def get_from(conn, is_group, contact_id, contact_name, your_name, row): mfrom, mtext, mdate, mtype, mgroupeventtype, mgroupmember, mmediaitem = row if mfrom != contact_id: if is_group: return contact_name + " - " + your_name, COLORS[0] else: return your_name, COLORS[0] mfrom = contact_name if is_group: if mgroupmember is not None and mtype != 6: mfrom += " - " + get_group_member_name(conn, mgroupmember) color = get_color(mfrom) return mfrom, color
def get_from(conn, is_group, contact_id, contact_name, your_name, row):
mfrom, mtext, mdate, mtype, mgroupeventtype, mgroupmember, mmediaitem = row
if mfrom != contact_id:
if is_group:
return contact_name + " - " + your_name, COLORS[0]
else:
return your_name, COLORS[0]
mfrom = contact_name
if is_group:
if mgroupmember is not None and mtype != 6:
mfrom += " - " + get_group_member_name(conn, mgroupmember)
color = get_color(mfrom)
return mfrom, color
def output_contact(conn, contact_conn, backup_extractor, chat_id, your_name):
reset_colors()
contact_name = str(chat_id)
html = open(get_filename(conn, contact_conn, chat_id), 'w', encoding="utf-8")
html.write(TEMPLATEBEGINNING % ("SMS/iMessage",))
c = conn.cursor()
c.execute("SELECT {} FROM message WHERE ROWID in ".format(FIELDS) + \
"(SELECT message_id FROM chat_message_join WHERE chat_id=?);", (chat_id,))
for row in c:
mid, mtext, mdate, is_from_me, handle_id, has_attachment = row
if has_attachment:
mtext = handle_media(conn, backup_extractor, mid, mtext)
mtext = mtext.replace("\n", "<br>\n")
mdatetime = get_date(mdate)
mfrom = your_name if is_from_me else get_contact_name(conn, contact_conn, handle_id)
color = COLORS[0] if is_from_me else get_color(handle_id)
html.write((ROWTEMPLATE % (color, mdatetime, mfrom, mtext)))
html.write(TEMPLATEEND)
html.close()
def output_contact(conn, contact_conn, backup_extractor, chat_id, your_name):
reset_colors()
contact_name = str(chat_id)
html = open(get_filename(conn, contact_conn, chat_id), 'w', encoding="utf-8")
html.write(TEMPLATEBEGINNING % ("SMS/iMessage",))
c = conn.cursor()
c.execute("SELECT {} FROM message WHERE ROWID in ".format(FIELDS) + \
"(SELECT message_id FROM chat_message_join WHERE chat_id=?);", (chat_id,))
for row in c:
mid, mtext, mdate, is_from_me, handle_id, has_attachment = row
if mtext is None:
mtext = ""
if has_attachment:
mtext = handle_media(conn, backup_extractor, mid, mtext)
mtext = mtext.replace("\n", "<br>\n")
mdatetime = get_date(mdate)
mfrom = your_name if is_from_me else get_contact_name(conn, contact_conn, handle_id)
color = COLORS[0] if is_from_me else get_color(handle_id)
html.write((ROWTEMPLATE % (color, mdatetime, mfrom, mtext)))
html.write(TEMPLATEEND)
html.close()
axarr[0].set_ylabel('Loss')
axarr[0].set_title('Training Loss')
axarr[1].plot(plotdata["batchsize"], plotdata["error"], 'r--')
axarr[1].set_xlabel('Minibatch number')
axarr[1].set_ylabel('Error')
axarr[1].set_title('Training Error')
f.tight_layout()
plt.show()
# Get test data
features, labels = data_gen(minibatch_size, num_features, num_classes)
print(trainer.test_minibatch({inputs: features, label: labels}))
pred = predict(features, z, inputs)
eq = pred == labels
print("Error (1-acc):", 1.0 - float(sum(eq))/len(eq))
acc_colors = [get_color(label[0], num_classes) for label in labels]
pred_colors = [get_color(y[0], num_classes) for y in pred]
plt.scatter(features[:,0], features[:,1], c=acc_colors, s=55)
plt.scatter(features[:,0], features[:,1], c=pred_colors, marker="x")
plt.show()
# Visualize boundaries
print("Displaying decision boundaries")
plt.scatter(features[:,0], features[:,1], c=acc_colors, s=55)
part, part_y = particles(500, 5, z, inputs, num_features)
part_colors = [get_color(y[0], num_classes) for y in part_y]
plt.scatter(part[:,0], part[:,1], c=part_colors, marker="x", alpha=0.5)
plt.show()