diff --git a/reliability/GIP-MI-demo/GCN-Informer/README.md b/reliability/GIP-MI-demo/GCN-Informer/README.md
new file mode 100644
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+++ b/reliability/GIP-MI-demo/GCN-Informer/README.md
@@ -0,0 +1,32 @@
+# GCN-Informer
+
+本目录包含 GCN-Informer 的训练/验证/测试代码，以及配套的 CPU / Memory / Response Time 数据集样例。
+
+## 目录结构
+
+- `train_gcn_informer.py`：训练/验证/测试入口（默认使用 `data/myData/2024-05-5_train_constant.csv`）
+- `data/myData/`：数据集 CSV
+- `models/`：模型组件（Informer + GCN）
+- `utils/`：mask 与指标计算
+- `checkpoints/`：默认保存 `checkpoints/gcn_informer/best_model.pt`
+- `results/`：默认输出 `results/gcn_informer/test_predictions.csv`
+
+## 安装依赖
+
+```bash
+pip install -r requirements.txt
+```
+
+## 运行
+
+默认训练（结束后会跑 test 并导出预测 CSV）：
+
+```bash
+python train_gcn_informer.py
+```
+
+指定数据文件：
+
+```bash
+python train_gcn_informer.py --data_path data/myData/2024-07-08_train_non-constant.csv
+```
diff --git a/reliability/GIP-MI-demo/GCN-Informer/__pycache__/train_gcn_informer.cpython-39.pyc b/reliability/GIP-MI-demo/GCN-Informer/__pycache__/train_gcn_informer.cpython-39.pyc
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diff --git a/reliability/GIP-MI-demo/GCN-Informer/checkpoints/gcn_informer/best_model.pt b/reliability/GIP-MI-demo/GCN-Informer/checkpoints/gcn_informer/best_model.pt
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diff --git a/reliability/GIP-MI-demo/GCN-Informer/data/myData/2024-05-5_aging_constant.csv b/reliability/GIP-MI-demo/GCN-Informer/data/myData/2024-05-5_aging_constant.csv
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+++ b/reliability/GIP-MI-demo/GCN-Informer/data/myData/2024-05-5_aging_constant.csv
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+time,cpu_usage,memory_usage,response_time
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\ No newline at end of file
diff --git a/reliability/GIP-MI-demo/GCN-Informer/data/myData/2024-05-5_train_constant.csv b/reliability/GIP-MI-demo/GCN-Informer/data/myData/2024-05-5_train_constant.csv
new file mode 100644
index 00000000..ad6ee3e9
--- /dev/null
+++ b/reliability/GIP-MI-demo/GCN-Informer/data/myData/2024-05-5_train_constant.csv
@@ -0,0 +1,9390 @@
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\ No newline at end of file
diff --git a/reliability/GIP-MI-demo/GCN-Informer/data/myData/2024-07-08_aging_non-constant.csv b/reliability/GIP-MI-demo/GCN-Informer/data/myData/2024-07-08_aging_non-constant.csv
new file mode 100644
index 00000000..6cf3ce63
--- /dev/null
+++ b/reliability/GIP-MI-demo/GCN-Informer/data/myData/2024-07-08_aging_non-constant.csv
@@ -0,0 +1,7120 @@
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diff --git a/reliability/GIP-MI-demo/GCN-Informer/data/myData/2024-07-08_train_non-constant.csv b/reliability/GIP-MI-demo/GCN-Informer/data/myData/2024-07-08_train_non-constant.csv
new file mode 100644
index 00000000..46af2920
--- /dev/null
+++ b/reliability/GIP-MI-demo/GCN-Informer/data/myData/2024-07-08_train_non-constant.csv
@@ -0,0 +1,6218 @@
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+2024-07-09 22:20:20,54.19999999998254,90.9902928917112,0.8073435170309884
+2024-07-09 22:20:40,72.60000000009313,90.96763364757882,0.9795616354261125
+2024-07-09 22:21:00,100.0,91.01337175147565,5.4235850464213975
+2024-07-09 22:21:20,60.200000000040745,91.01980585783424,1.1868330069950648
+2024-07-09 22:21:40,100.0,91.04973843958932,3.2863828341166177
+2024-07-09 22:22:00,100.0,91.0554731865611,1.2448789808485243
+2024-07-09 22:22:20,85.80000000001746,91.05281562089128,1.360266238451004
+2024-07-09 22:22:40,100.0,91.0749153775142,1.307204246520996
+2024-07-09 22:23:00,57.79999999998836,91.08666461521248,0.941523265838623
+2024-07-09 22:23:20,100.0,91.08470640892942,3.529847502708435
+2024-07-09 22:23:40,76.60000000003492,91.05645228970263,1.0404035151004791
+2024-07-09 22:24:00,87.39999999990687,91.08358743391054,1.3903115060594347
+2024-07-09 22:24:20,19.199999999982538,91.13520015665652,0.9269437789916992
+2024-07-09 22:24:40,100.0,91.09925308417488,1.5476913750171661
+2024-07-09 22:25:00,93.60000000000582,91.12932553780738,1.4159697161780462
+2024-07-09 22:25:20,97.79999999998836,91.12596861275073,1.2800493836402893
+2024-07-09 22:25:40,100.0,91.1454108037038,1.7225449979305267
+2024-07-09 22:26:00,70.39999999993597,91.14555067558116,1.3994223773479462
+2024-07-09 22:26:20,49.40000000002328,91.14722913810948,0.49402421712875366
+2024-07-09 22:26:40,53.399999999965075,91.1546423476096,0.9049129962921143
+2024-07-09 22:27:00,100.0,91.19184826698744,1.7714261054992675
+2024-07-09 22:27:20,100.0,91.19086916384592,3.8967360655466714
+2024-07-09 22:27:40,100.0,91.20639494223292,4.28440477848053
+2024-07-09 22:28:00,100.0,91.21996251433688,3.6149758815765383
+2024-07-09 22:28:20,100.0,91.24164265532772,3.9946844577789307
+2024-07-09 22:28:40,80.20000000004075,91.24527932413908,1.5287649393081666
+2024-07-09 22:29:00,81.39999999999418,91.25185330237504,1.3176948130130768
+2024-07-09 22:29:20,46.199999999953434,91.25227291800712,0.2983393669128418
+2024-07-09 22:29:40,86.00000000005821,91.25926651187513,1.231333315372467
+2024-07-09 22:30:00,90.39999999993597,91.2670993370073,1.1370152064732142
