Added capacity plotting.

This commit is contained in:
Michael Whittaker 2021-01-27 16:56:21 -08:00
parent 9aac3a7541
commit 5303a004cc

View file

@ -106,49 +106,39 @@ class Strategy(Generic[T]):
read_fraction: Optional[Distribution] = None,
write_fraction: Optional[Distribution] = None) \
-> None:
nodes = nodes or list(self.nodes)
x_list = [node.x for node in nodes]
x_index = {x: i for (i, x) in enumerate(x_list)}
x_ticks = list(range(len(x_list)))
read_cmap = matplotlib.cm.get_cmap('Reds')
write_cmap = matplotlib.cm.get_cmap('Blues')
d = distribution.canonicalize_rw(read_fraction, write_fraction)
fr = sum(weight * fr for (fr, weight) in d.items())
fw = 1 - fr
self._plot_node_load_or_capacity_on(plot_load=True,
ax=ax,
nodes=nodes,
read_fraction=read_fraction,
write_fraction=write_fraction)
def read_quorum_to_bar_heights(quorum: Set[T]) -> np.array:
bar_heights = np.zeros(len(x_list))
for x in quorum:
bar_heights[x_index[x]] = 1 / self.read_capacity[x]
return bar_heights
def plot_node_capacity(self,
filename: str,
nodes: Optional[List[Node[T]]] = None,
read_fraction: Optional[Distribution] = None,
write_fraction: Optional[Distribution] = None) \
-> None:
fig, ax = plt.subplots()
self.plot_node_capacity_on(ax,
nodes=nodes or list(self.nodes),
read_fraction=read_fraction,
write_fraction=write_fraction)
ax.set_xlabel('Node')
ax.set_ylabel('Throughput')
fig.tight_layout()
fig.savefig(filename)
def write_quorum_to_bar_heights(quorum: Set[T]) -> np.array:
bar_heights = np.zeros(len(x_list))
for x in quorum:
bar_heights[x_index[x]] = 1 / self.write_capacity[x]
return bar_heights
bottom = np.zeros(len(x_list))
for (i, (rq, weight)) in enumerate(zip(self.reads, self.read_weights)):
bar_heights = fr * weight * read_quorum_to_bar_heights(rq)
ax.bar(x_ticks,
bar_heights,
bottom=bottom,
color=read_cmap(1 - i * 0.75 / len(self.reads)),
edgecolor='white', width=0.8)
bottom += bar_heights
for (i, (wq, weight)) in enumerate(zip(self.writes, self.write_weights)):
bar_heights = fw * weight * write_quorum_to_bar_heights(wq)
ax.bar(x_ticks,
bar_heights,
bottom=bottom,
color=write_cmap(1 - i * 0.75 / len(self.writes)),
edgecolor='white', width=0.8)
bottom += bar_heights
ax.set_xticks(x_ticks)
ax.set_xticklabels(str(x) for x in x_list)
def plot_node_capacity_on(self,
ax: plt.Axes,
nodes: Optional[List[Node[T]]] = None,
read_fraction: Optional[Distribution] = None,
write_fraction: Optional[Distribution] = None) \
-> None:
self._plot_node_load_or_capacity_on(plot_load=False,
ax=ax,
nodes=nodes,
read_fraction=read_fraction,
write_fraction=write_fraction)
def _node_load(self, x: T, fr: float) -> float:
"""
@ -164,4 +154,65 @@ class Strategy(Generic[T]):
"""
return max(self._node_load(node.x, fr) for node in self.nodes)
# TODO(mwhittaker): Add read/write load and capacity and read/write cap.
def _plot_node_load_or_capacity_on(
self,
plot_load: bool,
ax: plt.Axes,
nodes: Optional[List[Node[T]]] = None,
read_fraction: Optional[Distribution] = None,
write_fraction: Optional[Distribution] = None) \
-> None:
nodes = nodes or list(self.nodes)
x_list = [node.x for node in nodes]
x_index = {x: i for (i, x) in enumerate(x_list)}
x_ticks = list(range(len(x_list)))
read_cmap = matplotlib.cm.get_cmap('Reds')
write_cmap = matplotlib.cm.get_cmap('Blues')
d = distribution.canonicalize_rw(read_fraction, write_fraction)
fr = sum(weight * fr for (fr, weight) in d.items())
fw = 1 - fr
def read_quorum_to_bar_heights(quorum: Set[T]) -> np.array:
bar_heights = np.zeros(len(x_list))
for x in quorum:
bar_heights[x_index[x]] = 1
if plot_load:
bar_heights[x_index[x]] /= self.read_capacity[x]
return bar_heights
def write_quorum_to_bar_heights(quorum: Set[T]) -> np.array:
bar_heights = np.zeros(len(x_list))
for x in quorum:
bar_heights[x_index[x]] = 1
if plot_load:
bar_heights[x_index[x]] /= self.write_capacity[x]
return bar_heights
capacity = self.capacity(read_fraction=read_fraction,
write_fraction=write_fraction)
bottom = np.zeros(len(x_list))
for (i, (rq, weight)) in enumerate(zip(self.reads, self.read_weights)):
bar_heights = fr * weight * read_quorum_to_bar_heights(rq)
if not plot_load:
bar_heights *= capacity
ax.bar(x_ticks,
bar_heights,
bottom=bottom,
color=read_cmap(1 - i * 0.75 / len(self.reads)),
edgecolor='white', width=0.8)
bottom += bar_heights
for (i, (wq, weight)) in enumerate(zip(self.writes, self.write_weights)):
bar_heights = fw * weight * write_quorum_to_bar_heights(wq)
if not plot_load:
bar_heights *= capacity
ax.bar(x_ticks,
bar_heights,
bottom=bottom,
color=write_cmap(1 - i * 0.75 / len(self.writes)),
edgecolor='white', width=0.8)
bottom += bar_heights
ax.set_xticks(x_ticks)
ax.set_xticklabels(str(x) for x in x_list)