxfcpqKiQl6vN7z4fL6EQwMAnOHM05fiXTrC05dimppubW3VqFGj9OSTT0qSRo4c\nqa1bt6qyslL33nvvebcpLy9XWVlZ+HUwGKQYAwCi4oSp6ZgK8RVXXKHCwsKIdUOGDNEbb7xxwW3c\nbrfcbnd86QAAjuaEQhzT1PT48ePV2NgYsW7Hjh3q169fUkMBAOAUMXXEjzzyiMaNG6cnn3xSd955\npzZu3KiqqipVVVWlKh8AwMHoiM8xevRoLVmyRK+++qqKi4v185//XIsWLdLdd9+dqnwAAAdL5EKt\nRIt4e4n5Fpe33nqrbr311lRkAQDAcbjXNADAWE6YmqYQAwCM5YRCzPOIAQCwER0xAMBYTuiIKcQA\nAGM5oRAzNQ0AgI3oiAEAxjrz0IdEtjcdhRgAYCwnTE1TiAEAxnJCIeYcMQAANqIjBgAYywkdsX2F\n2O3+cjHEoNAHdkcIa3KdCn89fu1Tyv68i41p2nrqqX+1O0IbvXvbnaCtpUtftTtC2OnMJkl/+vJF\nY6NkXWZrngiDB9udoOMw7WcVDKZ8CCcUYqamAQCwEVPTAABjOaEjphADAIzlhELM1DQAADaiIwYA\nGMsJHTGFGABgLCcUYqamAQCwER0xAMBYTnjoAx0xAMBYZ6amE1naQygU0ogRI+RyudTQ0BDTthRi\nAAAS9M///M/q06dPXNtSiAEAxuoIHfGKFSv09ttv6+mnn45re84RAwCMlayrpoPn3Bfb7XbLnYTn\nHXz88ceaMWOGli5dqssui+8e7nTEAABjJasj9vl88nq94aWioiLhbJZl6b777tPMmTM1atSouPdD\nRwwASHt+v18ejyf8+mLd8Pz587VgwYKL7q+mpkbr169XMBhUeXl5QtliKsQFBQXat29fm/WzZs3S\nf/7nfyYUBACAcyVratrj8UQU4ouZM2eOpk2bdtH3FBQUaOHChdqwYUOboj5q1Cjdfffdevnll6Ma\nL6ZCXFNTo5aWlvDrDz74QN/5znc0derUWHYDAEBU7LizVm5urnJzcy/5vmeffVYLFy4Mvz506JBu\nuukmLV68WGPGjIl6vJgK8Te+8Y2I10899ZQGDBigCRMmxLIbAAA6vL59+0a87tatmyRpwIABys/P\nj3o/cZ8jbm5u1n/913+prKxMLpfrgu8LhUIKhULh1+deuQYAwIU44V7TcRfipUuX6v/+7/903333\nXfR9FRUVlzzpDQDA+XSkQlxQUCArjntqxv3xpd/+9rcqLS295J1EysvLFQgEwovf7493SAAA0k5c\nHfG+ffu0evVq/fnPf77ke5P1oWkAgPM44aEPcRXi6upq5eXl6ZZbbkl2HgAAwjrS1HS8Yp6abm1t\nVXV1taZPn65OnbgfCAAAiYi5kq5evVr79+/XP/7jP6YiDwAAYU7oiGMuxJMnT47rqjAAAGLlhELM\nQx8AALARJ3kBAMZyQkdMIQYAGItCDACAjZxQiDlHDACAjeiIAQDGckJHTCEGABjLCYWYqWkAAGxE\nRwwAMBYPfQAAwEatrZLLldj2pmv3Qnzm9pjBkyfbe+iLC4XsThDW5DolBb/8Ong6pJbPzTqSmpqC\ndkfoEE6dsjvBWaczm84eUydPqsUy6JgKcjx1VMGv/r/jtseJcVnt/BM8cOCAfD5few4JAEghv9+v\n/Pz8pO4zGAzK6/Vq+PCAMjM9ce+npSWoTZu8CgQC8nji308qtXtH3KdPH/n9fuXk5MiVwHxDMBiU\nz+eT3+835odrYibJzFxkig6ZomdirnTPZFmWTpw4oT59+iQpXVtMTadARkZGUv9y8ng8xhzgZ5iY\nSTIzF5miQ6bomZgrnTN5vd4kpHE2LtYCABiLjhgAABs5oRB32Bt6uN1uzZs3T2632+4oYSZmkszM\nRabokCl6JuYiE6LR7ldNAwBwKWeumh40KPGrphsbuWoaAIC4OGFqmkIMADCWEwpxhz1HDABAOqAj\nBgAYi4c+AABgo0SnlpmaBgAAF0VHDAAwlhM6YgoxAMBYTijETE0DAGAjOmIAgLGc0BFTiAEAxnJC\nIWZqGgAAG9ERAwCM5YSOmEIMADCWEwoxU9MAANiIjhgAYCwndMQUYgCAsXjoAwAANkr0ecQdoRBz\njhgAABvREQMAjOWEjphCDAAwlhMKMVPTAADYiI4YAGAsJ3TEFGIAgLGcUIiZmgYAwEZ0xAAAYzmh\nI6YQAwCM5YRCzNQ0AAAJ+O///m+NGTNGXbt2VW5urv7+7/8+pu3piAEAxjK9I37jjTc0Y8YMPfnk\nk/r2t78ty7K0ZcuWmPbhsqyO0LgDAJwkGAzK6/VKCkjyJLInSV4FAgF5PInsp60vvvhCBQUFWrBg\ngR544IG490NHDAAwWDAp2weDkftxu91yu90J7bmurk4HDx5URkaGRo4cqSNHjmjEiBF6+umnVVRU\nFPV+OEcMADBOly5d1Lt3b0k+Sd4EFp+6desmn88nr9cbXioqKhLOuGfPHknS/Pnz9bOf/UzLli1T\n9+7dNWHCBH366adR74eOGABgnKysLH300Udqbm5OeF+WZcl1zonmi3XD8+fP14IFCy66z5qaGrV+\n9aDkxx9/XN/73vckSdXV1crPz9frr7+uH/7wh1HloxADAIyUlZWlrKysdh93zpw5mjZt2kXfU1BQ\noBMnTkiSCgsLw+vdbre++c1vav/+/VGPRyEGAOBrcnNzlZube8n3lZSUyO12q7GxUddee60k6fPP\nP9fevXvVr1+/qMejEAMAEAePx6OZM2dq3rx58vl86tevn375y19KkqZOnRr1fijEAADE6Ze//KU6\ndeqke+65R3/72980ZswYvfPOO+revXvU++BzxAAA2IiPLwEAYCMKMQAANqIQAwBgIwoxAAA2ohAD\nAGAjCjEAADaiEAMAYCMKMQAANqIQAwBgIwoxAAA2ohADAGCj/weWlcOOcqYU6QAAAABJRU5ErkJg\ngg==\n" } } ], "source": [ "ebdd,tanh,linr = net\n", "h = tanh(ebdd(x)).data[:8]\n", "netout = linr(tanh(ebdd(x))).data[:8]\n", "yhat = soft(net(x)).data[:8]\n", "mat = torch.concat([h,netout,yhat],axis=1)\n", "#---#\n", "plt.matshow(mat,cmap=\"bwr\",vmin=-6,vmax=6)\n", "plt.colorbar()\n", "plt.axvline(1.5,color=\"lime\")\n", "plt.axvline(5.5,color=\"lime\")\n", "plt.xticks(ticks=range(10),labels=[r\"$h_1$\",r\"$h_2$\",r\"$out_a$\",r\"$out_b$\",r\"$out_c$\",r\"$out_d$\",r\"$P_a$\",r\"$P_b$\",r\"$P_c$\",r\"$P_d$\"]);" ], "id": "24f4f661-5663-43a6-bcb6-597f9619f992" }, { "cell_type": "markdown", "metadata": {}, "source": [ "## D. 비교실험" ], "id": "0efce000-f526-40e3-a9cd-b9aa15bcac03" }, { "cell_type": "code", "execution_count": 92, "metadata": { "tags": [] }, "outputs": [], "source": [ "class Net1(torch.nn.Module):\n", " def __init__(self):\n", " super().__init__()\n", " ## 우리가 yhat을 구할때 사용할 레이어를 정의 \n", " self.ebdd = torch.nn.Embedding(4,1)\n", " self.tanh = torch.nn.Tanh()\n", " self.linr = torch.nn.Linear(1,4)\n", " ## 정의 끝\n", " def forward(self,X):\n", " ## yhat을 어떻게 구할것인지 정의 \n", " ebdd_x = self.ebdd(x)\n", " h = self.tanh(ebdd_x)\n", " netout = self.linr(h)\n", " ## 정의 끝\n", " return netout" ], "id": "0639b3e1-7b96-4c61-8a94-899b9855b434" }, { "cell_type": "code", "execution_count": 113, "metadata": { "tags": [] }, "outputs": [], "source": [ "class Net2(torch.nn.Module):\n", " def __init__(self):\n", " super().