+2024-07-09 22:30:20,78.0000000000291,91.28346434665846,0.8041118383407593
+2024-07-09 22:30:40,92.20000000001164,91.27856883095085,1.730177296532525
+2024-07-09 22:31:00,85.99999999991269,91.27744985593196,1.376021146774292
+2024-07-09 22:31:20,95.0,91.25465073992224,0.773078169141497
+2024-07-09 22:31:40,80.19999999989523,91.30682295017763,0.8017830508095878
+2024-07-09 22:32:00,75.39999999993597,91.3009483313285,1.9395414682535024
\ No newline at end of file
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diff --git a/reliability/GIP-MI-demo/GCN-Informer/models/attn.py b/reliability/GIP-MI-demo/GCN-Informer/models/attn.py
new file mode 100644
index 00000000..9411e637
--- /dev/null
+++ b/reliability/GIP-MI-demo/GCN-Informer/models/attn.py
@@ -0,0 +1,163 @@
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+
+import numpy as np
+
+from math import sqrt
+from utils.masking import TriangularCausalMask, ProbMask
+
+class FullAttention(nn.Module):
+    def __init__(self, mask_flag=True, factor=5, scale=None, attention_dropout=0.1, output_attention=False):
+        super(FullAttention, self).__init__()
+        self.scale = scale
+        self.mask_flag = mask_flag
+        self.output_attention = output_attention
+        self.dropout = nn.Dropout(attention_dropout)
+        
+    def forward(self, queries, keys, values, attn_mask):
+        B, L, H, E = queries.shape
+        _, S, _, D = values.shape
+        scale = self.scale or 1./sqrt(E)
+
+        scores = torch.einsum("blhe,bshe->bhls", queries, keys)
+        if self.mask_flag:
+            if attn_mask is None:
+                attn_mask = TriangularCausalMask(B, L, device=queries.device)
+
+            scores.masked_fill_(attn_mask.mask, -np.inf)
+
+        A = self.dropout(torch.softmax(scale * scores, dim=-1))
+        V = torch.einsum("bhls,bshd->blhd", A, values)
+        
+        if self.output_attention:
+            return (V.contiguous(), A)
+        else:
+            return (V.contiguous(), None)
+
+class ProbAttention(nn.Module):
+    def __init__(self, mask_flag=True, factor=5, scale=None, attention_dropout=0.1, output_attention=False):
+        super(ProbAttention, self).__init__()
+        self.factor = factor
+        self.scale = scale
+        self.mask_flag = mask_flag
+        self.output_attention = output_attention
+        self.dropout = nn.Dropout(attention_dropout)
+
+    def _prob_QK(self, Q, K, sample_k, n_top): # n_top: c*ln(L_q)
+        # Q [B, H, L, D]
+        B, H, L_K, E = K.shape
+        _, _, L_Q, _ = Q.shape
+
+        # calculate the sampled Q_K
+        K_expand = K.unsqueeze(-3).expand(B, H, L_Q, L_K, E)
+        index_sample = torch.randint(L_K, (L_Q, sample_k)) # real U = U_part(factor*ln(L_k))*L_q
+        K_sample = K_expand[:, :, torch.arange(L_Q).unsqueeze(1), index_sample, :]
+        Q_K_sample = torch.matmul(Q.unsqueeze(-2), K_sample.transpose(-2, -1)).squeeze(-2)
+
+        # find the Top_k query with sparisty measurement
+        M = Q_K_sample.max(-1)[0] - torch.div(Q_K_sample.sum(-1), L_K)
+        M_top = M.topk(n_top, sorted=False)[1]
+
+        # use the reduced Q to calculate Q_K
+        Q_reduce = Q[torch.arange(B)[:, None, None],
+                     torch.arange(H)[None, :, None],
+                     M_top, :] # factor*ln(L_q)
+        Q_K = torch.matmul(Q_reduce, K.transpose(-2, -1)) # factor*ln(L_q)*L_k
+
+        return Q_K, M_top
+
+    def _get_initial_context(self, V, L_Q):
+        B, H, L_V, D = V.shape
+        if not self.mask_flag:
+            # V_sum = V.sum(dim=-2)
+            V_sum = V.mean(dim=-2)
+            contex = V_sum.unsqueeze(-2).expand(B, H, L_Q, V_sum.shape[-1]).clone()
+        else: # use mask
+            assert(L_Q == L_V) # requires that L_Q == L_V, i.e. for self-attention only
+            contex = V.cumsum(dim=-2)
+        return contex
+
+    def _update_context(self, context_in, V, scores, index, L_Q, attn_mask):
+        B, H, L_V, D = V.shape
+
+        if self.mask_flag:
+            attn_mask = ProbMask(B, H, L_Q, index, scores, device=V.device)
+            scores.masked_fill_(attn_mask.mask, -np.inf)
+
+        attn = torch.softmax(scores, dim=-1) # nn.Softmax(dim=-1)(scores)
+
+        context_in[torch.arange(B)[:, None, None],
+                   torch.arange(H)[None, :, None],
+                   index, :] = torch.matmul(attn, V).type_as(context_in)
+        if self.output_attention:
+            attns = (torch.ones([B, H, L_V, L_V])/L_V).type_as(attn).to(attn.device)
+            attns[torch.arange(B)[:, None, None], torch.arange(H)[None, :, None], index, :] = attn
+            return (context_in, attns)
+        else:
+            return (context_in, None)
+
+    def forward(self, queries, keys, values, attn_mask):
+        B, L_Q, H, D = queries.shape
+        _, L_K, _, _ = keys.shape
+
+        queries = queries.transpose(2,1)
+        keys = keys.transpose(2,1)
+        values = values.transpose(2,1)
+
+        U_part = self.factor * np.ceil(np.log(L_K)).astype('int').item() # c*ln(L_k)
+        u = self.factor * np.ceil(np.log(L_Q)).astype('int').item() # c*ln(L_q) 
+
+        U_part = U_part if U_part<L_K else L_K
+        u = u if u<L_Q else L_Q
+        
