Jede Zelle nacheinader ausführen, um RAM zu umegehen
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@ -541,8 +541,12 @@
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" self.results = results\n",
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" self.results = results\n",
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"\n",
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"\n",
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" # Speichern der Daten in einer lokalen Datei\n",
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" # Speichern der Daten in einer lokalen Datei\n",
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" with open('Experiments/results.pickle', 'wb') as f:\n",
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" if len(n_pca_components) > 1:\n",
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" pickle.dump(self.results, f)\n",
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" with open('Experiments/results.pickle', 'wb') as f:\n",
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" pickle.dump(self.results, f)\n",
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" else:\n",
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" with open(f'Experiments/{str(n_pca_components[0])}/results_{str(n_pca_components[0])}.pickle', 'wb') as f:\n",
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" pickle.dump(self.results, f)\n",
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"\n",
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"\n",
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" plt.ion()\n",
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" plt.ion()\n",
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"\n",
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"\n",
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@ -610,14 +614,88 @@
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" "
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" "
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]
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]
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},
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Starten der einzelnen Experimente, da in einer Schleife RAM Probleme auftreten"
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]
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},
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{
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{
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"cell_type": "code",
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"cell_type": "code",
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"execution_count": null,
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"execution_count": null,
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"metadata": {},
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"metadata": {},
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"outputs": [],
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"outputs": [],
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"source": [
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"source": [
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"e = ExperimentationalExperiments()\n",
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"e1 = ExperimentationalExperiments()\n",
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"results = e.run([1024, 512, 256, 128, 64, 32, 16], 10, n_epochs=500)"
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"results = e1.run([1024], 10, n_epochs=500)\n",
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"del e1"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"e2 = ExperimentationalExperiments()\n",
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"results = e2.run([512], 10, n_epochs=500)\n",
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"del e2"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"e3 = ExperimentationalExperiments()\n",
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"results = e3.run([256], 10, n_epochs=500)\n",
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"del e3"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"e4 = ExperimentationalExperiments()\n",
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"results = e4.run([128], 10, n_epochs=500)\n",
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"del e4"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"e5 = ExperimentationalExperiments()\n",
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"results = e5.run([64], 10, n_epochs=500)\n",
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"del e5"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"e6 = ExperimentationalExperiments()\n",
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"results = e6.run([32], 10, n_epochs=500)\n",
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"del e6"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"e7 = ExperimentationalExperiments()\n",
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"results = e7.run([16], 2, n_epochs=10)\n",
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"del e7"
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]
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]
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},
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},
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{
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{
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