generate based on supplier

2023-06-10 23:23:44 +08:00 · 2023-06-10 23:23:44 +08:00 · 0647a9721a
parent 3b9252d93d
commit 0647a9721a
12 changed files with 877 additions and 57 deletions
--- a/pycache/controller_db.cpython-38.pyc
+++ b/pycache/controller_db.cpython-38.pyc
--- a/pycache/model.cpython-38.pyc
+++ b/pycache/model.cpython-38.pyc
--- a/pycache/orm.cpython-38.pyc
+++ b/pycache/orm.cpython-38.pyc
--- a/172
+++ b/172
@ -0,0 +1,172 @@
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--- a/controller_db.py
+++ b/controller_db.py
@ -116,7 +116,7 @@ class ControllerDB:
                         n_max_trial, crit_supplier,
                         firm_req_prf_size, firm_req_prf_conn,
                         firm_acc_prf_size, firm_acc_prf_conn,
-                         netw_sply_prf_n, netw_sply_prf_size, 
+                         netw_sply_prf_n, netw_sply_prf_size,
                         cap_limit_prob_type, cap_limit_level,
                         diff_new_conn, diff_remove, proactive_ratio):
        e = Experiment(
--- a/model.py
+++ b/model.py
@ -19,7 +19,7 @@ class Model(ap.Model):
        self.dct_lst_remove_firm_prod = self.p.dct_lst_init_remove_firm_prod

        self.int_n_max_trial = int(self.p.n_max_trial)
-        self.flt_netw_sply_prf_n = float(self.p.netw_sply_prf_n)
+        self.int_netw_sply_prf_size = int(self.p.netw_sply_prf_n)
        self.flt_netw_sply_prf_size = float(self.p.netw_sply_prf_size)
        self.str_cap_limit_prob_type = str(self.p.cap_limit_prob_type)
        self.flt_cap_limit_level = float(self.p.cap_limit_level)
@ -67,56 +67,51 @@ class Model(ap.Model):

        # add edge to G_firm according to G_bom
        for node in nx.nodes(G_Firm):
+            lst_pred_product_code = []
            for product_code in G_Firm.nodes[node]['Product_Code']:
-                for pred_product_code in \
-                        list(G_bom.predecessors(product_code)):
-                    # for each product of a certain firm
-                    # get each predecessor (component) of this product
-                    # get a list of firm producing this component
-                    lst_pred_firm = Firm['Code'][Firm[pred_product_code] ==
-                                                 1].to_list()
-                    lst_pred_firm_size_damp = \
-                        [G_Firm.nodes[pred_firm]['Revenue_Log'] **
-                         self.flt_netw_sply_prf_size
-                         for pred_firm in lst_pred_firm
-                         ]
-                    lst_prob = \
-                        [size_damp / sum(lst_pred_firm_size_damp)
-                         for size_damp in lst_pred_firm_size_damp
-                         ]
-                    # select multiple supplier
-                    # based on relative size of this firm
-                    lst_same_prod_firm = Firm['Code'][Firm[product_code] ==
-                                                      1].to_list()
-                    lst_same_prod_firm_size = [
-                        G_Firm.nodes[f]['Revenue_Log']
-                        for f in lst_same_prod_firm
-                    ]
-                    share = G_Firm.nodes[node]['Revenue_Log'] / sum(
-                        lst_same_prod_firm_size)
-                    # damp share
-                    share = share ** self.flt_netw_sply_prf_n
-                    n_pred_firm = round(share * len(lst_pred_firm)) if round(
-                        share * len(lst_pred_firm)) > 0 else 1  # at least one
-                    lst_choose_firm = self.nprandom.choice(lst_pred_firm,
-                                                           n_pred_firm,
-                                                           replace=False,
-                                                           p=lst_prob)
-                    lst_add_edge = [(node, pred_firm, {
-                        'Product': product_code
-                    }) for pred_firm in lst_choose_firm]
-                    G_Firm.add_edges_from(lst_add_edge)
+                lst_pred_product_code += list(G_bom.predecessors(product_code))
+            lst_pred_product_code = list(set(lst_pred_product_code))
+            for pred_product_code in lst_pred_product_code:
+                # for each product predecessor (component) the firm need
+                # get a list of firm producing this component
+                lst_pred_firm = \
+                    Firm['Code'][Firm[pred_product_code] == 1].to_list()
+                lst_pred_firm_size_damp = \
+                    [G_Firm.nodes[pred_firm]['Revenue_Log'] **
+                        self.flt_netw_sply_prf_size
+                        for pred_firm in lst_pred_firm]
+                lst_prob = \
+                    [size_damp / sum(lst_pred_firm_size_damp)
+                        for size_damp in lst_pred_firm_size_damp]
+                # select multiple supplier (multi-sourcing)
+                n_pred_firm = self.int_netw_sply_prf_size
+                lst_choose_firm = self.nprandom.choice(lst_pred_firm,
+                                                       n_pred_firm,
+                                                       replace=False,
+                                                       p=lst_prob)
+                lst_add_edge = [(pred_firm, node,
+                                {'Product': pred_product_code})
+                                for pred_firm in lst_choose_firm]
+                G_Firm.add_edges_from(lst_add_edge)