+        scores_top, index = self._prob_QK(queries, keys, sample_k=U_part, n_top=u) 
+
+        # add scale factor
+        scale = self.scale or 1./sqrt(D)
+        if scale is not None:
+            scores_top = scores_top * scale
+        # get the context
+        context = self._get_initial_context(values, L_Q)
+        # update the context with selected top_k queries
+        context, attn = self._update_context(context, values, scores_top, index, L_Q, attn_mask)
+        
+        return context.transpose(2,1).contiguous(), attn
+
+
+class AttentionLayer(nn.Module):
+    def __init__(self, attention, d_model, n_heads, 
+                 d_keys=None, d_values=None, mix=False):
+        super(AttentionLayer, self).__init__()
+
+        d_keys = d_keys or (d_model//n_heads)
+        d_values = d_values or (d_model//n_heads)
+
+        self.inner_attention = attention
+        self.query_projection = nn.Linear(d_model, d_keys * n_heads)
+        self.key_projection = nn.Linear(d_model, d_keys * n_heads)
+        self.value_projection = nn.Linear(d_model, d_values * n_heads)
+        self.out_projection = nn.Linear(d_values * n_heads, d_model)
+        self.n_heads = n_heads
+        self.mix = mix
+
+    def forward(self, queries, keys, values, attn_mask):
+        B, L, _ = queries.shape
+        _, S, _ = keys.shape
+        H = self.n_heads
+
+        queries = self.query_projection(queries).view(B, L, H, -1)
+        keys = self.key_projection(keys).view(B, S, H, -1)
+        values = self.value_projection(values).view(B, S, H, -1)
+
+        out, attn = self.inner_attention(
+            queries,
+            keys,
+            values,
+            attn_mask
+        )
+        if self.mix:
+            out = out.transpose(2,1).contiguous()
+        out = out.view(B, L, -1)
+
+        return self.out_projection(out), attn
diff --git a/reliability/GIP-MI-demo/GCN-Informer/models/decoder.py b/reliability/GIP-MI-demo/GCN-Informer/models/decoder.py
new file mode 100644
index 00000000..718d11df
--- /dev/null
+++ b/reliability/GIP-MI-demo/GCN-Informer/models/decoder.py
@@ -0,0 +1,51 @@
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+
+class DecoderLayer(nn.Module):
+    def __init__(self, self_attention, cross_attention, d_model, d_ff=None,
+                 dropout=0.1, activation="relu"):
+        super(DecoderLayer, self).__init__()
+        d_ff = d_ff or 4*d_model
+        self.self_attention = self_attention
+        self.cross_attention = cross_attention
+        self.conv1 = nn.Conv1d(in_channels=d_model, out_channels=d_ff, kernel_size=1)
+        self.conv2 = nn.Conv1d(in_channels=d_ff, out_channels=d_model, kernel_size=1)
+        self.norm1 = nn.LayerNorm(d_model)
+        self.norm2 = nn.LayerNorm(d_model)
+        self.norm3 = nn.LayerNorm(d_model)
+        self.dropout = nn.Dropout(dropout)
+        self.activation = F.relu if activation == "relu" else F.gelu
+
+    def forward(self, x, cross, x_mask=None, cross_mask=None):
+        x = x + self.dropout(self.self_attention(
+            x, x, x,
+            attn_mask=x_mask
+        )[0])
+        x = self.norm1(x)
+
+        x = x + self.dropout(self.cross_attention(
+            x, cross, cross,
+            attn_mask=cross_mask
+        )[0])
+
+        y = x = self.norm2(x)
+        y = self.dropout(self.activation(self.conv1(y.transpose(-1,1))))
+        y = self.dropout(self.conv2(y).transpose(-1,1))
+
+        return self.norm3(x+y)
+
+class Decoder(nn.Module):
+    def __init__(self, layers, norm_layer=None):
+        super(Decoder, self).__init__()
+        self.layers = nn.ModuleList(layers)
+        self.norm = norm_layer
+
+    def forward(self, x, cross, x_mask=None, cross_mask=None):
+        for layer in self.layers:
+            x = layer(x, cross, x_mask=x_mask, cross_mask=cross_mask)
+
+        if self.norm is not None:
+            x = self.norm(x)
+
+        return x
\ No newline at end of file
diff --git a/reliability/GIP-MI-demo/GCN-Informer/models/embed.py b/reliability/GIP-MI-demo/GCN-Informer/models/embed.py
new file mode 100644
index 00000000..052120ce
--- /dev/null
+++ b/reliability/GIP-MI-demo/GCN-Informer/models/embed.py
@@ -0,0 +1,131 @@
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+
+import math
+
+
+class PositionalEmbedding(nn.Module):
+    def __init__(self, d_model, max_len=5000):
+        super(PositionalEmbedding, self).__init__()
+        # Compute the positional encodings once in log space.
+        pe = torch.zeros(max_len, d_model).float()
+        pe.require_grad = False
+
+        position = torch.arange(0, max_len).float().unsqueeze(1)
+        div_term = (torch.arange(0, d_model, 2).float() * -(math.log(10000.0) / d_model)).exp()
+
+        pe[:, 0::2] = torch.sin(position * div_term)
+        pe[:, 1::2] = torch.cos(position * div_term)
+
+        pe = pe.unsqueeze(0)
+        self.register_buffer('pe', pe)
+
+    def forward(self, x):
+        return self.pe[:, :x.size(1)]
+
+
+class TokenEmbedding(nn.Module):
+    def __init__(self, c_in, d_model):
+        super(TokenEmbedding, self).__init__()
+        # torch.__version__ can be like "2.1.0+cu121"; avoid lexicographic compare (e.g. "1.10" vs "1.5").
