调整工程架构，增补了几种算法，初步添加神经网路训练拟合代码

base_optimizer/optimizer_celldivision.py

@@ -1,5 +1,30 @@
 from base_optimizer.optimizer_common import *
-from result_analysis import *
+
+
+def component_assign_evaluate(component_data, component_result, cycle_result, feeder_slot_result) -> float:
+    nozzle_change_counter = 0
+    for head in range(max_head_index):
+        nozzle = ''
+        for cycle in range(len(component_result)):
+            component_index = component_result[cycle][head]
+            if component_index == -1:
+                continue
+
+            if cycle != 0 and nozzle != component_data.loc[component_index, 'nz']:
+                nozzle_change_counter += 1
+            nozzle = component_data.loc[component_index, 'nz']
+
+    gang_pick_counter = 0
+    for cycle, feeder_slot in enumerate(feeder_slot_result):
+        pick_slot = defaultdict(int)
+        for head, slot in enumerate(feeder_slot):
+            if slot == -1:
+                continue
+            pick_slot[slot - head * interval_ratio] += 1
+        for _ in pick_slot.values():
+            gang_pick_counter += cycle_result[cycle]
+
+    return sum(cycle_result) + e_nz_change * nozzle_change_counter + e_gang_pick * gang_pick_counter
 
 
 def convert_cell_2_result(pcb_data, component_data, component_cell, population):