{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Generated Recipes for evaluation" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import sys\n", "sys.path.append(\"../\")\n", "sys.path.append(\"../EvolutionaryAlgorithm/\")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "../EvolutionaryAlgorithm/EvolutionaryAlgorithm.py:60: TqdmExperimentalWarning:\n", "\n", "Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n", "\n" ] } ], "source": [ "import EvolutionaryAlgorithm as EA" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import json\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Noodle recipes\n", "* generate noodle recipes with a population size of 50 over 50 cycles and choose randomly 5 from the 20 best" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "3130e9bf5e3d4cbf943a1e55e7f54016", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='build initial population', max=75.0, style=ProgressStyle(…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "76a6bc19191343de8bd711236b147421", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='run evolutionary cycles', max=35.0, style=ProgressStyle(d…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/markdown": [ "### Noodle Recipe 1" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "\n", "1733849\n", "\n", " \n", "mix\n", "node score: 1.0000\n", "\n", "\n", "\n", "1733861\n", "\n", " \n", "ricotta cheese\n", "node score:1.0000\n", "\n", "\n", "\n", "1733849->1733861\n", "\n", "\n", "\n", "\n", "\n", "1733850\n", "\n", " \n", "heat\n", "node score: 1.0000\n", "\n", "\n", "\n", "1733849->1733850\n", "\n", "\n", "\n", "\n", "\n", "1733862\n", "\n", " \n", "cut\n", "node score: 1.0000\n", "\n", "\n", "\n", "1733849->1733862\n", "\n", "\n", "\n", "\n", "\n", "1733851\n", "\n", " \n", "mix\n", "node score: 1.0000\n", "\n", "\n", "\n", "1733850->1733851\n", "\n", "\n", "\n", "\n", "\n", "1733852\n", "\n", " \n", "cut\n", "node score: 1.0000\n", "\n", "\n", "\n", "1733851->1733852\n", "\n", "\n", "\n", "\n", "\n", "1733858\n", "\n", " \n", "noodle\n", "node score:1.0000\n", "\n", "\n", "\n", "1733851->1733858\n", "\n", "\n", "\n", "\n", "\n", "1733854\n", "\n", " \n", "saute\n", "node score: 1.0000\n", "\n", "\n", "\n", "1733851->1733854\n", "\n", "\n", "\n", "\n", "\n", "1733856\n", "\n", " \n", "broil\n", "node score: 1.0000\n", "\n", "\n", "\n", "1733851->1733856\n", "\n", "\n", "\n", "\n", "\n", "1733853\n", "\n", " \n", "chicken\n", "node score:1.0000\n", "\n", "\n", "\n", "1733852->1733853\n", "\n", "\n", "\n", "\n", "\n", "1733855\n", "\n", " \n", "butter\n", "node score:1.0000\n", "\n", "\n", "\n", "1733854->1733855\n", "\n", "\n", "\n", "\n", "\n", "1733857\n", "\n", " \n", "salt\n", "node score:1.0000\n", "\n", "\n", "\n", "1733856->1733857\n", "\n", "\n", "\n", "\n", "\n", "1733863\n", "\n", " \n", "broccoli\n", "node score:1.0000\n", "\n", "\n", "\n", "1733862->1733863\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "**Ingredients**:\n", " * ricotta cheese\n", " * butter\n", " * salt\n", " * chicken\n", " * broccoli\n", " * noodle\n", "\n", "\n", "**Instructions**:\n", "\n", "| Step | Instruction |\n", "| ----:|:----------- |\n", "| 1 | cut chicken, saute butter, broil salt and mix it with noodle. Then heat it. |\n", "| 2 | cut broccoli and mix it with ricotta cheese and mix it together with the results of step 1. |\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "43d8bed61ec74e81b1357593d5adf427", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='build initial population', max=75.0, style=ProgressStyle(…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "46a7b359216c41e3b94831280b96f1c4", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='run evolutionary cycles', max=35.0, style=ProgressStyle(d…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/markdown": [ "### Noodle Recipe 2" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "\n", "1813544\n", "\n", " \n", "mix\n", "node score: 1.0000\n", "\n", "\n", "\n", "1813548\n", "\n", " \n", "cook\n", "node score: 1.0000\n", "\n", "\n", "\n", "1813544->1813548\n", "\n", "\n", "\n", "\n", "\n", "1813545\n", "\n", " \n", "bake\n", "node score: 1.0000\n", "\n", "\n", "\n", "1813544->1813545\n", "\n", "\n", "\n", "\n", "\n", "1813549\n", "\n", " \n", "mix\n", "node score: 0.9048\n", "\n", "\n", "\n", "1813548->1813549\n", "\n", "\n", "\n", "\n", "\n", "1813554\n", "\n", " \n", "chop\n", "node score: 1.0000\n", "\n", "\n", "\n", "1813549->1813554\n", "\n", "\n", "\n", "\n", "\n", "1813553\n", "\n", " \n", "turkey\n", "node score:1.0000\n", "\n", "\n", "\n", "1813549->1813553\n", "\n", "\n", "\n", "\n", "\n", "1813552\n", "\n", " \n", "sauce\n", "node score:1.0000\n", "\n", "\n", "\n", "1813549->1813552\n", "\n", "\n", "\n", "\n", "\n", "1813551\n", "\n", " \n", "tomato sauce\n", "node score:1.0000\n", "\n", "\n", "\n", "1813549->1813551\n", "\n", "\n", "\n", "\n", "\n", "1813550\n", "\n", " \n", "noodle\n", "node score:1.0000\n", "\n", "\n", "\n", "1813549->1813550\n", "\n", "\n", "\n", "\n", "\n", "1813557\n", "\n", " \n", "basil\n", "node score:1.0000\n", "\n", "\n", "\n", "1813549->1813557\n", "\n", "\n", "\n", "\n", "\n", "1813556\n", "\n", " \n", "ground beef\n", "node score:1.0000\n", "\n", "\n", "\n", "1813549->1813556\n", "\n", "\n", "\n", "\n", "\n", "1813555\n", "\n", " \n", "carrot\n", "node score:1.0000\n", "\n", "\n", "\n", "1813554->1813555\n", "\n", "\n", "\n", "\n", "\n", "1813546\n", "\n", " \n", "cook\n", "node score: 1.0000\n", "\n", "\n", "\n", "1813545->1813546\n", "\n", "\n", "\n", "\n", "\n", "1813547\n", "\n", " \n", "cheese\n", "node score:1.0000\n", "\n", "\n", "\n", "1813546->1813547\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "**Ingredients**:\n", " * basil\n", " * carrot\n", " * ground beef\n", " * tomato sauce\n", " * sauce\n", " * turkey\n", " * cheese\n", " * noodle\n", "\n", "\n", "**Instructions**:\n", "\n", "| Step | Instruction |\n", "| ----:|:----------- |\n", "| 1 | chop carrot and mix it with turkey, sauce, tomato sauce, noodle, basil and ground beef. Then cook it. |\n", "| 2 | cook and bake cheese |\n", "| 3 | Mix together the results of step 1 and step 2. |\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "38608bae11c14f41a9fc905ed1ced7f5", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='build initial population', max=75.0, style=ProgressStyle(…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "abd89963403d4a0f84a03c2f4665d529", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='run evolutionary cycles', max=35.0, style=ProgressStyle(d…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/markdown": [ "### Noodle Recipe 3" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "\n", "1884305\n", "\n", " \n", "mix\n", "node score: 1.0000\n", "\n", "\n", "\n", "1884306\n", "\n", " \n", "heat\n", "node score: 1.0000\n", "\n", "\n", "\n", "1884305->1884306\n", "\n", "\n", "\n", "\n", "\n", "1884316\n", "\n", " \n", "slice\n", "node score: 1.0000\n", "\n", "\n", "\n", "1884305->1884316\n", "\n", "\n", "\n", "\n", "\n", "1884318\n", "\n", " \n", "slice\n", "node score: 1.0000\n", "\n", "\n", "\n", "1884305->1884318\n", "\n", "\n", "\n", "\n", "\n", "1884307\n", "\n", " \n", "mix\n", "node score: 0.9333\n", "\n", "\n", "\n", "1884306->1884307\n", "\n", "\n", "\n", "\n", "\n", "1884314\n", "\n", " \n", "peel\n", "node