+        version_core = torch.__version__.split("+", 1)[0]
+        major_minor = version_core.split(".", 2)[:2]
+        try:
+            major, minor = (int(major_minor[0]), int(major_minor[1]))
+        except Exception:
+            major, minor = (0, 0)
+        padding = 1 if (major, minor) >= (1, 5) else 2
+        self.tokenConv = nn.Conv1d(in_channels=c_in, out_channels=d_model,
+                                   kernel_size=3, padding=padding, padding_mode='circular')
+        for m in self.modules():
+            if isinstance(m, nn.Conv1d):
+                nn.init.kaiming_normal_(m.weight, mode='fan_in', nonlinearity='leaky_relu')
+
+    def forward(self, x):
+        x = self.tokenConv(x.permute(0, 2, 1)).transpose(1, 2)
+        return x
+
+
+class FixedEmbedding(nn.Module):
+    def __init__(self, c_in, d_model):
+        super(FixedEmbedding, self).__init__()
+
+        w = torch.zeros(c_in, d_model).float()
+        w.require_grad = False
+
+        position = torch.arange(0, c_in).float().unsqueeze(1)
+        div_term = (torch.arange(0, d_model, 2).float() * -(math.log(10000.0) / d_model)).exp()
+
+        w[:, 0::2] = torch.sin(position * div_term)
+        w[:, 1::2] = torch.cos(position * div_term)
+
+        self.emb = nn.Embedding(c_in, d_model)
+        self.emb.weight = nn.Parameter(w, requires_grad=False)
+
+    def forward(self, x):
+        return self.emb(x).detach()
+
+
+class TemporalEmbedding(nn.Module):
+    def __init__(self, d_model, embed_type='fixed', freq='t'):
+        super(TemporalEmbedding, self).__init__()
+        self.freq = freq
+        # 根据频率定义输入特征维度（与 create_time 的输出维度匹配）
+        self.input_features = 5  # second_sin, second_cos, minute_sin, minute_cos
+        # 使用线性层将时间特征映射到 d_model
+        self.linear = nn.Linear(self.input_features, d_model)
+
+    def forward(self, x):
+        # x 的形状为 (batch_size, seq_len, input_features)
+        return self.linear(x)
+
+
+# class TemporalEmbedding(nn.Module):
+#     def __init__(self, d_model, embed_type='fixed', freq='t'):
+#         super(TemporalEmbedding, self).__init__()
+#
+#         minute_size = 60;
+#         hour_size = 24;
+#         second_size = 60
+#
+#         Embed = FixedEmbedding if embed_type == 'fixed' else nn.Embedding
+#         self.minute_embed = Embed(minute_size, d_model)
+#         self.hour_embed = Embed(hour_size, d_model)
+#         self.second_embed = Embed(second_size, d_model)
+#
+#     def forward(self, x):
+#         x = x.long()
+#         second_x = self.second_embed(x[:, :, 0])
+#         minute_x = self.minute_embed(x[:, :, 1]) if hasattr(self, 'minute_embed') else 0.
+#         hour_x = self.hour_embed(x[:, :, 2])
+#         return second_x + minute_x + hour_x
+
+class TimeFeatureEmbedding(nn.Module):
+    def __init__(self, d_model, embed_type='timeF', freq='h'):
+        super(TimeFeatureEmbedding, self).__init__()
+
+        freq_map = {'h': 4, 't': 5, 's': 6, 'm': 1, 'a': 1, 'w': 2, 'd': 3, 'b': 3}
+        d_inp = freq_map[freq]
+        self.embed = nn.Linear(d_inp, d_model)
+
+    def forward(self, x):
+        return self.embed(x)
+
+
+class DataEmbedding(nn.Module):
+    def __init__(self, c_in, d_model, embed_type='fixed', freq='h', dropout=0.1):
+        super(DataEmbedding, self).__init__()
+        self.value_embedding = TokenEmbedding(c_in=c_in, d_model=d_model)
+        self.position_embedding = PositionalEmbedding(d_model=d_model)
+        # 统一使用 TemporalEmbedding
+        self.temporal_embedding = TemporalEmbedding(d_model=d_model, freq=freq)
+        self.dropout = nn.Dropout(p=dropout)
+
+    def forward(self, x, x_mark):
+        x1 = self.value_embedding(x)
+        x2 = self.position_embedding(x)
+        x3 = self.temporal_embedding(x_mark)  # x_mark 来自 create_time 的输出
+        x = x1 + x2 + x3
+        x = x1 + x2 + x3
+        return self.dropout(x)
diff --git a/reliability/GIP-MI-demo/GCN-Informer/models/encoder.py b/reliability/GIP-MI-demo/GCN-Informer/models/encoder.py
new file mode 100644
index 00000000..3dd4b76a
--- /dev/null
+++ b/reliability/GIP-MI-demo/GCN-Informer/models/encoder.py
@@ -0,0 +1,98 @@
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+
+class ConvLayer(nn.Module):
+    def __init__(self, c_in):
+        super(ConvLayer, self).__init__()
+        padding = 1 if torch.__version__>='1.5.0' else 2
+        self.downConv = nn.Conv1d(in_channels=c_in,
+                                  out_channels=c_in,
+                                  kernel_size=3,
+                                  padding=padding,
+                                  padding_mode='circular')
+        self.norm = nn.BatchNorm1d(c_in)
+        self.activation = nn.ELU()
+        self.maxPool = nn.MaxPool1d(kernel_size=3, stride=2, padding=1)
+
+    def forward(self, x):
+        x = self.downConv(x.permute(0, 2, 1))
+        x = self.norm(x)
+        x = self.activation(x)
+        x = self.maxPool(x)
+        x = x.transpose(1,2)
+        return x
+
+class EncoderLayer(nn.Module):
+    def __init__(self, attention, d_model, d_ff=None, dropout=0.1, activation="relu"):
+        super(EncoderLayer, self).__init__()
+        d_ff = d_ff or 4*d_model
+        self.attention = attention
+        self.conv1 = nn.Conv1d(in_channels=d_model, out_channels=d_ff, kernel_size=1)
+        self.conv2 = nn.Conv1d(in_channels=d_ff, out_channels=d_model, kernel_size=1)
+        self.norm1 = nn.LayerNorm(d_model)
+        self.norm2 = nn.LayerNorm(d_model)
+        self.dropout = nn.Dropout(dropout)
+        self.activation = F.relu if activation == "relu" else F.gelu
+
+    def forward(self, x, attn_mask=None):
+        # x [B, L, D]
+        # x = x + self.dropout(self.attention(
+        #     x, x, x,
+        #     attn_mask = attn_mask
+        # ))
+        new_x, attn = self.attention(
+            x, x, x,
+            attn_mask = attn_mask
+        )
+        x = x + self.dropout(new_x)
+
+        y = x = self.norm1(x)
