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data["list"][0]["task"]["size"], + "total": sum([x / (iterations * batch_size * count * count) for x in list(chain([data["list"][i]["report"]["time"]["total"] for i in range(count)]))]), + "combined": [ x / (count * batch_size) for x in list(chain(*[data["list"][i]["report"]["time"]["combined"] for i in range(count)]))], + "submission": [ x / (count * batch_size) for x in list(chain(*[data["list"][i]["report"]["time"]["submission"] for i in range(count)]))], + "completion": [ x / (count * batch_size) for x in list(chain(*[data["list"][i]["report"]["time"]["completion"] for i in range(count)]))] + } + + +# procceses a single file and appends the desired timings +# to the global data-array, handles multiple runs with a runid +# and ignores if the given file is not found as some +# configurations may not be benchmarked +def process_file_to_dataset(file_path, src_node, dst_node): + try: + file_data = load_time_mesurements(file_path) + time = [file_data["total"]] + run_idx = 0 + for t in time: + data.append({ runid : run_idx, x_label : dst_node, y_label : calc_throughput(file_data["size"], t)}) + run_idx = run_idx + 1 + except FileNotFoundError: + return + + +def plot_bar(table,title,node_config): + plt.figure(figsize=(8, 6)) + + sns.barplot(x=x_label, y=y_label, data=table, palette="rocket", errorbar=None) + + plt.ylim(0, 100) + + plt.savefig(os.path.join(output_path, f"plot-perf-{node_config}-throughput-selectbarplot.png"), bbox_inches='tight') + plt.show() + + +# loops over all possible configuration combinations and calls +# process_file_to_dataset for them in order to build a dataframe +# which is then displayed and saved +def main(node_config,title): + src_node = 0 + for dst_node in {8,11,12,15}: + size = "512mib" if node_config == "allnodes" and src_node == dst_node and src_node >= 8 else "1gib" + file = os.path.join(result_path, f"copy-n{src_node}ton{dst_node}-{size}-{node_config}-1e.json") + process_file_to_dataset(file, src_node, dst_node) + + df = 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