score: 1.0000\n", "\n", "\n", "\n", "1884307->1884314\n", "\n", "\n", "\n", "\n", "\n", "1884313\n", "\n", " \n", "noodle\n", "node score:1.0000\n", "\n", "\n", "\n", "1884307->1884313\n", "\n", "\n", "\n", "\n", "\n", "1884308\n", "\n", " \n", "chicken broth\n", "node score:1.0000\n", "\n", "\n", "\n", "1884307->1884308\n", "\n", "\n", "\n", "\n", "\n", "1884312\n", "\n", " \n", "cheese\n", "node score:1.0000\n", "\n", "\n", "\n", "1884307->1884312\n", "\n", "\n", "\n", "\n", "\n", "1884309\n", "\n", " \n", "cream\n", "node score:1.0000\n", "\n", "\n", "\n", "1884307->1884309\n", "\n", "\n", "\n", "\n", "\n", "1884310\n", "\n", " \n", "grate\n", "node score: 1.0000\n", "\n", "\n", "\n", "1884307->1884310\n", "\n", "\n", "\n", "\n", "\n", "1884315\n", "\n", " \n", "garlic clove\n", "node score:1.0000\n", "\n", "\n", "\n", "1884314->1884315\n", "\n", "\n", "\n", "\n", "\n", "1884311\n", "\n", " \n", "onion\n", "node score:1.0000\n", "\n", "\n", "\n", "1884310->1884311\n", "\n", "\n", "\n", "\n", "\n", "1884317\n", "\n", " \n", "tomato\n", "node score:1.0000\n", "\n", "\n", "\n", "1884316->1884317\n", "\n", "\n", "\n", "\n", "\n", "1884319\n", "\n", " \n", "egg\n", "node score:1.0000\n", "\n", "\n", "\n", "1884318->1884319\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "**Ingredients**:\n", " * garlic clove\n", " * egg\n", " * chicken broth\n", " * onion\n", " * tomato\n", " * cream\n", " * cheese\n", " * noodle\n", "\n", "\n", "**Instructions**:\n", "\n", "| Step | Instruction |\n", "| ----:|:----------- |\n", "| 1 | peel garlic clove, grate onion and mix it with noodle, chicken broth, cheese and cream. Then heat it. |\n", "| 2 | slice tomato, slice egg and mix it together with the results of step 1. |\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "596e572e066348c99dbc0124f8790b25", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='build initial population', max=75.0, style=ProgressStyle(…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2d5cac3819b141ae98e70a5d315e22e9", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='run evolutionary cycles', max=35.0, style=ProgressStyle(d…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/markdown": [ "### Noodle Recipe 4" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "\n", "1893441\n", "\n", " \n", "mix\n", "node score: 0.8684\n", "\n", "\n", "\n", "1893433\n", "\n", " \n", "wash\n", "node score: 1.0000\n", "\n", "\n", "\n", "1893441->1893433\n", "\n", "\n", "\n", "\n", "\n", "1893439\n", "\n", " \n", "bake\n", "node score: 1.0000\n", "\n", "\n", "\n", "1893441->1893439\n", "\n", "\n", "\n", "\n", "\n", "1893431\n", "\n", " \n", "crack\n", "node score: 1.0000\n", "\n", "\n", "\n", "1893441->1893431\n", "\n", "\n", "\n", "\n", "\n", "1893437\n", "\n", " \n", "cheese\n", "node score:1.0000\n", "\n", "\n", "\n", "1893441->1893437\n", "\n", "\n", "\n", "\n", "\n", "1893435\n", "\n", " \n", "mozzarella cheese\n", "node score:1.0000\n", "\n", "\n", "\n", "1893441->1893435\n", "\n", "\n", "\n", "\n", "\n", "1893432\n", "\n", " \n", "broccoli\n", "node score:1.0000\n", "\n", "\n", "\n", "1893433->1893432\n", "\n", "\n", "\n", "\n", "\n", "1893440\n", "\n", " \n", "mix\n", "node score: 0.9286\n", "\n", "\n", "\n", "1893439->1893440\n", "\n", "\n", "\n", "\n", "\n", "1893438\n", "\n", " \n", "milk\n", "node score:1.0000\n", "\n", "\n", "\n", "1893440->1893438\n", "\n", "\n", "\n", "\n", "\n", "1893427\n", "\n", " \n", "slice\n", "node score: 1.0000\n", "\n", "\n", "\n", "1893440->1893427\n", "\n", "\n", "\n", "\n", "\n", "1893425\n", "\n", " \n", "soy sauce\n", "node score:1.0000\n", "\n", "\n", "\n", "1893440->1893425\n", "\n", "\n", "\n", "\n", "\n", "1893434\n", "\n", " \n", "ground beef\n", "node score:1.0000\n", "\n", "\n", "\n", "1893440->1893434\n", "\n", "\n", "\n", "\n", "\n", "1893429\n", "\n", " \n", "dice\n", "node score: 1.0000\n", "\n", "\n", "\n", "1893440->1893429\n", "\n", "\n", "\n", "\n", "\n", "1893423\n", "\n", " \n", "noodle\n", "node score:1.0000\n", "\n", "\n", "\n", "1893440->1893423\n", "\n", "\n", "\n", "\n", "\n", "1893424\n", "\n", " \n", "water\n", "node score:1.0000\n", "\n", "\n", "\n", "1893440->1893424\n", "\n", "\n", "\n", "\n", "\n", "1893436\n", "\n", " \n", "spaghetti sauce\n", "node score:1.0000\n", "\n", "\n", "\n", "1893440->1893436\n", "\n", "\n", "\n", "\n", "\n", "1893426\n", "\n", " \n", "garlic clove\n", "node score:1.0000\n", "\n", "\n", "\n", "1893427->1893426\n", "\n", "\n", "\n", "\n", "\n", "1893428\n", "\n", " \n", "onion\n", "node score:1.0000\n", "\n", "\n", "\n", "1893429->1893428\n", "\n", "\n", "\n", "\n", "\n", "1893430\n", "\n", " \n", "egg\n", "node score:1.0000\n", "\n", "\n", "\n", "1893431->1893430\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "**Ingredients**:\n", " * mozzarella cheese\n", " * water\n", " * garlic clove\n", " * ground beef\n", " * egg\n", " * onion\n", " * milk\n", " * soy sauce\n", " * spaghetti sauce\n", " * cheese\n", " * broccoli\n", " * noodle\n", "\n", "\n", "**Instructions**:\n", "\n", "| Step | Instruction |\n", "| ----:|:----------- |\n", "| 1 | slice garlic clove, dice onion and mix it with milk, soy sauce, ground beef, noodle, water and spaghetti sauce. Then bake it. |\n", "| 2 | wash broccoli, crack egg and mix it with cheese and mozzarella cheese and mix it together with the results of step 1. |\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "7746dd20b801414bba3adc1d8a5870b1", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='build initial population', max=75.0, style=ProgressStyle(…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d7e1511fbfed478a969d0a6d211ae60d", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='run evolutionary cycles', max=35.0, style=ProgressStyle(d…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/markdown": [ "### Noodle Recipe 5" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "\n", "1955737\n", "\n", " \n", "mix\n", "node score: 1.0000\n", "\n", "\n", "\n", "1955738\n", "\n", " \n", "bake\n", "node score: 1.0000\n", "\n", "\n", "\n", "1955737->1955738\n", "\n", "\n", "\n", "\n", "\n", "1955747\n", "\n", " \n", "cheese\n", "node score:1.0000\n", "\n", "\n", "\n", "1955737->1955747\n", "\n", "\n", "\n", "\n", "\n", "1955739\n", "\n", " \n", "mix\n", "node score: 0.9000\n", "\n", "\n", "\n", "1955738->1955739\n", "\n", "\n", "\n", "\n", "\n", "1955741\n", "\n", " \n", "chop\n", "node score: 1.0000\n", "\n", "\n", "\n", "1955739->1955741\n", "\n", "\n", "\n", "\n", "\n", "1955740\n", "\n", " \n", "olive oil\n", "node score:1.0000\n", "\n", "\n", "\n", "1955739->1955740\n", "\n", "\n", "\n", "\n", "\n", "1955744\n", "\n", " \n", "noodle\n", "node score:1.0000\n", "\n", "\n", "\n", "1955739->1955744\n", "\n", "\n", "\n", "\n", "\n", "1955743\n", "\n", " \n", "ground beef\n", "node score:1.0000\n", "\n", "\n", "\n", "1955739->1955743\n", "\n", "\n", "\n", "\n", "\n", "1955745\n", "\n", " \n", "place\n", "node score: 1.0000\n", "\n", "\n", "\n", "1955739->1955745\n", "\n", "\n", "\n", "\n", "\n", "1955742\n", "\n", " \n", "onion\n", "node score:1.0000\n", "\n", "\n", "\n", "1955741->1955742\n", "\n", "\n", "\n", "\n", "\n", "1955746\n", "\n", " \n", "milk\n", "node