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{
"cells": [
{
"cell_type": "code",
"execution_count": 109,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"from scipy.special import comb\n",
"from scipy.special import perm\n",
"from pprint import pprint\n",
"import factors_analyzer\n",
"\n",
"%matplotlib inline\n",
"from __future__ import division\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.gridspec as gridspec\n",
"from sympy.interactive import printing\n",
"printing.init_printing()"
]
},
{
"cell_type": "code",
"execution_count": 110,
"metadata": {},
"outputs": [],
"source": [
"np.random.seed(123)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Inicializando algumas constantes:"
]
},
{
"cell_type": "code",
"execution_count": 111,
"metadata": {},
"outputs": [],
"source": [
"global FIG_HEIGHT, FIG_WIDTH, VS_INDEX, REQUEST_INDEX\n",
"\n",
"FIG_HEIGHT = 15\n",
"FIG_WIDTH = 10\n",
"VS_INDEX = 1\n",
"REQUEST_INDEX = 0"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Inicializando algumas variáveis:"
]
},
{
"cell_type": "code",
"execution_count": 112,
"metadata": {},
"outputs": [],
"source": [
"path = 'dados/cooked/'\n",
"file_names = [\n",
" 'epollog_jun17.csv', 'epollog_jul17.csv', 'epollog_ago17.csv']\n",
"type_request_to_endpoint = {\n",
" \"GET\": \"/caso/:id/peca/:id\", \"POST\": \"/caso/:id\" }\n",
"df = pd.DataFrame(\n",
" columns=['DATE', 'REQUEST_TYPE', 'REQUEST', 'MAJOR_VS'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lendo dados pré-processados:"
]
},
{
"cell_type": "code",
"execution_count": 113,
"metadata": {},
"outputs": [],
"source": [
"for i, file in enumerate(file_names):\n",
" file_path = path + file\n",
" df_temp = pd.read_csv(file_path, delimiter=\";\")\n",
" df = df.append(df_temp, ignore_index=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Filtrando dados para apenas trabalhar com:\n",
"- GET /caso/:id/peca/:id \n",
"- POST\" /caso/:id "
]
},
{
"cell_type": "code",
"execution_count": 114,
"metadata": {},
"outputs": [],
"source": [
"post_request_regex = '(caso)/([0-9]+)$'\n",
"get_request_regex = '(caso)/([0-9]*)/([a-z]){4}/([0-9]*)'\n",
"posts = df.loc[\n",
" ((df['REQUEST_TYPE'] == 'POST') & (df['REQUEST'].str.match(post_request_regex)))]\n",
"gets = df.loc[\n",
" ((df['REQUEST_TYPE'] == 'GET') & (df['REQUEST'].str.match(get_request_regex)))]\n",
"df = posts.append(gets, ignore_index=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"O dataframe tem a seguinte estrutura:"
]
},
{
"cell_type": "code",
"execution_count": 115,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>DATE</th>\n",
" <th>REQUEST_TYPE</th>\n",
" <th>REQUEST</th>\n",
" <th>MAJOR_VS</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>27/Jun/2017</td>\n",
" <td>POST</td>\n",
" <td>caso/8181</td>\n",
" <td>1.30.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>27/Jun/2017</td>\n",
" <td>POST</td>\n",
" <td>caso/17584</td>\n",
" <td>1.30.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>27/Jun/2017</td>\n",
" <td>POST</td>\n",
" <td>caso/17584</td>\n",
" <td>1.30.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>27/Jun/2017</td>\n",
" <td>POST</td>\n",
" <td>caso/8201</td>\n",
" <td>1.30.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>27/Jun/2017</td>\n",
" <td>POST</td>\n",
" <td>caso/18204</td>\n",
" <td>1.30.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" DATE REQUEST_TYPE REQUEST MAJOR_VS\n",
"0 27/Jun/2017 POST caso/8181 1.30.0\n",
"1 27/Jun/2017 POST caso/17584 1.30.0\n",
"2 27/Jun/2017 POST caso/17584 1.30.0\n",
"3 27/Jun/2017 POST caso/8201 1.30.0\n",
"4 27/Jun/2017 POST caso/18204 1.30.0"
]
},
"execution_count": 115,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 116,
"metadata": {},
"outputs": [],
"source": [
"def init_grid():\n",
" \"\"\"Inicia e retorna grid para plotar conjunto de gráficos de 1 único experimento\"\"\"\n",
" return gridspec.GridSpec(\n",
" 4, 2, \n",
" width_ratios=[1, 1], \n",
" height_ratios=[1, 1, 1, 1])"
]
},
{
"cell_type": "code",
"execution_count": 117,
"metadata": {},
"outputs": [],
"source": [
"def draw_lines(ax, x_axis, y_axis):\n",
" \"\"\"Desenha no gráfico linhas que mapeam o eixo x para o eixoy de um ponto.\"\"\"\n",
" for i in range(len(x_axis)):\n",
" start_x = 0\n",
" end_x = x_axis[i]\n",
" y_height = y_axis[i]\n",
" #ax.axhline(y=y_height, xmin=start_x, xmax=end_x, color='grey', lw=0.5)\n",
" ax.plot([start_x, end_x], [y_height, y_height], '--', lw=0.8, color='grey')"
