From dc6ddf78f49ed2b665d70f34df260df16a8fe29c Mon Sep 17 00:00:00 2001 From: Mizuho Fukuda Date: Sat, 7 Dec 2024 19:22:56 -0800 Subject: [PATCH] update vis --- SASRec/SASRec Model.ipynb | 5 +++-- assets/SASRec_results.png | Bin 25988 -> 29794 bytes 2 files changed, 3 insertions(+), 2 deletions(-) diff --git a/SASRec/SASRec Model.ipynb b/SASRec/SASRec Model.ipynb index 8720bf5..ae9321d 100644 --- a/SASRec/SASRec Model.ipynb +++ b/SASRec/SASRec Model.ipynb @@ -467,13 +467,13 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "id": "c04eb13c", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -491,6 +491,7 @@ "plt.yticks(np.arange(0, 0.5, step=0.05))\n", "plt.xlabel('hidden dimension (d)')\n", "plt.ylabel('score')\n", + "plt.grid(axis='y', linestyle='dashed')\n", "plt.legend()\n", "plt.show()" ] diff --git a/assets/SASRec_results.png b/assets/SASRec_results.png index 9606ad16b450de3120998d1b7b131175c39b1584..0d34bb09e992277f99d0cb9eedcef33d4b9d9391 100644 GIT binary patch literal 29794 zcmce;2RzsR+duj?D7A+kb*>@8c!-Yc^ZvWkrCk?g%kky%N|-YbOcm3^*v z-`{Xx`N?yl3< ze{Jq%jtPxIK(6*BsDY_|9;;=6M=ud?l8oFpORn?{9k?e`oh|W zJ-YOaj5PJU>E-3ofo8_^i!GQz*-3ZZ))`hm9@@ZVMDzMD-@Z*&HSR*K=RQZC)jsCf zCG?8v+}1*u>&Sdd@P#;DYpPn;wetn)A*rbhW1d@`nx&6}?WgrFc30Wz z=j+y8G%c%X-Lwj&z3Va*dcQzD<587O+$|HllRvW&7rhFuNQE0L_2vAU_;7c^ZI-b9 zhCf zWvim)GQtk0z5C+L8!|-H-kwYNXkGkhyH`Q8{0T|2$7;>MF=Jnear^mD8h%pv-L}SO zScaUG#XhIr=rgWwZ?}B%J3~TB`r~p@h5fALw>T~=et!O6JsDCV+tLy%K@90GmcNHe znkFapb*k+?t=2q$jv3fqzccVi490Bj`~{(z4Yh;?r8Bq^HO3 zPi!CgIo|m*0e8GzJ6T(<&4zoPCaARZ7TLv%BZ7M;hie%=rzbF+zs72~ 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