score:1.0000\n", "\n", "\n", "\n", "1955745->1955746\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "**Ingredients**:\n", " * ground beef\n", " * onion\n", " * milk\n", " * olive oil\n", " * cheese\n", " * noodle\n", "\n", "\n", "**Instructions**:\n", "\n", "| Step | Instruction |\n", "| ----:|:----------- |\n", "| 1 | chop onion, place milk and mix it with olive oil, noodle and ground beef. Then bake it. |\n", "| 2 | Mix cheese and mix it together with the results of step 1. |\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "8ea12174e1ed480f9bf79f5bad38df3b", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='build initial population', max=75.0, style=ProgressStyle(…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "c77e6d00023647679f9d4139b0b3669f", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='run evolutionary cycles', max=35.0, style=ProgressStyle(d…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/markdown": [ "### Noodle Recipe 6" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "\n", "2044641\n", "\n", " \n", "mix\n", "node score: 1.0000\n", "\n", "\n", "\n", "2044642\n", "\n", " \n", "heat\n", "node score: 1.0000\n", "\n", "\n", "\n", "2044641->2044642\n", "\n", "\n", "\n", "\n", "\n", "2044654\n", "\n", " \n", "heat\n", "node score: 1.0000\n", "\n", "\n", "\n", "2044641->2044654\n", "\n", "\n", "\n", "\n", "\n", "2044652\n", "\n", " \n", "grate\n", "node score: 1.0000\n", "\n", "\n", "\n", "2044641->2044652\n", "\n", "\n", "\n", "\n", "\n", "2044643\n", "\n", " \n", "mix\n", "node score: 1.0000\n", "\n", "\n", "\n", "2044642->2044643\n", "\n", "\n", "\n", "\n", "\n", "2044650\n", "\n", " \n", "garlic\n", "node score:1.0000\n", "\n", "\n", "\n", "2044643->2044650\n", "\n", "\n", "\n", "\n", "\n", "2044651\n", "\n", " \n", "pepper\n", "node score:1.0000\n", "\n", "\n", "\n", "2044643->2044651\n", "\n", "\n", "\n", "\n", "\n", "2044644\n", "\n", " \n", "blend\n", "node score: 1.0000\n", "\n", "\n", "\n", "2044643->2044644\n", "\n", "\n", "\n", "\n", "\n", "2044648\n", "\n", " \n", "cook\n", "node score: 1.0000\n", "\n", "\n", "\n", "2044643->2044648\n", "\n", "\n", "\n", "\n", "\n", "2044645\n", "\n", " \n", "sauce\n", "node score:1.0000\n", "\n", "\n", "\n", "2044644->2044645\n", "\n", "\n", "\n", "\n", "\n", "2044649\n", "\n", " \n", "noodle\n", "node score:1.0000\n", "\n", "\n", "\n", "2044648->2044649\n", "\n", "\n", "\n", "\n", "\n", "2044655\n", "\n", " \n", "warm\n", "node score: 1.0000\n", "\n", "\n", "\n", "2044654->2044655\n", "\n", "\n", "\n", "\n", "\n", "2044656\n", "\n", " \n", "cream\n", "node score:1.0000\n", "\n", "\n", "\n", "2044655->2044656\n", "\n", "\n", "\n", "\n", "\n", "2044653\n", "\n", " \n", "tomato\n", "node score:1.0000\n", "\n", "\n", "\n", "2044652->2044653\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "**Ingredients**:\n", " * garlic\n", " * pepper\n", " * sauce\n", " * tomato\n", " * cream\n", " * noodle\n", "\n", "\n", "**Instructions**:\n", "\n", "| Step | Instruction |\n", "| ----:|:----------- |\n", "| 1 | blend sauce, cook noodle and mix it with garlic and pepper. Then heat it. |\n", "| 2 | warm and heat cream |\n", "| 3 | grate tomato and mix it together with the results of step 1 and step 2. |\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2ec7b1dbaf434160b22abaf8dd04608b", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='build initial population', max=75.0, style=ProgressStyle(…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "94ff28309e6e4e6ab0b51ca403a8f30f", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='run evolutionary cycles', max=35.0, style=ProgressStyle(d…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/markdown": [ "### Noodle Recipe 7" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "\n", "2113274\n", "\n", " \n", "mix\n", "node score: 1.0000\n", "\n", "\n", "\n", "2113276\n", "\n", " \n", "bake\n", "node score: 0.9000\n", "\n", "\n", "\n", "2113274->2113276\n", "\n", "\n", "\n", "\n", "\n", "2113275\n", "\n", " \n", "cheese\n", "node score:1.0000\n", "\n", "\n", "\n", "2113274->2113275\n", "\n", "\n", "\n", "\n", "\n", "2113277\n", "\n", " \n", "mix\n", "node score: 0.9111\n", "\n", "\n", "\n", "2113276->2113277\n", "\n", "\n", "\n", "\n", "\n", "2113284\n", "\n", " \n", "sauce\n", "node score:1.0000\n", "\n", "\n", "\n", "2113277->2113284\n", "\n", "\n", "\n", "\n", "\n", "2113286\n", "\n", " \n", "cut\n", "node score: 1.0000\n", "\n", "\n", "\n", "2113277->2113286\n", "\n", "\n", "\n", "\n", "\n", "2113283\n", "\n", " \n", "basil\n", "node score:1.0000\n", "\n", "\n", "\n", "2113277->2113283\n", "\n", "\n", "\n", "\n", "\n", "2113285\n", "\n", " \n", "chicken broth\n", "node score:1.0000\n", "\n", "\n", "\n", "2113277->2113285\n", "\n", "\n", "\n", "\n", "\n", "2113281\n", "\n", " \n", "cayenne pepper\n", "node score:1.0000\n", "\n", "\n", "\n", "2113277->2113281\n", "\n", "\n", "\n", "\n", "\n", "2113282\n", "\n", " \n", "oregano\n", "node score:1.0000\n", "\n", "\n", "\n", "2113277->2113282\n", "\n", "\n", "\n", "\n", "\n", "2113280\n", "\n", " \n", "noodle\n", "node score:1.0000\n", "\n", "\n", "\n", "2113277->2113280\n", "\n", "\n", "\n", "\n", "\n", "2113279\n", "\n", " \n", "water\n", "node score:1.0000\n", "\n", "\n", "\n", "2113277->2113279\n", "\n", "\n", "\n", "\n", "\n", "2113278\n", "\n", " \n", "mozzarella cheese\n", "node score:1.0000\n", "\n", "\n", "\n", "2113277->2113278\n", "\n", "\n", "\n", "\n", "\n", "2113288\n", "\n", " \n", "wash\n", "node score: 1.0000\n", "\n", "\n", "\n", "2113277->2113288\n", "\n", "\n", "\n", "\n", "\n", "2113287\n", "\n", " \n", "red bell pepper\n", "node score:1.0000\n", "\n", "\n", "\n", "2113286->2113287\n", "\n", "\n", "\n", "\n", "\n", "2113289\n", "\n", " \n", "chicken\n", "node score:1.0000\n", "\n", "\n", "\n", "2113288->2113289\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "**Ingredients**:\n", " * oregano\n", " * basil\n", " * mozzarella cheese\n", " * water\n", " * chicken broth\n", " * red bell pepper\n", " * chicken\n", " * sauce\n", " * cayenne pepper\n", " * cheese\n", " * noodle\n", "\n", "\n", "**Instructions**:\n", "\n", "| Step | Instruction |\n", "| ----:|:----------- |\n", "| 1 | cut red bell pepper, wash chicken and mix it with sauce, basil, chicken broth, cayenne pepper, oregano, noodle, water and mozzarella cheese. Then bake it. |\n", "| 2 | Mix cheese and mix it together with the results of step 1. |\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "3970031df6d04cee8856eee14c6118e5", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='build initial population', max=75.0, style=ProgressStyle(…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d7ec3eb268a34778a415eff7b5f80458", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='run evolutionary cycles', max=35.0, style=ProgressStyle(d…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/markdown": [ "### Noodle Recipe 8" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "\n", "2153242\n", "\n", " \n", "bake\n", "node score: 1.0000\n", "\n", "\n", "\n", "2153243\n", "\n", " \n", "mix\n", "node score: 0.9556\n", "\n", "\n", "\n", "2153242->2153243\n", "\n", "\n", "\n", "\n", "\n", "2153246\n", "\n", " \n", "peel\n", "node score: 1.0000\n", "\n", "\n", "\n", "2153243->2153246\n", "\n", "\n", "\n", "\n", "\n", "2153244\n", "\n", " \n", "peel\n", "node score: 