+        y = self.dropout(self.activation(self.conv1(y.transpose(-1,1))))
+        y = self.dropout(self.conv2(y).transpose(-1,1))
+
+        return self.norm2(x+y), attn
+
+class Encoder(nn.Module):
+    def __init__(self, attn_layers, conv_layers=None, norm_layer=None):
+        super(Encoder, self).__init__()
+        self.attn_layers = nn.ModuleList(attn_layers)
+        self.conv_layers = nn.ModuleList(conv_layers) if conv_layers is not None else None
+        self.norm = norm_layer
+
+    def forward(self, x, attn_mask=None):
+        # x [B, L, D]
+        attns = []
+        if self.conv_layers is not None:
+            for attn_layer, conv_layer in zip(self.attn_layers, self.conv_layers):
+                x, attn = attn_layer(x, attn_mask=attn_mask)
+                x = conv_layer(x)
+                attns.append(attn)
+            x, attn = self.attn_layers[-1](x, attn_mask=attn_mask)
+            attns.append(attn)
+        else:
+            for attn_layer in self.attn_layers:
+                x, attn = attn_layer(x, attn_mask=attn_mask)
+                attns.append(attn)
+
+        if self.norm is not None:
+            x = self.norm(x)
+
+        return x, attns
+
+class EncoderStack(nn.Module):
+    def __init__(self, encoders, inp_lens):
+        super(EncoderStack, self).__init__()
+        self.encoders = nn.ModuleList(encoders)
+        self.inp_lens = inp_lens
+
+    def forward(self, x, attn_mask=None):
+        # x [B, L, D]
+        x_stack = []; attns = []
+        for i_len, encoder in zip(self.inp_lens, self.encoders):
+            inp_len = x.shape[1]//(2**i_len)
+            x_s, attn = encoder(x[:, -inp_len:, :])
+            x_stack.append(x_s); attns.append(attn)
+        x_stack = torch.cat(x_stack, -2)
+        
+        return x_stack, attns
diff --git a/reliability/GIP-MI-demo/GCN-Informer/models/gcn.py b/reliability/GIP-MI-demo/GCN-Informer/models/gcn.py
new file mode 100644
index 00000000..52b27d0e
--- /dev/null
+++ b/reliability/GIP-MI-demo/GCN-Informer/models/gcn.py
@@ -0,0 +1,79 @@
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+
+
+def edge_index_to_normalized_adjacency(edge_index: torch.Tensor, edge_weight: torch.Tensor, num_nodes: int) -> torch.Tensor:
+    """
+    Build a symmetrically-normalized adjacency with self-loops:  D^{-1/2} (A + I) D^{-1/2}
+    edge_index: (2, E)
+    edge_weight: (E,)
+    returns: (N, N)
+    """
+    device = edge_index.device
+    dtype = edge_weight.dtype
+    adj = torch.zeros((num_nodes, num_nodes), device=device, dtype=dtype)
+    adj[edge_index[0], edge_index[1]] = edge_weight
+    adj = adj + torch.eye(num_nodes, device=device, dtype=dtype)
+
+    deg = adj.sum(dim=1)
+    deg_inv_sqrt = torch.pow(deg, -0.5)
+    deg_inv_sqrt[torch.isinf(deg_inv_sqrt)] = 0.0
+    d = torch.diag(deg_inv_sqrt)
+    return d @ adj @ d
+
+
+class GraphConvolution(nn.Module):
+    """
+    A simple batched GCN layer for small fixed graphs.
+
+    x: (B, N, Fin)
+    adj_norm: (N, N)
+    """
+
+    def __init__(self, in_features: int, out_features: int, bias: bool = True):
+        super().__init__()
+        self.weight = nn.Parameter(torch.empty(in_features, out_features))
+        self.bias = nn.Parameter(torch.empty(out_features)) if bias else None
+        self.reset_parameters()
+
+    def reset_parameters(self) -> None:
+        nn.init.xavier_uniform_(self.weight)
+        if self.bias is not None:
+            nn.init.zeros_(self.bias)
+
+    def forward(self, x: torch.Tensor, adj_norm: torch.Tensor) -> torch.Tensor:
+        support = x @ self.weight
+        out = torch.einsum("ij,bjf->bif", adj_norm, support)
+        if self.bias is not None:
+            out = out + self.bias
+        return out
+
+
+class GCN(nn.Module):
+    def __init__(self, in_channels: int, hidden_channels: int, out_channels: int, num_layers: int, dropout: float = 0.5):
+        super().__init__()
+        if num_layers < 1:
+            raise ValueError("num_layers must be >= 1")
+        self.dropout = dropout
+
+        layers: list[nn.Module] = []
+        for i in range(num_layers):
+            if i == 0 and num_layers == 1:
+                layers.append(GraphConvolution(in_channels, out_channels))
+            elif i == 0:
+                layers.append(GraphConvolution(in_channels, hidden_channels))
+            elif i == num_layers - 1:
+                layers.append(GraphConvolution(hidden_channels, out_channels))
+            else:
+                layers.append(GraphConvolution(hidden_channels, hidden_channels))
+        self.layers = nn.ModuleList(layers)
+
+    def forward(self, x: torch.Tensor, adj_norm: torch.Tensor) -> torch.Tensor:
+        for i, layer in enumerate(self.layers):
+            x = layer(x, adj_norm)
+            x = F.relu(x)
+            if i != len(self.layers) - 1:
+                x = F.dropout(x, p=self.dropout, training=self.training)
+        return x
+
diff --git a/reliability/GIP-MI-demo/GCN-Informer/models/gcn_informer.py b/reliability/GIP-MI-demo/GCN-Informer/models/gcn_informer.py
new file mode 100644
index 00000000..6e2766e1
--- /dev/null
+++ b/reliability/GIP-MI-demo/GCN-Informer/models/gcn_informer.py
@@ -0,0 +1,51 @@
+import torch.nn as nn
+
+from models.gcn import GCN
+from models.informer import Informer
+
+
+class GCNInformer(nn.Module):
+    def __init__(
+        self,
+        *,
+        gcn_in_channels: int,
+        gcn_hidden_channels: int,
+        gcn_out_channels: int,
+        num_gcn_layers: int,
+        informer_enc_in: int,
+        informer_dec_in: int,
+        informer_c_out: int,
+        informer_out_len: int,
+        gcn_dropout: float = 0.5,
+    ):
+        super().__init__()
+        self.gcn = GCN(
+            in_channels=gcn_in_channels,
+            hidden_channels=gcn_hidden_channels,
+            out_channels=gcn_out_channels,
+            num_layers=num_gcn_layers,
+            dropout=gcn_dropout,
+        )
+
+        # Map node dimension (e.g. CPU/MEM/RT = 3) to Informer input channels.
+        self.fc = nn.Linear(3, informer_enc_in)
+        self.informer = Informer(
+            enc_in=informer_enc_in,
+            dec_in=informer_dec_in,
+            c_out=informer_c_out,
+            out_len=informer_out_len,
+        )
+
+    def forward(self, x_nodes, adj_norm, x_time_enc, x_dec, x_time_dec):
+        """
+        x_nodes: (B, 3, seq_len)    3 nodes = [CPU, MEM, RT], feature dim = seq_len
+        adj_norm: (3, 3)
+        x_time_enc: (B, seq_len, 5)
+        x_dec: (B, label_len + pred_len, 3)
+        x_time_dec: (B, label_len + pred_len, 5)
+        """
+        gcn_out = self.gcn(x_nodes, adj_norm)  # (B, 3, seq_len)
+        gcn_out = gcn_out.permute(0, 2, 1)  # (B, seq_len, 3)
+        x_enc = self.fc(gcn_out)  # (B, seq_len, informer_enc_in)
+        return self.informer(x_enc, x_time_enc, x_dec, x_time_dec)
+
diff --git a/reliability/GIP-MI-demo/GCN-Informer/models/informer.py b/reliability/GIP-MI-demo/GCN-Informer/models/informer.py
new file mode 100644
index 00000000..6bbbc01e
--- /dev/null
+++ b/reliability/GIP-MI-demo/GCN-Informer/models/informer.py
@@ -0,0 +1,160 @@
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+
+from utils.masking import TriangularCausalMask, ProbMask
+from models.encoder import Encoder, EncoderLayer, ConvLayer, EncoderStack
+from models.decoder import Decoder, DecoderLayer
+from models.attn import FullAttention, ProbAttention, AttentionLayer
+from models.embed import DataEmbedding
+
+
+class Informer(nn.Module):
+    def __init__(self, enc_in, dec_in, c_out, out_len,
+                 factor=6, d_model=256, n_heads=8, e_layers=2, d_layers=2, d_ff=256,
+                 dropout=0, attn='prob', embed='fixed', freq='s', activation='gelu',
+                 output_attention=False, distil=True, mix=True,
+                 device=torch.device('cuda:0')):
+        super(Informer, self).__init__()
+        self.pred_len = out_len
+        self.attn = attn
+        self.output_attention = output_attention
+
+        # Encoding
+        self.enc_embedding = DataEmbedding(enc_in, d_model, embed, freq, dropout)
+        self.dec_embedding = DataEmbedding(dec_in, d_model, embed, freq, dropout)
+        # Attention
+        Attn = ProbAttention if attn == 'prob' else FullAttention
+        # Encoder
+        self.encoder = Encoder(
+            [
+                EncoderLayer(
+                    AttentionLayer(Attn(False, factor, attention_dropout=dropout, output_attention=output_attention),
+                                   d_model, n_heads, mix=False),
+                    d_model,
+                    d_ff,
+                    dropout=dropout,
+                    activation=activation
+                ) for l in range(e_layers)
+            ],
+            [
+                ConvLayer(
+                    d_model
+                ) for l in range(e_layers - 1)
+            ] if distil else None,
+            norm_layer=torch.nn.LayerNorm(d_model)
+        )
+        # Decoder
+        self.decoder = Decoder(
+            [
+                DecoderLayer(
+                    AttentionLayer(Attn(True, factor, attention_dropout=dropout, output_attention=False),
+                                   d_model, n_heads, mix=mix),
+                    AttentionLayer(FullAttention(False, factor, attention_dropout=dropout, output_attention=False),
+                                   d_model, n_heads, mix=False),
+                    d_model,
+                    d_ff,
+                    dropout=dropout,
+                    activation=activation,
+                )
+                for l in range(d_layers)
+            ],
+            norm_layer=torch.nn.LayerNorm(d_model)
+        )
+        # self.end_conv1 = nn.Conv1d(in_channels=label_len+out_len, out_channels=out_len, kernel_size=1, bias=True)
+        # self.end_conv2 = nn.Conv1d(in_channels=d_model, out_channels=c_out, kernel_size=1, bias=True)
+        self.projection = nn.Linear(d_model, c_out, bias=True)
+
+    def forward(self, x_enc, x_mark_enc, x_dec, x_mark_dec,
+                enc_self_mask=None, dec_self_mask=None, dec_enc_mask=None):
+        enc_out = self.enc_embedding(x_enc, x_mark_enc)
+        enc_out, attns = self.encoder(enc_out, attn_mask=enc_self_mask)
+
+        dec_out = self.dec_embedding(x_dec, x_mark_dec)
+        dec_out = self.decoder(dec_out, enc_out, x_mask=dec_self_mask, cross_mask=dec_enc_mask)
+        dec_out = self.projection(dec_out)
+
+        # dec_out = self.end_conv1(dec_out)
+        # dec_out = self.end_conv2(dec_out.transpose(2,1)).transpose(1,2)
+        if self.output_attention:
+            return dec_out[:, -self.pred_len:, :], attns
+        else:
+            return dec_out[:, -self.pred_len:, :]  # [B, L, D]
+
+
+class InformerStack(nn.Module):
+    def __init__(self, enc_in, dec_in, c_out, seq_len, label_len, out_len,
+                 factor=5, d_model=512, n_heads=8, e_layers=[3, 2, 1], d_layers=2, d_ff=512,
+                 dropout=0.0, attn='prob', embed='fixed', freq='h', activation='gelu',
+                 output_attention=False, distil=True, mix=True,
+                 device=torch.device('cuda:0')):
+        super(InformerStack, self).__init__()
+        self.pred_len = out_len
+        self.attn = attn
+        self.output_attention = output_attention
+
+        # Encoding
+        self.enc_embedding = DataEmbedding(enc_in, d_model, embed, freq, dropout)
+        self.dec_embedding = DataEmbedding(dec_in, d_model, embed, freq, dropout)
+        # Attention
+        Attn = ProbAttention if attn == 'prob' else FullAttention
+        # Encoder
+
+        inp_lens = list(range(len(e_layers)))  # [0,1,2,...] you can customize here
+        encoders = [
+            Encoder(
+                [
+                    EncoderLayer(
+                        AttentionLayer(
+                            Attn(False, factor, attention_dropout=dropout, output_attention=output_attention),
+                            d_model, n_heads, mix=False),
+                        d_model,
+                        d_ff,
+                        dropout=dropout,
+                        activation=activation