__init__()\n", " ## 우리가 yhat을 구할때 사용할 레이어를 정의 \n", " self.ebdd = torch.nn.Embedding(4,2)\n", " self.tanh = torch.nn.Tanh()\n", " self.linr = torch.nn.Linear(2,4)\n", " ## 정의 끝\n", " def forward(self,X):\n", " ## yhat을 어떻게 구할것인지 정의 \n", " ebdd_x = self.ebdd(x)\n", " h = self.tanh(ebdd_x)\n", " netout = self.linr(h)\n", " ## 정의 끝\n", " return netout" ], "id": "1b19419e-f36f-4e66-ad0e-97ce02a081af" }, { "cell_type": "code", "execution_count": 118, "metadata": { "tags": [] }, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "image/png": 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P22r+5iN9Yf9e0+PWOX0GFQAAAABw5GBABQAAAAA4oSjXD9jc3KzNmzertLRU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} } ], "source": [ "fig, ax = plt.subplots(5,5,figsize=(10,10))\n", "for i in range(5):\n", " for j in range(5):\n", " net = Net1()\n", " optimizr = torch.optim.Adam(net.parameters(),lr=0.1)\n", " loss_fn = torch.nn.CrossEntropyLoss()\n", " for epoc in range(50):\n", " ## 1 \n", " netout = net(x)\n", " ## 2 \n", " loss = loss_fn(netout,y)\n", " ## 3 \n", " loss.backward()\n", " ## 4 \n", " optimizr.step()\n", " optimizr.zero_grad()\n", " h = net.tanh(net.ebdd(x)).data[:6]\n", " yhat = soft(net(x)).data[:6]\n", " mat = torch.concat([h,yhat],axis=1)\n", " ax[i][j].matshow(mat,cmap='bwr',vmin=-1,vmax=1)\n", " ax[i][j].axvline(0.5,color='lime')\n", " ax[i][j].set_xticks(ticks=[0,1,2,3,4],labels=[r\"$h$\",r\"$P_a$\",r\"$P_b$\",r\"$P_c$\",r\"$P_d$\"])\n", "fig.suptitle(\"# of hidden nodes = 1\", size=20)\n", "fig.tight_layout()" ], "id": "6196cd2f-8f9d-4ef8-9eb2-d7de625383e5" }, { "cell_type": "code", "execution_count": 119, "metadata": { "tags": [] }, "outputs": [ { "output_type": "display_data", "metadata": {}, "data": { "image/png": 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lyxZX6wN8jU4ANjoB2OgEYKMT8LOidC48c+ZM6/S3v/1tLVy4UKtX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\nJreNi/8w2pSUOIuOG6NoU1OXnUj7adUA2tEJwEY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DBunKK6/UW2+95WptgO/R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NVRE5MmxT/zoxLYgySFAwOSUt6E2wuJfSTniDq4bCID5wmXVTjfS+xz2ESr4+1dypto+uZ44OAJ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\nB93NzoKWF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} } ], "source": [ "fig, ax = plt.subplots(5,5,figsize=(10,10))\n", "for i in range(5):\n", " for j in range(5):\n", " net = Net2()\n", " optimizr = torch.optim.Adam(net.parameters(),lr=0.1)\n", " loss_fn = torch.nn.CrossEntropyLoss()\n", " for epoc in range(50):\n", " ## 1 \n", " netout = net(x)\n", " ## 2 \n", " loss = loss_fn(netout,y)\n", " ## 3 \n", " loss.backward()\n", " ## 4 \n", " optimizr.step()\n", " optimizr.zero_grad()\n", " h = net.tanh(net.ebdd(x)).data[:6]\n", " yhat = soft(net(x)).data[:6]\n", " mat = torch.concat([h,yhat],axis=1)\n", " ax[i][j].matshow(mat,cmap='bwr',vmin=-1,vmax=1)\n", " ax[i][j].axvline(1.5,color='lime')\n", " ax[i][j].set_xticks(ticks=[0,1,2,3,4,5],labels=[r\"$h_1$\",r\"$h_2$\",r\"$P_a$\",r\"$P_b$\",r\"$P_c$\",r\"$P_d$\"])\n", "fig.suptitle(\"# of hidden nodes = 2\", size=20)\n", "fig.tight_layout() " ], "id": "789b341e-e2f2-487b-8c72-d0117056d2ef" }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 5. ${\\boldsymbol h}$ 에 대하여 $(\\star\\star\\star$)\n", "\n", "`-` ${\\boldsymbol h}$는 사실 문자열 “abcd”들을 숫자로 바꾼 표현이라\n", "해석할 수 있음. 즉 원핫인코딩과 다른 또 다른 형태의 숫자표현이라 해석할\n", "수 있다.\n", "\n", "`-` 사실 ${\\boldsymbol h}$는 원핫인코딩보다 약간 더 (1) 액기스만 남은\n", "느낌 + (2) 숙성된 느낌을 준다\n", "\n", "- (why1) ${\\boldsymbol h}$는 ${\\boldsymbol x}$ 보다\n", " ${\\boldsymbol y}$를 예측함에 좀 더 직접적인 역할을 한다. 즉\n", " ${\\boldsymbol x}$ 숫자보다 ${\\boldsymbol h}$ 숫자가 잘 정리되어 있고\n", " (차원이 낮고) 입력의 특징을 잘 정리한 (추천시스템의 MBTI처럼)\n", " 의미있는 숫자이다.\n", "- (why2) ${\\boldsymbol x}$는 학습없이 그냥 얻어지는 숫자표현이지만,\n", " ${\\boldsymbol h}$는 학습을 통하여 고치고 고치고 고친 숫자표현이다.\n", "\n", "# A1. 파이토치의 정밀도" ], "id": "3d3b9a45-54d9-458d-b83f-e792b9e2d40f" }, { "cell_type": "code", "execution_count": 140, "metadata": { "tags": [] }, "outputs": [], "source": [ "a = torch.tensor(3.84157)\n", "a" ], "id": "0b75f329-ea52-4391-82bc-5861b45014d6" }, { "cell_type": "code", "execution_count": 141, "metadata": { "tags": [] }, "outputs": [], "source": [ "b = torch.tensor(3.8416)\n", "b" ], "id": "3be8db2d-ef4c-428b-83eb-bc34d836c5a9" }, { "cell_type": "code", "execution_count": 142, "metadata": { "tags": [] }, "outputs": [], "source": [ "a,b # a와 b는 같아보이지만 다르다." ], "id": "2b5ba6be-3f77-4755-aafc-b8232e7aaf38" }, { "cell_type": "code", "execution_count": 144, "metadata": { "tags": [] }, "outputs": [], "source": [ "a - 0.00003 " ], "id": "6f19f505-252d-46f6-91cf-d7a263ba040c" }, { "cell_type": "code", "execution_count": 145, "metadata": { "tags": [] }, "outputs": [], "source": [ "b - 0.00003" ], "id": "aa1d934a-19d5-4b62-9f25-42d951864254" } ], "nbformat": 4, "nbformat_minor": 5, "metadata": { "kernelspec": { "name": "python3", "display_name": "Python 3 (ipykernel)", "language": "python" }, "language_info": { "name": "python", "codemirror_mode": { "name": "ipython", "version": "3" }, "file_extension": ".py", "mimetype": "text/x-python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } } }