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fix(optimize ttl): manual differentiation of hitrate<1 to fix log(0) warnings

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Signed-off-by: Tuan-Dat Tran <tuan-dat.tran@tudattr.dev>
This commit is contained in:
Tuan-Dat Tran
2024-12-03 15:28:52 +01:00
parent 0ea1fb5d07
commit 3787d004c1
1 changed files with 204 additions and 140 deletions
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344
01_nb_cncf_optimization/02-objective_multi-core_gridsearch.ipynb
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@@ -162,13 +162,19 @@
"outputs": [], "outputs": [],
"source": [ "source": [
"def optimize_ttl(optimized_hitrates, lambda_vals):\n", "def optimize_ttl(optimized_hitrates, lambda_vals):\n",
" ti_values = np.where(\n", " result = []\n",
" optimized_hitrates < 1,\n", " for i in range(len(lambda_vals)):\n",
" -1 / lambda_vals * np.log(1 - optimized_hitrates),\n", " if optimized_hitrates[i] < 1:\n",
" np.inf\n", " result.append(-1 / lambda_vals[i] * np.log(1 - optimized_hitrates[i]))\n",
" )\n", " else:\n",
" result.append(np.inf)\n",
" # ti_values = np.where(\n",
" # optimized_hitrates < 1,\n",
" # -1 / lambda_vals * np.log(1 - optimized_hitrates),\n",
" # np.inf\n",
" # )\n",
" \n", " \n",
" return ti_values" " return np.array(result)"
] ]
}, },
{ {
@@ -220,7 +226,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": null, "execution_count": 11,
"id": "a92c6772-6609-41a8-a3d1-4d640b69a864", "id": "a92c6772-6609-41a8-a3d1-4d640b69a864",
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
@@ -229,139 +235,18 @@
"output_type": "stream", "output_type": "stream",
"text": [ "text": [
"[Parallel(n_jobs=-1)]: Using backend LokyBackend with 12 concurrent workers.\n", "[Parallel(n_jobs=-1)]: Using backend LokyBackend with 12 concurrent workers.\n",
"/tmp/ipykernel_137117/3256270718.py:4: RuntimeWarning: divide by zero encountered in log\n", "[Parallel(n_jobs=-1)]: Done 26 tasks | elapsed: 0.7s\n",
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"[Parallel(n_jobs=-1)]: Done 26 tasks | elapsed: 0.6s\n",
"/tmp/ipykernel_137117/3256270718.py:4: RuntimeWarning: divide by zero encountered in log\n",
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"[Parallel(n_jobs=-1)]: Done 1420 tasks | elapsed: 1.3s\n", "[Parallel(n_jobs=-1)]: Done 1420 tasks | elapsed: 1.3s\n",
"/tmp/ipykernel_137117/3256270718.py:4: RuntimeWarning: divide by zero encountered in log\n", "[Parallel(n_jobs=-1)]: Done 54501 tasks | elapsed: 1.1min\n",
"/tmp/ipykernel_137117/3256270718.py:4: RuntimeWarning: divide by zero encountered in log\n", "[Parallel(n_jobs=-1)]: Done 64152 out of 64152 | elapsed: 2.5min finished\n"
"/tmp/ipykernel_137117/3256270718.py:4: RuntimeWarning: divide by zero encountered in log\n", ]
"/tmp/ipykernel_137117/3256270718.py:4: RuntimeWarning: divide by zero encountered in log\n", },
"/tmp/ipykernel_137117/3256270718.py:4: RuntimeWarning: divide by zero encountered in log\n", {
"/tmp/ipykernel_137117/3256270718.py:4: RuntimeWarning: divide by zero encountered in log\n", "name": "stdout",
"/tmp/ipykernel_137117/3256270718.py:4: RuntimeWarning: divide by zero encountered in log\n", "output_type": "stream",
"/tmp/ipykernel_137117/3256270718.py:4: RuntimeWarning: divide by zero encountered in log\n", "text": [
"/tmp/ipykernel_137117/3256270718.py:4: RuntimeWarning: divide by zero encountered in log\n", "CPU times: user 54.8 s, sys: 1.33 s, total: 56.1 s\n",
"/tmp/ipykernel_137117/3256270718.py:4: RuntimeWarning: divide by zero encountered in log\n", "Wall time: 3min 23s\n"
"/tmp/ipykernel_137117/3256270718.py:4: RuntimeWarning: divide by zero encountered in log\n",
"/tmp/ipykernel_137117/3256270718.py:4: RuntimeWarning: divide by zero encountered in log\n",
"/tmp/ipykernel_137117/3256270718.py:4: RuntimeWarning: divide by zero encountered in log\n",
"/tmp/ipykernel_137117/3256270718.py:4: RuntimeWarning: divide by zero encountered in log\n",
"/tmp/ipykernel_137117/3256270718.py:4: RuntimeWarning: divide by zero encountered in log\n",
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"/tmp/ipykernel_137117/3256270718.py:4: RuntimeWarning: divide by zero encountered in log\n",
"/tmp/ipykernel_137117/3256270718.py:4: RuntimeWarning: divide by zero encountered in log\n",
"/tmp/ipykernel_137117/3256270718.py:4: RuntimeWarning: divide by zero encountered in log\n",
"/tmp/ipykernel_137117/3256270718.py:4: RuntimeWarning: divide by zero encountered in log\n",
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"/tmp/ipykernel_137117/3256270718.py:4: RuntimeWarning: divide by zero encountered in log\n",
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] ]
} }
], ],
@@ -387,9 +272,188 @@
}, },
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" Objective Optimal TTL \\\n",
"0 0.715000 [-0.0, -0.0, inf, -0.0, -0.0, -0.0, -0.0, inf,... \n",
"1 0.640000 [inf, -0.0, -0.0, -0.0, -0.0, -0.0, inf, -0.0,... \n",
"2 0.840000 [-0.0, -0.0, -0.0, inf, -0.0, -0.0, -0.0, inf,... \n",
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"... ... ... \n",
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"metadata": {},
"outputs": [], "outputs": [],
"source": [] "source": []
} }