+                    ) for l in range(el)
+                ],
+                [
+                    ConvLayer(
+                        d_model
+                    ) for l in range(el - 1)
+                ] if distil else None,
+                norm_layer=torch.nn.LayerNorm(d_model)
+            ) for el in e_layers]
+        self.encoder = EncoderStack(encoders, inp_lens)
+        # Decoder
+        self.decoder = Decoder(
+            [
+                DecoderLayer(
+                    AttentionLayer(Attn(True, factor, attention_dropout=dropout, output_attention=False),
+                                   d_model, n_heads, mix=mix),
+                    AttentionLayer(FullAttention(False, factor, attention_dropout=dropout, output_attention=False),
+                                   d_model, n_heads, mix=False),
+                    d_model,
+                    d_ff,
+                    dropout=dropout,
+                    activation=activation,
+                )
+                for l in range(d_layers)
+            ],
+            norm_layer=torch.nn.LayerNorm(d_model)
+        )
+        # self.end_conv1 = nn.Conv1d(in_channels=label_len+out_len, out_channels=out_len, kernel_size=1, bias=True)
+        # self.end_conv2 = nn.Conv1d(in_channels=d_model, out_channels=c_out, kernel_size=1, bias=True)
+        self.projection = nn.Linear(d_model, c_out, bias=True)
+
+    def forward(self, x_enc, x_mark_enc, x_dec, x_mark_dec,
+                enc_self_mask=None, dec_self_mask=None, dec_enc_mask=None):
+        enc_out = self.enc_embedding(x_enc, x_mark_enc)
+        enc_out, attns = self.encoder(enc_out, attn_mask=enc_self_mask)
+
+        dec_out = self.dec_embedding(x_dec, x_mark_dec)
+        dec_out = self.decoder(dec_out, enc_out, x_mask=dec_self_mask, cross_mask=dec_enc_mask)
+        dec_out = self.projection(dec_out)
+
+        # dec_out = self.end_conv1(dec_out)
+        # dec_out = self.end_conv2(dec_out.transpose(2,1)).transpose(1,2)
+        if self.output_attention:
+            return dec_out[:, -self.pred_len:, :], attns
+        else:
+            return dec_out[:, -self.pred_len:, :]  # [B, L, D]
diff --git a/reliability/GIP-MI-demo/GCN-Informer/requirements.txt b/reliability/GIP-MI-demo/GCN-Informer/requirements.txt
new file mode 100644
index 00000000..0c6faf99
--- /dev/null
+++ b/reliability/GIP-MI-demo/GCN-Informer/requirements.txt
@@ -0,0 +1,5 @@
+numpy
+pandas
+scikit-learn
+torch
+tqdm
diff --git a/reliability/GIP-MI-demo/GCN-Informer/results/gcn_informer/test_predictions.csv b/reliability/GIP-MI-demo/GCN-Informer/results/gcn_informer/test_predictions.csv
new file mode 100644
index 00000000..6964b3f3
--- /dev/null
+++ b/reliability/GIP-MI-demo/GCN-Informer/results/gcn_informer/test_predictions.csv
@@ -0,0 +1,1877 @@
+cpu_true,mem_true,response_time_true,cpu_pred,mem_pred,response_time_pred
+80.0,81.12191,1.3993547,74.10552,71.47336,1.2595425
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diff --git a/reliability/GIP-MI-demo/GCN-Informer/train_gcn_informer.py b/reliability/GIP-MI-demo/GCN-Informer/train_gcn_informer.py
new file mode 100644
index 00000000..fba18814
--- /dev/null
+++ b/reliability/GIP-MI-demo/GCN-Informer/train_gcn_informer.py
@@ -0,0 +1,366 @@
+import argparse
+import os
+import random
+import sys
+from dataclasses import dataclass
+
+import numpy as np
+import pandas as pd
+import torch
+import torch.nn as nn
+from sklearn.preprocessing import StandardScaler
+from torch.utils.data import DataLoader, Dataset
+from tqdm import tqdm
+
+from models.gcn import edge_index_to_normalized_adjacency
+from models.gcn_informer import GCNInformer
+from utils.metrics import metric
+
+
+PROJECT_ROOT = os.path.dirname(os.path.abspath(__file__))
+if PROJECT_ROOT not in sys.path:
+    sys.path.insert(0, PROJECT_ROOT)
+
+
+def set_seed(seed: int) -> None:
+    random.seed(seed)
+    np.random.seed(seed)
+    torch.manual_seed(seed)
+    torch.cuda.manual_seed_all(seed)
+
+
+@dataclass(frozen=True)
+class Split:
+    train_ratio: float
+    val_ratio: float
+
+    def __post_init__(self):
+        if not (0.0 < self.train_ratio < 1.0):
+            raise ValueError("train_ratio must be in (0, 1)")
+        if not (0.0 <= self.val_ratio < 1.0):
+            raise ValueError("val_ratio must be in [0, 1)")
+        if self.train_ratio + self.val_ratio >= 1.0:
+            raise ValueError("train_ratio + val_ratio must be < 1.0")
+
+
+def create_time_features(data_with_time: np.ndarray) -> np.ndarray:
+    """
+    data_with_time: (L, 1+F) where first column is datetime-like.
+    returns: (L, 5) float32
+    """
+    # Fast-path for the provided CSV format; fall back to generic parsing if needed.
+    time = pd.to_datetime(data_with_time[:, 0], format="%Y-%m-%d %H:%M:%S", errors="coerce")
+    if time.isna().any():
+        time = pd.to_datetime(data_with_time[:, 0])
+    start_time = pd.to_datetime(data_with_time[0, 0], format="%Y-%m-%d %H:%M:%S", errors="coerce")
+    if pd.isna(start_time):
+        start_time = pd.to_datetime(data_with_time[0, 0])
+    total_seconds = (time - start_time).total_seconds().values.astype(np.int32)
+    max_seconds = (pd.to_datetime(data_with_time[-1, 0]) - start_time).total_seconds()
+    if max_seconds <= 0:
+        max_seconds = 1.0
+    absolute_time = (total_seconds / max_seconds).astype(np.float32)[:, None]
+
+    local_seconds_60 = (total_seconds % 60).astype(np.float32)[:, None]
+    local_sec_sin_60 = np.sin(2 * np.pi * local_seconds_60 / 60).astype(np.float32)
+    local_sec_cos_60 = np.cos(2 * np.pi * local_seconds_60 / 60).astype(np.float32)
+
+    local_seconds_100 = (total_seconds % 100).astype(np.float32)[:, None]
+    local_sec_sin_100 = np.sin(2 * np.pi * local_seconds_100 / 100).astype(np.float32)
+    local_sec_cos_100 = np.cos(2 * np.pi * local_seconds_100 / 100).astype(np.float32)
+
+    return np.concatenate([absolute_time, local_sec_sin_60, local_sec_cos_60, local_sec_sin_100, local_sec_cos_100], axis=-1)
+
+
+def load_csv_as_numpy(file_path: str) -> np.ndarray:
+    df = pd.read_csv(file_path)
+    # Keep column order; assume first column is time, remaining are numeric features.