1.0000\n", "\n", "\n", "\n", "2153243->2153244\n", "\n", "\n", "\n", "\n", "\n", "2153255\n", "\n", " \n", "noodle\n", "node score:1.0000\n", "\n", "\n", "\n", "2153243->2153255\n", "\n", "\n", "\n", "\n", "\n", "2153254\n", "\n", " \n", "sauce\n", "node score:1.0000\n", "\n", "\n", "\n", "2153243->2153254\n", "\n", "\n", "\n", "\n", "\n", "2153249\n", "\n", " \n", "pea\n", "node score:1.0000\n", "\n", "\n", "\n", "2153243->2153249\n", "\n", "\n", "\n", "\n", "\n", "2153250\n", "\n", " \n", "mozzarella cheese\n", "node score:1.0000\n", "\n", "\n", "\n", "2153243->2153250\n", "\n", "\n", "\n", "\n", "\n", "2153252\n", "\n", " \n", "butter\n", "node score:1.0000\n", "\n", "\n", "\n", "2153243->2153252\n", "\n", "\n", "\n", "\n", "\n", "2153253\n", "\n", " \n", "milk\n", "node score:1.0000\n", "\n", "\n", "\n", "2153243->2153253\n", "\n", "\n", "\n", "\n", "\n", "2153248\n", "\n", " \n", "parsley\n", "node score:1.0000\n", "\n", "\n", "\n", "2153243->2153248\n", "\n", "\n", "\n", "\n", "\n", "2153251\n", "\n", " \n", "corn\n", "node score:1.0000\n", "\n", "\n", "\n", "2153243->2153251\n", "\n", "\n", "\n", "\n", "\n", "2153247\n", "\n", " \n", "onion\n", "node score:1.0000\n", "\n", "\n", "\n", "2153246->2153247\n", "\n", "\n", "\n", "\n", "\n", "2153245\n", "\n", " \n", "shrimp\n", "node score:1.0000\n", "\n", "\n", "\n", "2153244->2153245\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "**Ingredients**:\n", " * butter\n", " * mozzarella cheese\n", " * pea\n", " * onion\n", " * milk\n", " * parsley\n", " * sauce\n", " * corn\n", " * shrimp\n", " * noodle\n", "\n", "\n", "**Instructions**:\n", "\n", "| Step | Instruction |\n", "| ----:|:----------- |\n", "| 1 | peel onion, peel shrimp and mix it with noodle, sauce, pea, mozzarella cheese, butter, milk, parsley and corn. Then bake it. |\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "4ef27f0f13b54eeea1f7aa43ac79234d", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='build initial population', max=75.0, style=ProgressStyle(…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "008b5788593e44b8ab8492cc0c745d3f", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='run evolutionary cycles', max=35.0, style=ProgressStyle(d…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/markdown": [ "### Noodle Recipe 9" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "\n", "2206597\n", "\n", " \n", "heat\n", "node score: 1.0000\n", "\n", "\n", "\n", "2206598\n", "\n", " \n", "mix\n", "node score: 0.9333\n", "\n", "\n", "\n", "2206597->2206598\n", "\n", "\n", "\n", "\n", "\n", "2206599\n", "\n", " \n", "chop\n", "node score: 1.0000\n", "\n", "\n", "\n", "2206598->2206599\n", "\n", "\n", "\n", "\n", "\n", "2206604\n", "\n", " \n", "water\n", "node score:1.0000\n", "\n", "\n", "\n", "2206598->2206604\n", "\n", "\n", "\n", "\n", "\n", "2206601\n", "\n", " \n", "red pepper\n", "node score:1.0000\n", "\n", "\n", "\n", "2206598->2206601\n", "\n", "\n", "\n", "\n", "\n", "2206607\n", "\n", " \n", "tomato sauce\n", "node score:1.0000\n", "\n", "\n", "\n", "2206598->2206607\n", "\n", "\n", "\n", "\n", "\n", "2206605\n", "\n", " \n", "chop\n", "node score: 1.0000\n", "\n", "\n", "\n", "2206598->2206605\n", "\n", "\n", "\n", "\n", "\n", "2206602\n", "\n", " \n", "noodle\n", "node score:1.0000\n", "\n", "\n", "\n", "2206598->2206602\n", "\n", "\n", "\n", "\n", "\n", "2206600\n", "\n", " \n", "onion\n", "node score:1.0000\n", "\n", "\n", "\n", "2206599->2206600\n", "\n", "\n", "\n", "\n", "\n", "2206606\n", "\n", " \n", "zucchini\n", "node score:1.0000\n", "\n", "\n", "\n", "2206605->2206606\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "**Ingredients**:\n", " * zucchini\n", " * red pepper\n", " * water\n", " * tomato sauce\n", " * onion\n", " * noodle\n", "\n", "\n", "**Instructions**:\n", "\n", "| Step | Instruction |\n", "| ----:|:----------- |\n", "| 1 | chop onion, chop zucchini and mix it with water, red pepper, tomato sauce and noodle. Then heat it. |\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "fd689db9388141618604b2094906769a", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='build initial population', max=75.0, style=ProgressStyle(…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "0448e4f462384ca2b01ca6b8b891a76f", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='run evolutionary cycles', max=35.0, style=ProgressStyle(d…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/markdown": [ "### Noodle Recipe 10" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "\n", "2282303\n", "\n", " \n", "cook\n", "node score: 1.0000\n", "\n", "\n", "\n", "2282304\n", "\n", " \n", "mix\n", "node score: 0.7857\n", "\n", "\n", "\n", "2282303->2282304\n", "\n", "\n", "\n", "\n", "\n", "2282311\n", "\n", " \n", "bake\n", "node score: 1.0000\n", "\n", "\n", "\n", "2282304->2282311\n", "\n", "\n", "\n", "\n", "\n", "2282314\n", "\n", " \n", "salt\n", "node score:1.0000\n", "\n", "\n", "\n", "2282304->2282314\n", "\n", "\n", "\n", "\n", "\n", "2282307\n", "\n", " \n", "cut\n", "node score: 1.0000\n", "\n", "\n", "\n", "2282304->2282307\n", "\n", "\n", "\n", "\n", "\n", "2282313\n", "\n", " \n", "garlic\n", "node score:1.0000\n", "\n", "\n", "\n", "2282304->2282313\n", "\n", "\n", "\n", "\n", "\n", "2282315\n", "\n", " \n", "water\n", "node score:1.0000\n", "\n", "\n", "\n", "2282304->2282315\n", "\n", "\n", "\n", "\n", "\n", "2282309\n", "\n", " \n", "peel\n", "node score: 1.0000\n", "\n", "\n", "\n", "2282304->2282309\n", "\n", "\n", "\n", "\n", "\n", "2282316\n", "\n", " \n", "noodle\n", "node score:1.0000\n", "\n", "\n", "\n", "2282304->2282316\n", "\n", "\n", "\n", "\n", "\n", "2282306\n", "\n", " \n", "ground beef\n", "node score:1.0000\n", "\n", "\n", "\n", "2282304->2282306\n", "\n", "\n", "\n", "\n", "\n", "2282312\n", "\n", " \n", "cream\n", "node score:1.0000\n", "\n", "\n", "\n", "2282311->2282312\n", "\n", "\n", "\n", "\n", "\n", "2282308\n", "\n", " \n", "green onion\n", "node score:1.0000\n", "\n", "\n", "\n", "2282307->2282308\n", "\n", "\n", "\n", "\n", "\n", "2282310\n", "\n", " \n", "garlic clove\n", "node score:1.0000\n", "\n", "\n", "\n", "2282309->2282310\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "**Ingredients**:\n", " * green onion\n", " * garlic\n", " * water\n", " * garlic clove\n", " * ground beef\n", " * salt\n", " * cream\n", " * noodle\n", "\n", "\n", "**Instructions**:\n", "\n", "| Step | Instruction |\n", "| ----:|:----------- |\n", "| 1 | bake cream, cut green onion, peel garlic clove and mix it with salt, garlic, water, noodle and ground beef. Then cook it. |\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "for i in range(10):\n", "\n", " p = EA.Population([\"noodle\",],['noodle'], min_additional=5, max_additional=11, n_population = 75, mutations=2)\n", "\n", " p.run(35)\n", "\n", " scores = [tree.score() for tree in p.population]\n", "\n", " ii = np.argsort(-np.array(scores))\n", "\n", " samples_i = EA.np.random.choice(ii[:1],1)\n", "\n", " samples = [p.population[i] for i in samples_i]\n", "\n", " for k, s in enumerate(samples):\n", " display(EA.Markdown(f\"### Noodle Recipe {i+1}\"))\n", " display(s.root().dot())\n", " display(s.root().to_instruction().to_markdown())\n", " with open(f\"noodle_{i}.md\", \"w\") as f:\n", " f.write(s.root().to_instruction().to_markdown().data)\n", " f.