]
},
{
"cell_type": "code",
"execution_count": 118,
"metadata": {},
"outputs": [],
"source": [
"def plot(x_axis, y_axis, title, x_label, y_label, fig, grid, graph_i):\n",
" \"\"\"Desenha gráfico em grid.\"\"\"\n",
" color = \"goldenrod\" if graph_i <= 3 else \"navy\"\n",
" ax = fig.add_subplot(grid[graph_i])\n",
" ax.plot(x_axis, y_axis, '-o', color=color)\n",
" draw_lines(ax, x_axis, y_axis)\n",
" ax.set(title=title, xlabel=x_label, ylabel=y_label)\n",
" #ax.yaxis.set(ticks=(0,1), ticklabels=('Failure', 'Success'))"
]
},
{
"cell_type": "code",
"execution_count": 119,
"metadata": {},
"outputs": [],
"source": [
"def get_plot_title(rest_request, endpoint, vs, bernoulli_trial_prob):\n",
" \"\"\"Formata e retorna título para um gráfico\"\"\"\n",
" return \"Requisição: %s %s. Vs: %s. \\nProb de sucesso no ensaio de Bernoulli: %.2f\" % (\n",
" rest_request, endpoint, vs, bernoulli_trial_prob) "
]
},
{
"cell_type": "code",
"execution_count": 123,
"metadata": {},
"outputs": [],
"source": [
"def calc_prob(n, k, p, n_trials):\n",
" \"\"\"\n",
" A função np.random.binomial() gera amostras de distribuição binomial. Cada amostra é um Processo de Bernoulli.\n",
" Ela recebe os seguintes params:\n",
" O param n define a quantidade de ensaios de Bernoulli em um processo de Bernoulli.\n",
" O param p define a chance de sucesso em um ensaio Bernoulli.\n",
" O param size define quantos Processos de Bernoulli serão gerados. O array que a função retorna tem esse \n",
" tamanho.\n",
" Seguindo a documentação dessa função, para calcular a probabilidade de k sucessos, gero um grande número de \n",
" processos de Bernoulli e vejo em quantos exatamente k requisições tiveram sucesso. Divido esse valor pelo número\n",
" de processos gerados.\n",
" \"\"\"\n",
" return sum(np.random.binomial(n=n, p=p, size=n_trials) <= k)/n_trials"
]
},
{
"cell_type": "code",
"execution_count": 124,
"metadata": {},
"outputs": [],
"source": [
"def run_experiment(initial_bernoulli_trial_prob, first_vs, last_vs):\n",
" \n",
" xlabel = \"Porcentagem requisições com sucesso\"\n",
" ylabel = \"Probabilidade de sucesso\"\n",
" fig = plt.figure(figsize=(FIG_WIDTH, FIG_HEIGHT))\n",
" grid = init_grid() \n",
" graph_i = 0\n",
" \n",
" for group, group_itens in df.groupby(['REQUEST_TYPE', 'MAJOR_VS']):\n",
" \n",
" plt_y = []\n",
" plt_x = list(range(10, 110, 10))\n",
" percents = list(map(lambda n: n/100, plt_x)) \n",
" vs = group[VS_INDEX][:-2]\n",
" rest_request = group[REQUEST_INDEX]\n",
" n_requests = len(group_itens.get_values()) \n",
" \n",
" if vs == first_vs:\n",
" bernoulli_trial_prob = initial_bernoulli_trial_prob\n",
" \n",
" for percent in percents:\n",
" n,k,p = 10, int(10*percent), bernoulli_trial_prob\n",
" prob = calc_prob(n, k, p, 200000)\n",
" plt_y.append(prob)\n",
" \n",
" title = get_plot_title(rest_request, type_request_to_endpoint[rest_request], vs, bernoulli_trial_prob)\n",
" plot(plt_x, plt_y, title, xlabel, ylabel, fig, grid, graph_i) \n",
" \n",
" if vs != last_vs:\n",
" bernoulli_trial_prob = factors_analyzer.estimate(\n",
" vs, str(float(vs) + 0.01), type_request_to_endpoint[rest_request], rest_request, initial_bernoulli_trial_prob)\n",
" graph_i += 1\n",
"\n",
" fig.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Como o experimento foi pensando"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### O modelo"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"O Processo de Bernoulli é uma sequência de independentes variáveis de Bernoulli de mesma distribuição, em que cada variável Xi na sequência é associada a um ensaio, ou experimento, de Bernoulli."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Nesse experimento, o objetivo é saber se uma request vai ser bem sucedida ou não, e para isso iremos usar o Processo de Bernoulli como modelo. Nesse sentido, o processamento de uma requisição pode ser representado como um ensaio de Bernoulli: \n",
"* o processamento pode assumir os valores 0 ou 1 (fracasso ou sucesso, respectivamente)\n",
