def query_vector(word_hash, word_vector_hash, vector_length): query_vector = zeros(vector_length) for word,word_count in word_hash.items(): if word in word_vector_hash: word_vector = word_vector_hash[word] else: word_vector = vector.random_vector(vector_length) for i in range(word_count): query_vector += word_vector query_vector = query_vector/(linalg.norm(query_vector)) return query_vector
def word_vectors(csv_file, vector_length, validation, word_to_skus=None, generated_sku_vectors=None):
word_vects = {}
words_index = 3
queries = kaggle.slice(kaggle.file_to_array(csv_file, validation), words_index)
for q in queries:
formatted = kaggle.format_string(q)
for word in kaggle.tokenize(formatted):
if word not in word_vects:
word_vects[word] = vector.random_vector(vector_length)
return word_vects
delta_time = 0.0
clock = pygame.time.Clock()
mouse_position = (0, 0)
while app_running:
mouse_position = pygame.mouse.get_pos()
for event in pygame.event.get():
if event.type == pygame.QUIT:
app_running = False
elif event.type == pygame.KEYDOWN:
if event.key == pygame.K_ESCAPE:
app_running = False
elif event.type == pygame.KEYUP:
pass
elif event.type == pygame.MOUSEBUTTONDOWN:
if event.button == pygame.BUTTON_LEFT:
entities.balls.append(
Ball(Vector(event.pos[0], event.pos[1]),
vector.random_vector() * 300))
update()
draw()
pygame.display.flip()
commons.delta_time = 0.001 * clock.tick(144)
pygame.quit()