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Rice recipes\n", "* generate noodle recipes with a population size of 50 over 50 cycles and choose randomly 5 from the 20 best" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b7aac32bdcd84c25af86e9003b7b09b6", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='build initial population', max=75.0, style=ProgressStyle(…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d95d9f1b43e7480aa5f25badb200c065", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='run evolutionary cycles', max=35.0, style=ProgressStyle(d…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/markdown": [ "### Rice Recipe 1" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "\n", "2318073\n", "\n", " \n", "cook\n", "node score: 1.0000\n", "\n", "\n", "\n", "2318074\n", "\n", " \n", "mix\n", "node score: 0.9524\n", "\n", "\n", "\n", "2318073->2318074\n", "\n", "\n", "\n", "\n", "\n", "2318081\n", "\n", " \n", "rice\n", "node score:1.0000\n", "\n", "\n", "\n", "2318074->2318081\n", "\n", "\n", "\n", "\n", "\n", "2318082\n", "\n", " \n", "cut\n", "node score: 1.0000\n", "\n", "\n", "\n", "2318074->2318082\n", "\n", "\n", "\n", "\n", "\n", "2318078\n", "\n", " \n", "butter\n", "node score:1.0000\n", "\n", "\n", "\n", "2318074->2318078\n", "\n", "\n", "\n", "\n", "\n", "2318080\n", "\n", " \n", "chicken broth\n", "node score:1.0000\n", "\n", "\n", "\n", "2318074->2318080\n", "\n", "\n", "\n", "\n", "\n", "2318085\n", "\n", " \n", "chop\n", "node score: 1.0000\n", "\n", "\n", "\n", "2318074->2318085\n", "\n", "\n", "\n", "\n", "\n", "2318079\n", "\n", " \n", "vegetable broth\n", "node score:1.0000\n", "\n", "\n", "\n", "2318074->2318079\n", "\n", "\n", "\n", "\n", "\n", "2318077\n", "\n", " \n", "vegetable oil\n", "node score:1.0000\n", "\n", "\n", "\n", "2318074->2318077\n", "\n", "\n", "\n", "\n", "\n", "2318083\n", "\n", " \n", "green onion\n", "node score:1.0000\n", "\n", "\n", "\n", "2318082->2318083\n", "\n", "\n", "\n", "\n", "\n", "2318076\n", "\n", " \n", "ginger\n", "node score:1.0000\n", "\n", "\n", "\n", "2318085->2318076\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "**Ingredients**:\n", " * vegetable oil\n", " * green onion\n", " * ginger\n", " * rice\n", " * butter\n", " * vegetable broth\n", " * chicken broth\n", "\n", "\n", "**Instructions**:\n", "\n", "| Step | Instruction |\n", "| ----:|:----------- |\n", "| 1 | cut green onion, chop ginger and mix it with rice, butter, chicken broth, vegetable broth and vegetable oil. Then cook it. |\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "73d9539a3162463fbad736504777b526", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='build initial population', max=75.0, style=ProgressStyle(…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "731fa0aa2d244c9da21ccb00a7faad07", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='run evolutionary cycles', max=35.0, style=ProgressStyle(d…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/markdown": [ "### Rice Recipe 2" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "\n", "2340774\n", "\n", " \n", "mix\n", "node score: 0.9487\n", "\n", "\n", "\n", "2340763\n", "\n", " \n", "cut\n", "node score: 1.0000\n", "\n", "\n", "\n", "2340774->2340763\n", "\n", "\n", "\n", "\n", "\n", "2340770\n", "\n", " \n", "simmer\n", "node score: 1.0000\n", "\n", "\n", "\n", "2340774->2340770\n", "\n", "\n", "\n", "\n", "\n", "2340772\n", "\n", " \n", "heat\n", "node score: 1.0000\n", "\n", "\n", "\n", "2340774->2340772\n", "\n", "\n", "\n", "\n", "\n", "2340767\n", "\n", " \n", "mash\n", "node score: 1.0000\n", "\n", "\n", "\n", "2340774->2340767\n", "\n", "\n", "\n", "\n", "\n", "2340758\n", "\n", " \n", "cut\n", "node score: 1.0000\n", "\n", "\n", "\n", "2340774->2340758\n", "\n", "\n", "\n", "\n", "\n", "2340762\n", "\n", " \n", "cabbage\n", "node score:1.0000\n", "\n", "\n", "\n", "2340763->2340762\n", "\n", "\n", "\n", "\n", "\n", "2340771\n", "\n", " \n", "mix\n", "node score: 1.0000\n", "\n", "\n", "\n", "2340770->2340771\n", "\n", "\n", "\n", "\n", "\n", "2340759\n", "\n", " \n", "pea\n", "node score:1.0000\n", "\n", "\n", "\n", "2340771->2340759\n", "\n", "\n", "\n", "\n", "\n", "2340761\n", "\n", " \n", "mushroom soup\n", "node score:1.0000\n", "\n", "\n", "\n", "2340771->2340761\n", "\n", "\n", "\n", "\n", "\n", "2340755\n", "\n", " \n", "rice\n", "node score:1.0000\n", "\n", "\n", "\n", "2340771->2340755\n", "\n", "\n", "\n", "\n", "\n", "2340769\n", "\n", " \n", "chicken broth\n", "node score:1.0000\n", "\n", "\n", "\n", "2340771->2340769\n", "\n", "\n", "\n", "\n", "\n", "2340768\n", "\n", " \n", "salt\n", "node score:1.0000\n", "\n", "\n", "\n", "2340771->2340768\n", "\n", "\n", "\n", "\n", "\n", "2340756\n", "\n", " \n", "water\n", "node score:1.0000\n", "\n", "\n", "\n", "2340771->2340756\n", "\n", "\n", "\n", "\n", "\n", "2340773\n", "\n", " \n", "mix\n", "node score: 1.0000\n", "\n", "\n", "\n", "2340772->2340773\n", "\n", "\n", "\n", "\n", "\n", "2340765\n", "\n", " \n", "cut\n", "node score: 1.0000\n", "\n", "\n", "\n", "2340773->2340765\n", "\n", "\n", "\n", "\n", "\n", "2340760\n", "\n", " \n", "chicken soup\n", "node score:1.0000\n", "\n", "\n", "\n", "2340773->2340760\n", "\n", "\n", "\n", "\n", "\n", "2340764\n", "\n", " \n", "green onion\n", "node score:1.0000\n", "\n", "\n", "\n", "2340765->2340764\n", "\n", "\n", "\n", "\n", "\n", "2340766\n", "\n", " \n", "egg\n", "node score:1.0000\n", "\n", "\n", "\n", "2340767->2340766\n", "\n", "\n", "\n", "\n", "\n", "2340757\n", "\n", " \n", "tomato\n", "node score:1.0000\n", "\n", "\n", "\n", "2340758->2340757\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "**Ingredients**:\n", " * cabbage\n", " * rice\n", " * green onion\n", " * water\n", " * pea\n", " * egg\n", " * chicken broth\n", " * salt\n", " * chicken soup\n", " * tomato\n", " * mushroom soup\n", "\n", "\n", "**Instructions**:\n", "\n", "| Step | Instruction |\n", "| ----:|:----------- |\n", "| 1 | Mix pea, mushroom soup, rice, chicken broth, salt and water. Then simmer it. |\n", "| 2 | cut green onion and mix it with chicken soup. Then heat it. |\n", "| 3 | cut cabbage, mash egg, cut tomato and mix it together with the results of step 1 and step 2. |\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "184a9ad86c56426ebfb2c5aad3fc30fe", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='build initial population', max=75.0, style=ProgressStyle(…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2c131cc9bf2544508182b118ee0638a2", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='run evolutionary cycles', max=35.0, style=ProgressStyle(d…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/markdown": [ "### Rice Recipe 3" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "\n", "2425901\n", "\n", " \n", "mix\n", "node score: 1.0000\n", "\n", "\n", "\n", "2425902\n", "\n", " \n", "cook\n", "node score: 1.0000\n", "\n", "\n", "\n", "2425901->2425902\n", "\n", "\n", "\n", "\n", "\n", "2425904\n", "\n", " \n", "simmer\n", "node score: 1.0000\n", "\n", "\n", "\n", "2425901->2425904\n", "\n", "\n", "\n", "\n", "\n", "2425903\n", "\n", " \n", "chicken soup\n", "node score:1.0000\n", "\n", "\n", "\n", "2425902->2425903\n", "\n", "\n", "\n", "\n", "\n", "2425905\n", "\n", " \n", "mix\n", "node score: 