"* sucesso de uma requisição tem probabilidade p de ocorrer (portanto o fracasso tem probabilidade 1-p)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Um experimento de distribuição binomial é na verdade um experimento de n repetições independentes de um ensaio de Bernoulli, com p constante. Portanto, podemos pensar no número de requisições como sucessos como uma variável aleatória binomial com parâmetros n e p. Utilizaremos a distribuição binomial para calcular a probabilidade de sucesso para n ensaios. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Como foi executado"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Os dados de uma versão anterior do sistema (ex: mudanças nos métodos do endpoint na versão anterior) devem ser considerados no experimento para uma dada versão i. Contudo, se essa versão for a primeira, visto que não há histórico, como definir p, a probabilidade de sucesso de um ensaio de Bernoulli?\n",
"\n",
"A escolha desse parâmetro deve ser melhor pensada, caso o modelo desse experimeto venha a ser usado de fato. O que eu fiz nesse relatório foi definir uma função (abaixo) em que a chance de sucesso em um ensaio de Bernoulli para a primeira versão do sistema seja passada como parâmetro. Plotei gráficos variando esse parâmetro entre 0.5 e 1 (na primeira versão do sistema uma requisição tem 50% e 100% de chance, respectivamente, de ser bem sucedida)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Usando a distribuição binomial, iremos calcular a probabilidade de haver X de sucessos em cada versão. Estaremos na verdade representado o número de sucessos como uma porcentagem `[0%, 100%]`."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Como a versão anterior do sistema influenciará? \n",
"Se da versão passada para a atual apenas 10% dos métodos foram alterados, então a chance de sucesso do ensaio de bernoulli da minha atual versão será `chance de sucesso no ensaio de bernoulli da versão anterior + porcentagem de métodos alterados que afetam o endpoint` (levando em consideração a proporção entre essas duas veriáveis). Exemplo: \n",
"se na versão anterior do sistema a chance de sucesso no ensaio era de 0.7 e 80% dos métodos do endpoint sofreram alterações, então a nova chande de sucesso no ensaio de bernoulli será `0.7 + 0.8 * 0.3` (0.3 = 1 - 0.7)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Os gráficos são de distribuição acumulativa. Um exemplo de como usá-los é perguntar: \n",
"* Qual a probabilidade de que o número de sucessos fique entre entre 80% e 100%?\n",
" * Se no ponto onde x = 80% y for 0.3 e no ponto onde x = 100% y for 0.7, então a probabilidade de que o número de requisições com sucessos fique entre entre 80% e 100% é de 0.4."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Nos gráficos da requisição `POST /caso/:id` não há nenhuma evolução, entre versões, da chance de sucesso para um ensaio de Bernoulli. Os gráficos são sempre iguais. Aparentemente os métodos para esse endpoint não foram afetados entre essas versões."
]
},
{
"cell_type": "code",
"execution_count": 125,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x1080 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run_experiment(initial_bernoulli_trial_prob=0.5, first_vs=\"1.30\", last_vs=\"1.33\")"
]
},
{
"cell_type": "code",
"execution_count": 126,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x1080 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run_experiment(initial_bernoulli_trial_prob=0.7, first_vs=\"1.30\", last_vs=\"1.33\")"
]
},
{
"cell_type": "code",
"execution_count": 127,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x1080 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run_experiment(initial_bernoulli_trial_prob=0.8, first_vs=\"1.30\", last_vs=\"1.33\")"
]
},
{
"cell_type": "code",
"execution_count": 128,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x1080 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run_experiment(initial_bernoulli_trial_prob=0.9, first_vs=\"1.30\", last_vs=\"1.33\")"
]
},
{
"cell_type": "code",
"execution_count": 129,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x1080 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"run_experiment(initial_bernoulli_trial_prob=1, first_vs=\"1.30\", last_vs=\"1.33\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Esse último grid eu gerei só por _curiosidade_. Se o ensaio de Bernoulli da primveira versão já tiver chance de sucesso de 1, então já é esperado que 100% das requisições sejam atendido (prob de sucesso = 1)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Como deve ter ficado claro, o valor da chance de sucesso no ensaio de Bernoulli da primveira versão tem grande influencia para o comportamento."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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