-                    # graph firm prod
+                # graph firm prod
+                set_node_prod_code = set(G_Firm.nodes[node]['Product_Code'])
+                set_pred_succ_code = set(G_bom.successors(pred_product_code))
+                set_use_pred_prod_code = \
+                    set_node_prod_code & set_pred_succ_code
+                for pred_firm in lst_choose_firm:
                    pred_node = [n for n, v in G_FirmProd.nodes(data=True)
-                                 if v['Firm_Code'] == node and
-                                 v['Product_Code'] == product_code][0]
-                    for pred_firm in lst_choose_firm:
-                        pred_node = [n for n, v in G_FirmProd.nodes(data=True)
-                                     if v['Firm_Code'] == pred_firm and
-                                     v['Product_Code'] == pred_product_code][0]
-                        G_FirmProd.add_edge(pred_node, pred_node)
+                                 if v['Firm_Code'] == pred_firm and
+                                 v['Product_Code'] == pred_product_code][0]
+                    for use_pred_prod_code in set_use_pred_prod_code:
+                        current_node = \
+                            [n for n, v in G_FirmProd.nodes(data=True)
+                             if v['Firm_Code'] == node and
+                             v['Product_Code'] == use_pred_prod_code][0]
+                        G_FirmProd.add_edge(pred_node, current_node)

+        nx.to_pandas_adjacency(G_Firm).to_csv('adj_g_firm')
+        nx.to_pandas_adjacency(G_FirmProd).to_csv('adj_g_firm_prod')
        # unconnected node
        # for node in nx.nodes(G_Firm):
        #     if node.
@ -124,6 +119,9 @@ class Model(ap.Model):
        self.sample.g_firm = json.dumps(nx.adjacency_data(G_Firm))
        self.firm_network = ap.Network(self, G_Firm)
        self.firm_prod_network = G_FirmProd
+        # import matplotlib.pyplot as plt
+        # nx.draw(G_FirmProd)
+        # plt.show()

        # init product
        for ag_node, attr in self.product_network.graph.nodes(data=True):
@ -283,13 +281,15 @@ class Model(ap.Model):
                                    'Product': di_supp_prod.code
                                })
                            ])
-                            # print(f"proactive add {select_cand.code} to "
-                            #       f"{pro_firm.code} "
-                            #       f"for {di_supp_code} {di_supp_prod.code}")
+                            print(f"proactive add {select_cand.code} to "
+                                  f"{pro_firm.code} "
+                                  f"for {di_supp_node['Firm_Code']} "
+                                  f"{di_supp_node['Product_Code']}")
                            # change capacity
                            select_cand.dct_prod_capacity[di_supp_prod] -= 1
                            break

+        nx.to_pandas_adjacency(G_Firm).to_csv('adj_g_firm_proactive')
        # draw network
        # self.draw_network()

--- a/network.png
+++ b/network.png
--- a/orm.py
+++ b/orm.py
@ -60,7 +60,7 @@ class Experiment(Base):
    firm_req_prf_conn = Column(Boolean, nullable=False)
    firm_acc_prf_size = Column(DECIMAL(8, 4), nullable=False)
    firm_acc_prf_conn = Column(Boolean, nullable=False)
-    netw_sply_prf_n = Column(DECIMAL(8, 4), nullable=False)
+    netw_sply_prf_n = Column(Integer, nullable=False)
    netw_sply_prf_size = Column(DECIMAL(8, 4), nullable=False)
    cap_limit_prob_type = Column(String(16), nullable=False)
    cap_limit_level = Column(DECIMAL(8, 4), nullable=False)
--- a/xv_with_exp.csv
+++ b/xv_with_exp.csv
@ -1,4 +1,4 @@
-n_max_trial,crit_supplier,firm_req_prf_size,firm_req_prf_conn,firm_acc_prf_size,firm_acc_prf_conn,netw_sply_prf_size,netw_pref_supp_size,cap_limit_prob_type,cap_limit_level,diff_new_conn,diff_remove,proactive_ratio
-15,2,2,True,2,True,0.5,2,uniform,5,0.5,0.5,0.4
-10,1,1,False,1,False,1,1,normal,10,1,1,0.6
-5,0.5,0.5,,0.5,,2,0.5,,15,2,2,0.8
+n_max_trial,crit_supplier,firm_req_prf_size,firm_req_prf_conn,firm_acc_prf_size,firm_acc_prf_conn,netw_sply_prf_n,netw_sply_prf_size,cap_limit_prob_type,cap_limit_level,diff_new_conn,diff_remove,proactive_ratio
+15,2,2,True,2,True,3,2,uniform,5,0.5,0.5,0.4
+10,1,1,False,1,False,2,1,normal,10,1,1,0.6
+5,0.5,0.5,,0.5,,1,0.5,,15,2,2,0.8
--- a/xv_without_exp.csv
+++ b/xv_without_exp.csv
@ -1,4 +1,4 @@
 n_max_trial,crit_supplier,firm_req_prf_size,firm_req_prf_conn,firm_acc_prf_size,firm_acc_prf_conn,netw_sply_prf_n,netw_sply_prf_size,cap_limit_prob_type,cap_limit_level,diff_new_conn,diff_remove,proactive_ratio
-10,1,1,True,1,True,1,1,normal,10,1,1,0.2
+10,1,1,True,1,True,1,1,uniform,10,1,1,0.9
 ,,,,,,,,,,,,
 ,,,,,,,,,,,,