1.0000\n", "\n", "\n", "\n", "2425904->2425905\n", "\n", "\n", "\n", "\n", "\n", "2425909\n", "\n", " \n", "water\n", "node score:1.0000\n", "\n", "\n", "\n", "2425905->2425909\n", "\n", "\n", "\n", "\n", "\n", "2425915\n", "\n", " \n", "rice\n", "node score:1.0000\n", "\n", "\n", "\n", "2425905->2425915\n", "\n", "\n", "\n", "\n", "\n", "2425910\n", "\n", " \n", "dice\n", "node score: 1.0000\n", "\n", "\n", "\n", "2425905->2425910\n", "\n", "\n", "\n", "\n", "\n", "2425912\n", "\n", " \n", "cut\n", "node score: 1.0000\n", "\n", "\n", "\n", "2425905->2425912\n", "\n", "\n", "\n", "\n", "\n", "2425907\n", "\n", " \n", "dice\n", "node score: 1.0000\n", "\n", "\n", "\n", "2425905->2425907\n", "\n", "\n", "\n", "\n", "\n", "2425906\n", "\n", " \n", "soy sauce\n", "node score:1.0000\n", "\n", "\n", "\n", "2425905->2425906\n", "\n", "\n", "\n", "\n", "\n", "2425914\n", "\n", " \n", "paprika\n", "node score:1.0000\n", "\n", "\n", "\n", "2425905->2425914\n", "\n", "\n", "\n", "\n", "\n", "2425917\n", "\n", " \n", "olive oil\n", "node score:1.0000\n", "\n", "\n", "\n", "2425905->2425917\n", "\n", "\n", "\n", "\n", "\n", "2425911\n", "\n", " \n", "onion\n", "node score:1.0000\n", "\n", "\n", "\n", "2425910->2425911\n", "\n", "\n", "\n", "\n", "\n", "2425913\n", "\n", " \n", "chicken\n", "node score:1.0000\n", "\n", "\n", "\n", "2425912->2425913\n", "\n", "\n", "\n", "\n", "\n", "2425908\n", "\n", " \n", "celery\n", "node score:1.0000\n", "\n", "\n", "\n", "2425907->2425908\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "**Ingredients**:\n", " * rice\n", " * water\n", " * celery\n", " * chicken soup\n", " * onion\n", " * chicken\n", " * soy sauce\n", " * olive oil\n", " * paprika\n", "\n", "\n", "**Instructions**:\n", "\n", "| Step | Instruction |\n", "| ----:|:----------- |\n", "| 1 | dice onion, cut chicken, dice celery and mix it with water, rice, soy sauce, paprika and olive oil. Then simmer it. |\n", "| 2 | cook chicken soup and mix it together with the results of step 1. |\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d3a658352d19468b8bc8bad761de3bab", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='build initial population', max=75.0, style=ProgressStyle(…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "44e9385b8f1e4a5886ac05171106931e", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='run evolutionary cycles', max=35.0, style=ProgressStyle(d…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/markdown": [ "### Rice Recipe 4" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "\n", "2480052\n", "\n", " \n", "heat\n", "node score: 0.9091\n", "\n", "\n", "\n", "2480053\n", "\n", " \n", "mix\n", "node score: 1.0000\n", "\n", "\n", "\n", "2480052->2480053\n", "\n", "\n", "\n", "\n", "\n", "2480063\n", "\n", " \n", "chicken stock\n", "node score:1.0000\n", "\n", "\n", "\n", "2480053->2480063\n", "\n", "\n", "\n", "\n", "\n", "2480061\n", "\n", " \n", "chop\n", "node score: 1.0000\n", "\n", "\n", "\n", "2480053->2480061\n", "\n", "\n", "\n", "\n", "\n", "2480058\n", "\n", " \n", "parsley\n", "node score:1.0000\n", "\n", "\n", "\n", "2480053->2480058\n", "\n", "\n", "\n", "\n", "\n", "2480065\n", "\n", " \n", "vinegar\n", "node score:1.0000\n", "\n", "\n", "\n", "2480053->2480065\n", "\n", "\n", "\n", "\n", "\n", "2480059\n", "\n", " \n", "chop\n", "node score: 1.0000\n", "\n", "\n", "\n", "2480053->2480059\n", "\n", "\n", "\n", "\n", "\n", "2480064\n", "\n", " \n", "olive oil\n", "node score:1.0000\n", "\n", "\n", "\n", "2480053->2480064\n", "\n", "\n", "\n", "\n", "\n", "2480054\n", "\n", " \n", "slice\n", "node score: 1.0000\n", "\n", "\n", "\n", "2480053->2480054\n", "\n", "\n", "\n", "\n", "\n", "2480067\n", "\n", " \n", "rice\n", "node score:1.0000\n", "\n", "\n", "\n", "2480053->2480067\n", "\n", "\n", "\n", "\n", "\n", "2480056\n", "\n", " \n", "brush\n", "node score: 1.0000\n", "\n", "\n", "\n", "2480053->2480056\n", "\n", "\n", "\n", "\n", "\n", "2480066\n", "\n", " \n", "ground black pepper\n", "node score:1.0000\n", "\n", "\n", "\n", "2480053->2480066\n", "\n", "\n", "\n", "\n", "\n", "2480068\n", "\n", " \n", "tomato soup\n", "node score:1.0000\n", "\n", "\n", "\n", "2480053->2480068\n", "\n", "\n", "\n", "\n", "\n", "2480062\n", "\n", " \n", "garlic clove\n", "node score:1.0000\n", "\n", "\n", "\n", "2480061->2480062\n", "\n", "\n", "\n", "\n", "\n", "2480060\n", "\n", " \n", "green onion\n", "node score:1.0000\n", "\n", "\n", "\n", "2480059->2480060\n", "\n", "\n", "\n", "\n", "\n", "2480055\n", "\n", " \n", "celery\n", "node score:1.0000\n", "\n", "\n", "\n", "2480054->2480055\n", "\n", "\n", "\n", "\n", "\n", "2480057\n", "\n", " \n", "tomato\n", "node score:1.0000\n", "\n", "\n", "\n", "2480056->2480057\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "**Ingredients**:\n", " * green onion\n", " * rice\n", " * ground black pepper\n", " * vinegar\n", " * celery\n", " * garlic clove\n", " * tomato soup\n", " * olive oil\n", " * chicken stock\n", " * tomato\n", " * parsley\n", "\n", "\n", "**Instructions**:\n", "\n", "| Step | Instruction |\n", "| ----:|:----------- |\n", "| 1 | chop garlic clove, chop green onion, slice celery, brush tomato and mix it with chicken stock, parsley, vinegar, olive oil, rice, ground black pepper and tomato soup. Then heat it. |\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2d2a008b308e46c7ac1cdcb15eb683a9", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='build initial population', max=75.0, style=ProgressStyle(…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2bf2b7ce8426490a9c3b2c787d9d9954", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='run evolutionary cycles', max=35.0, style=ProgressStyle(d…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/markdown": [ "### Rice Recipe 5" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "\n", "2559610\n", "\n", " \n", "mix\n", "node score: 1.0000\n", "\n", "\n", "\n", "2559624\n", "\n", " \n", "cut\n", "node score: 1.0000\n", "\n", "\n", "\n", "2559610->2559624\n", "\n", "\n", "\n", "\n", "\n", "2559614\n", "\n", " \n", "boil\n", "node score: 1.0000\n", "\n", "\n", "\n", "2559610->2559614\n", "\n", "\n", "\n", "\n", "\n", "2559612\n", "\n", " \n", "beat\n", "node score: 1.0000\n", "\n", "\n", "\n", "2559624->2559612\n", "\n", "\n", "\n", "\n", "\n", "2559613\n", "\n", " \n", "egg\n", "node score:1.0000\n", "\n", "\n", "\n", "2559612->2559613\n", "\n", "\n", "\n", "\n", "\n", "2559615\n", "\n", " \n", "mix\n", "node score: 1.0000\n", "\n", "\n", "\n", "2559614->2559615\n", "\n", "\n", "\n", "\n", "\n", "2559616\n", "\n", " \n", "sausage\n", "node score:1.0000\n", "\n", "\n", "\n", "2559615->2559616\n", "\n", "\n", "\n", "\n", "\n", "2559620\n", "\n", " \n", "saffron\n", "node score:1.0000\n", "\n", "\n", "\n", "2559615->2559620\n", "\n", "\n", "\n", "\n", "\n", "2559618\n", "\n", " \n", "slice\n", "node score: 1.0000\n", "\n", "\n", "\n", "2559615->2559618\n", "\n", "\n", "\n", "\n", "\n", "2559621\n", "\n", " \n", "chicken broth\n", "node score:1.0000\n", "\n", "\n", "\n", "2559615->2559621\n", "\n", "\n", "\n", "\n", "\n", "2559622\n", "\n", " \n", "parsley\n", "node score:1.0000\n", "\n", "\n", "\n", "2559615->2559622\n", "\n", "\n", "\n", "\n", "\n", "2559617\n", "\n", " \n", "rice\n", "node score:1.0000\n", "\n", "\n", "\n", "2559615->2559617\n", "\n", "\n", "\n", "\n", "\n", "2559619\n", "\n", " \n", "clove garlic\n", "node score:1.0000\n", "\n", "\n", "\n", "2559618->2559619\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "**Ingredients**:\n", " * rice\n", " * clove garlic\n", " * egg\n", " * chicken broth\n", " * saffron\n", " * parsley\n", " * sausage\n", "\n", "\n", "**Instructions**:\n", "\n", "| Step | Instruction |\n", "| ----:|:----------- |\n", "| 1 | beat and cut egg |\n", "| 2 | slice clove garlic and mix it with sausage, saffron, chicken broth, parsley and rice. Then boil it. |\n", "| 3 | Mix together the results of step 1 and step 2. |\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "0db21948c69549faacba6c72bf10e4af", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='build initial population', max=75.0, style=ProgressStyle(…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "926747e94e434c74b9d685cf09cffa77", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='run evolutionary cycles', max=35.0, style=ProgressStyle(d…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/markdown": [ "### Rice Recipe 6" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "\n", "2619502\n", "\n", " \n", "heat\n", "node score: 1.0000\n", "\n", "\n", "\n", "2619503\n", "\n", " \n", "mix\n", "node score: 1.0000\n", "\n", "\n", "\n", "2619502->2619503\n", "\n", "\n", "\n", "\n", "\n", "2619508\n", "\n", " \n", "saute\n", "node score: 1.0000\n", "\n", "\n", "\n", "2619503->2619508\n", "\n", "\n", "\n", "\n", "\n", "2619505\n", "\n", " \n", "kosher salt\n", "node score:1.0000\n", "\n", "\n", "\n", "2619503->2619505\n", "\n", "\n", "\n", "\n", "\n", "2619513\n", "\n", " \n", "rice\n", "node score:1.0000\n", "\n", "\n", "\n", "2619503->2619513\n", "\n", "\n", "\n", "\n", "\n", "2619514\n", "\n", " \n", "chicken broth\n", "node score:1.0000\n", "\n", "\n", "\n", "2619503->2619514\n", "\n", "\n", "\n", "\n", "\n", "2619512\n", "\n", " \n", "saffron\n", "node score:1.0000\n", "\n", "\n", "\n", "2619503->2619512\n", "\n", "\n", "\n", "\n", "\n", "2619504\n", "\n", " \n", "sausage\n", "node score:1.0000\n", "\n", "\n", "\n", "2619503->2619504\n", "\n", "\n", "\n", "\n", "\n", "2619506\n", "\n", " \n", "slice\n", "node score: 1.0000\n", "\n", "\n", "\n", "2619503->2619506\n", "\n", "\n", "\n", "\n", "\n", "2619509\n", "\n", " \n", "chop\n", "node score: 1.0000\n", "\n", "\n", "\n", "2619508->2619509\n", "\n", "\n", "\n", "\n", "\n", "2619510\n", "\n", " \n", "onion\n", "node score:1.0000\n", "\n", "\n", "\n", "2619509->2619510\n", "\n", "\n", "\n", "\n", "\n", "2619507\n", "\n", " \n", "carrot\n", "node score:1.0000\n", "\n", "\n", "\n", "2619506->2619507\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "**Ingredients**:\n", " * rice\n", " * carrot\n", " * chicken broth\n", " * onion\n", " * saffron\n", " * sausage\n", " * kosher salt\n", "\n", "\n", "**Instructions**:\n", "\n", "| Step | Instruction |\n", "| ----:|:----------- |\n", "| 1 | chop and saute onion |\n", "| 2 | slice carrot and mix it with kosher salt, rice, chicken broth, saffron and sausage and mix it together with the results of step 1. Then heat it. |\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "da108b0e8328436880442164a3ee8093", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='build initial population', max=75.0, style=ProgressStyle(…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2d50a77146154da7924154790f7fc1d8", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='run evolutionary cycles', max=35.0, style=ProgressStyle(d…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/markdown": [ "### Rice Recipe 7" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "\n", "2621040\n", "\n", " \n", "heat\n", "node score: 1.0000\n", "\n", "\n", "\n", "2621041\n", "\n", " \n", "mix\n", "node score: 1.0000\n", "\n", "\n", "\n", "2621040->2621041\n", "\n", "\n", "\n", "\n", "\n", "2621034\n", "\n", " \n", "saffron\n", "node score:1.0000\n", "\n", "\n", "\n", "2621041->2621034\n", "\n", "\n", "\n", "\n", "\n", "2621038\n", "\n", " \n", "chop\n", "node score: 1.0000\n", "\n", "\n", "\n", "2621041->2621038\n", "\n", "\n", "\n", "\n", "\n", "2621030\n", "\n", " \n", "rice\n", "node score:1.0000\n", "\n", "\n", "\n", "2621041->2621030\n", "\n", "\n", "\n", "\n", "\n", "2621032\n", "\n", " \n", "cut\n", "node score: 1.0000\n", "\n", "\n", "\n", "2621041->2621032\n", "\n", "\n", "\n", "\n", "\n", "2621039\n", "\n", " \n", "vegetable broth\n", "node score:1.0000\n", "\n", "\n", "\n", "2621041->2621039\n", "\n", "\n", "\n", "\n", "\n", "2621036\n", "\n", " \n", "chop\n", "node score: 1.0000\n", "\n", "\n", "\n", "2621041->2621036\n", "\n", "\n", "\n", "\n", "\n", "2621033\n", "\n", " \n", "water\n", "node score:1.0000\n", "\n", "\n", "\n", "2621041->2621033\n", "\n", "\n", "\n", "\n", "\n", "2621037\n", "\n", " \n", "celery\n", "node score:1.0000\n", "\n", "\n", "\n", "2621038->2621037\n", "\n", "\n", "\n", "\n", "\n", "2621031\n", "\n", " \n", "tomato\n", "node score:1.0000\n", "\n", "\n", "\n", "2621032->2621031\n", "\n", "\n", "\n", "\n", "\n", "2621035\n", "\n", " \n", "garlic clove\n", "node score:1.0000\n", "\n", "\n", "\n", "2621036->2621035\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "**Ingredients**:\n", " * rice\n", " * vegetable broth\n", " * celery\n", " * garlic clove\n", " * water\n", " * tomato\n", " * saffron\n", "\n", "\n", "**Instructions**:\n", "\n", "| Step | Instruction |\n", "| ----:|:----------- |\n", "| 1 | chop celery, cut tomato, chop garlic clove and mix it with saffron, rice, vegetable broth and water. Then heat it. |\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "fa8076cf2ace462d84050db33b11e9dd", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='build initial population', max=75.0, style=ProgressStyle(…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b7a0f57e78af418287dd9cc81db90e3b", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='run evolutionary cycles', max=35.0, style=ProgressStyle(d…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/markdown": [ "### Rice Recipe 8" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "\n", "2723679\n", "\n", " \n", "heat\n", "node score: 1.0000\n", "\n", "\n", "\n", "2723680\n", "\n", " \n", "mix\n", "node score: 1.0000\n", "\n", "\n", "\n", "2723679->2723680\n", "\n", "\n", "\n", "\n", "\n", "2723687\n", "\n", " \n", "vegetable oil\n", "node score:1.0000\n", "\n", "\n", "\n", "2723680->2723687\n", "\n", "\n", "\n", "\n", "\n", "2723683\n", "\n", " \n", "grate\n", "node score: 1.0000\n", "\n", "\n", "\n", "2723680->2723683\n", "\n", "\n", "\n", "\n", "\n", "2723685\n", "\n", " \n", "mushroom soup\n", "node score:1.0000\n", "\n", "\n", "\n", "2723680->2723685\n", "\n", "\n", "\n", "\n", "\n", "2723688\n", "\n", " \n", "rice\n", "node score:1.0000\n", "\n", "\n", "\n", "2723680->2723688\n", "\n", "\n", "\n", "\n", "\n", "2723689\n", "\n", " \n", "ground beef\n", "node score:1.0000\n", "\n", "\n", "\n", "2723680->2723689\n", "\n", "\n", "\n", "\n", "\n", "2723686\n", "\n", " \n", "soy sauce\n", "node score:1.0000\n", "\n", "\n", "\n", "2723680->2723686\n", "\n", "\n", "\n", "\n", "\n", "2723681\n", "\n", " \n", "peel\n", "node score: 1.0000\n", "\n", "\n", "\n", "2723680->2723681\n", "\n", "\n", "\n", "\n", "\n", "2723684\n", "\n", " \n", "carrot\n", "node score:1.0000\n", "\n", "\n", "\n", "2723683->2723684\n", "\n", "\n", "\n", "\n", "\n", "2723682\n", "\n", " \n", "onion\n", "node score:1.0000\n", "\n", "\n", "\n", "2723681->2723682\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "**Ingredients**:\n", " * vegetable oil\n", " * rice\n", " * ground beef\n", " * carrot\n", " * onion\n", " * soy sauce\n", " * mushroom soup\n", "\n", "\n", "**Instructions**:\n", "\n", "| Step | Instruction |\n", "| ----:|:----------- |\n", "| 1 | grate carrot, peel onion and mix it with vegetable oil, mushroom soup, rice, ground beef and soy sauce. Then heat it. |\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "fbc941a2a8464c799263119832250f04", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='build initial population', max=75.0, style=ProgressStyle(…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "cb6cd4db7a8045a58a69565b2feda5e5", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='run evolutionary cycles', max=35.0, style=ProgressStyle(d…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: cannot find matching action node for mutation\n", "\n" ] }, { "data": { "text/markdown": [ "### Rice Recipe 9" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "\n", "2728998\n", "\n", " \n", "heat\n", "node score: 1.0000\n", "\n", "\n", "\n", "2728999\n", "\n", " \n", "mix\n", "node score: 0.9286\n", "\n", "\n", "\n", "2728998->2728999\n", "\n", "\n", "\n", "\n", "\n", "2728995\n", "\n", " \n", "green pea\n", "node score:1.0000\n", "\n", "\n", "\n", "2728999->2728995\n", "\n", "\n", "\n", "\n", "\n", "2728988\n", "\n", " \n", "slice\n", "node score: 1.0000\n", "\n", "\n", "\n", "2728999->2728988\n", "\n", "\n", "\n", "\n", "\n", "2728990\n", "\n", " \n", "chop\n", "node score: 1.0000\n", "\n", "\n", "\n", "2728999->2728990\n", "\n", "\n", "\n", "\n", "\n", "2728986\n", "\n", " \n", "rice\n", "node score:1.0000\n", "\n", "\n", "\n", "2728999->2728986\n", "\n", "\n", "\n", "\n", "\n", "2728997\n", "\n", " \n", "chop\n", "node score: 1.0000\n", "\n", "\n", "\n", "2728999->2728997\n", "\n", "\n", "\n", "\n", "\n", "2728993\n", "\n", " \n", "chicken broth\n", "node score:1.0000\n", "\n", "\n", "\n", "2728999->2728993\n", "\n", "\n", "\n", "\n", "\n", "2728992\n", "\n", " \n", "chop\n", "node score: 1.0000\n", "\n", "\n", "\n", "2728999->2728992\n", "\n", "\n", "\n", "\n", "\n", "2728994\n", "\n", " \n", "salt\n", "node score:1.0000\n", "\n", "\n", "\n", "2728999->2728994\n", "\n", "\n", "\n", "\n", "\n", "2728987\n", "\n", " \n", "onion\n", "node score:1.0000\n", "\n", "\n", "\n", "2728988->2728987\n", "\n", "\n", "\n", "\n", "\n", "2728989\n", "\n", " \n", "chicken breast\n", "node score:1.0000\n", "\n", "\n", "\n", "2728990->2728989\n", "\n", "\n", "\n", "\n", "\n", "2728996\n", "\n", " \n", "parsley\n", "node score:1.0000\n", "\n", "\n", "\n", "2728997->2728996\n", "\n", "\n", "\n", "\n", "\n", "2728991\n", "\n", " \n", "green pepper\n", "node score:1.0000\n", "\n", "\n", "\n", "2728992->2728991\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "**Ingredients**:\n", " * green pepper\n", " * rice\n", " * green pea\n", " * chicken broth\n", " * salt\n", " * onion\n", " * parsley\n", " * chicken breast\n", "\n", "\n", "**Instructions**:\n", "\n", "| Step | Instruction |\n", "| ----:|:----------- |\n", "| 1 | slice onion, chop chicken breast, chop parsley, chop green pepper and mix it with green pea, rice, chicken broth and salt. Then heat it. |\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "28960ce1e8b1446983eed4f3f64f2971", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='build initial population', max=75.0, style=ProgressStyle(…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "37f8c72c2c4a4893ab76bc69dd9b7fd5", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, description='run evolutionary cycles', max=35.0, style=ProgressStyle(d…" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Warning: cannot mutate given node\n", "\n" ] }, { "data": { "text/markdown": [ "### Rice Recipe 10" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "\n", "2803311\n", "\n", " \n", "heat\n", "node score: 1.0000\n", "\n", "\n", "\n", "2803312\n", "\n", " \n", "mix\n", "node score: 1.0000\n", "\n", "\n", "\n", "2803311->2803312\n", "\n", "\n", "\n", "\n", "\n", "2803322\n", "\n", " \n", "parsley\n", "node score:1.0000\n", "\n", "\n", "\n", "2803312->2803322\n", "\n", "\n", "\n", "\n", "\n", "2803323\n", "\n", " \n", "sausage\n", "node score:1.0000\n", "\n", "\n", "\n", "2803312->2803323\n", "\n", "\n", "\n", "\n", "\n", "2803320\n", "\n", " \n", "rice\n", "node score:1.0000\n", "\n", "\n", "\n", "2803312->2803320\n", "\n", "\n", "\n", "\n", "\n", "2803314\n", "\n", " \n", "garlic salt\n", "node score:1.0000\n", "\n", "\n", "\n", "2803312->2803314\n", "\n", "\n", "\n", "\n", "\n", "2803315\n", "\n", " \n", "vegetable oil\n", "node score:1.0000\n", "\n", "\n", "\n", "2803312->2803315\n", "\n", "\n", "\n", "\n", "\n", "2803321\n", "\n", " \n", "chicken broth\n", "node score:1.0000\n", "\n", "\n", "\n", "2803312->2803321\n", "\n", "\n", "\n", "\n", "\n", "2803318\n", "\n", " \n", "cut\n", "node score: 1.0000\n", "\n", "\n", "\n", "2803312->2803318\n", "\n", "\n", "\n", "\n", "\n", "2803316\n", "\n", " \n", "dice\n", "node score: 1.0000\n", "\n", "\n", "\n", "2803312->2803316\n", "\n", "\n", "\n", "\n", "\n", "2803319\n", "\n", " \n", "onion\n", "node score:1.0000\n", "\n", "\n", "\n", "2803318->2803319\n", "\n", "\n", "\n", "\n", "\n", "2803317\n", "\n", " \n", "tomato\n", "node score:1.0000\n", "\n", "\n", "\n", "2803316->2803317\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "**Ingredients**:\n", " * garlic salt\n", " * vegetable oil\n", " * rice\n", " * chicken broth\n", " * onion\n", " * tomato\n", " * parsley\n", " * sausage\n", "\n", "\n", "**Instructions**:\n", "\n", "| Step | Instruction |\n", "| ----:|:----------- |\n", "| 1 | cut onion, dice tomato and mix it with parsley, sausage, rice, garlic salt, vegetable oil and chicken broth. Then heat it. |\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i in range(10):\n", "\n", " p = EA.Population([\"rice\"],['rice'], min_additional=6, max_additional=11, n_population = 75, mutations=2)\n", "\n", " p.run(35)\n", "\n", " scores = [tree.score() for tree in p.population]\n", "\n", " ii = np.argsort(-np.array(scores))\n", "\n", " samples_i = EA.np.random.choice(ii[:1],1)\n", "\n", " samples = [p.population[i] for i in samples_i]\n", "\n", " for k, s in enumerate(samples):\n", " display(EA.Markdown(f\"### Rice Recipe {i+1}\"))\n", " display(s.root().dot())\n", " display(s.root().to_instruction().to_markdown())\n", " with open(f\"rice_{i}.md\", \"w\") as f:\n", " f.write(s.root().to_instruction().to_markdown().data)\n", " f.close()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array(['heat', 'boil', 'cool', 'cook', 'bake', 'place', 'simmer', 'pour',\n", " 'warm', 'refrigerate', 'drain', 'brown', 'chill', 'cut', 'blend',\n", " 'beat', 'whisk', 'thicken', 'rinse', 'freeze', 'slice', 'soak',\n", " 'spread', 'knead', 'fry', 'melt', 'whip', 'steam', 'grill', 'peel',\n", " 'chop', 'break', 'brush', 'wash', 'open', 'burn', 'saute', 'steep',\n", " 'skim', 'squeeze', 'wipe', 'mash', 'marinate', 'broil', 'thaw',\n", " 'sour', 'crack', 'dice', 'grind', 'baste', 'mince', 'grate'],\n", " dtype='