+    return df.values
+
+
+def make_windows(data: np.ndarray, seq_len: int, label_len: int, pred_len: int, stride: int) -> tuple[np.ndarray, np.ndarray]:
+    """
+    data: (L, 1+F), first column is time, remaining are scaled features.
+    Returns:
+      X: (N, seq_len, 1+F)
+      Y: (N, label_len+pred_len, 1+F)
+    """
+    x_list = []
+    y_list = []
+    end = len(data) - seq_len - pred_len + 1
+    for i in range(0, end, stride):
+        seq_data = data[i : i + seq_len]
+        x_list.append(seq_data)
+
+        target = data[i + seq_len - label_len : i + seq_len + pred_len]
+        y_list.append(target)
+    return np.array(x_list), np.array(y_list)
+
+
+def split_and_scale(
+    data_raw: np.ndarray,
+    *,
+    split: Split,
+    seq_len: int,
+    label_len: int,
+    pred_len: int,
+    stride: int,
+) -> tuple[np.ndarray, np.ndarray, np.ndarray, np.ndarray, np.ndarray, np.ndarray, StandardScaler]:
+    n = len(data_raw)
+    split_train = int(n * split.train_ratio)
+    split_val = int(n * (split.train_ratio + split.val_ratio))
+
+    train_raw = data_raw[:split_train]
+    val_raw = data_raw[max(0, split_train - seq_len) : split_val]
+    test_raw = data_raw[max(0, split_val - seq_len) :]
+
+    scaler = StandardScaler()
+    scaler.fit(train_raw[:, 1:].astype(np.float32))
+
+    def transform(raw: np.ndarray) -> np.ndarray:
+        time_col = raw[:, 0].reshape(-1, 1)
+        feats = raw[:, 1:].astype(np.float32)
+        feats_scaled = scaler.transform(feats)
+        return np.hstack((time_col, feats_scaled))
+
+    train = transform(train_raw)
+    val = transform(val_raw)
+    test = transform(test_raw)
+
+    x_train, y_train = make_windows(train, seq_len, label_len, pred_len, stride)
+    x_val, y_val = make_windows(val, seq_len, label_len, pred_len, stride)
+    x_test, y_test = make_windows(test, seq_len, label_len, pred_len, stride=1)
+    return x_train, x_val, x_test, y_train, y_val, y_test, scaler
+
+
+class TimeSeriesDataset(Dataset):
+    def __init__(self, x: np.ndarray, y: np.ndarray):
+        self.x = x
+        self.y = y
+
+    def __len__(self) -> int:
+        return len(self.x)
+
+    def __getitem__(self, idx: int):
+        x = self.x[idx]
+        y = self.y[idx]
+
+        x_time = create_time_features(x)
+        y_time = create_time_features(y)
+
+        x_value = x[:, 1:].astype(np.float32)
+        y_value = y[:, 1:].astype(np.float32)
+
+        return (
+            torch.from_numpy(x_value),
+            torch.from_numpy(y_value),
+            torch.from_numpy(x_time.astype(np.float32)),
+            torch.from_numpy(y_time.astype(np.float32)),
+        )
+
+
+def create_edge_index_and_weights(device: torch.device) -> tuple[torch.Tensor, torch.Tensor]:
+    # 3 nodes: [CPU, MEM, ResponseTime]
+    edge_index = torch.tensor(
+        [
+            [0, 2],
+            [2, 0],
+            [0, 1],
+            [1, 0],
+            [1, 2],
+            [2, 1],
+        ],
+        dtype=torch.long,
+        device=device,
+    ).t().contiguous()
+
+    edge_weight = torch.tensor([0.56, 0.56, 0.66, 0.66, 0.52, 0.52], dtype=torch.float32, device=device)
+    return edge_index, edge_weight
+
+
+def weighted_mse(pred: torch.Tensor, true: torch.Tensor, weights: torch.Tensor) -> torch.Tensor:
+    # pred/true: (B, L, 3)
+    return (weights * (pred - true) ** 2).mean()
+
+
+def save_predictions_csv(
+    *,
+    trues: np.ndarray,
+    preds: np.ndarray,
+    out_dir: str,
+    prefix: str,
+) -> None:
+    os.makedirs(out_dir, exist_ok=True)
+    cols = ["cpu", "mem", "response_time"]
+    df_true = pd.DataFrame(trues, columns=[f"{c}_true" for c in cols])
+    df_pred = pd.DataFrame(preds, columns=[f"{c}_pred" for c in cols])
+    df = pd.concat([df_true, df_pred], axis=1)
+    df.to_csv(os.path.join(out_dir, f"{prefix}_predictions.csv"), index=False)
+
+
+def main() -> int:
+    parser = argparse.ArgumentParser(description="Train GCN-Informer on custom 3-metric time series (CPU/MEM/RT).")
+    parser.add_argument("--data_path", type=str, default=os.path.join("data", "myData", "2024-05-5_train_constant.csv"))
+    parser.add_argument("--seq_len", type=int, default=10)
+    parser.add_argument("--label_len", type=int, default=10)
+    parser.add_argument("--pred_len", type=int, default=5)
+    parser.add_argument("--stride", type=int, default=5)
+    parser.add_argument("--epochs", type=int, default=100)
+    parser.add_argument("--batch_size", type=int, default=32)
+    parser.add_argument("--lr", type=float, default=1e-4)
+    parser.add_argument("--train_ratio", type=float, default=0.8)
+    parser.add_argument("--val_ratio", type=float, default=0.1)
+    parser.add_argument("--patience", type=int, default=10)
+    parser.add_argument("--min_delta", type=float, default=1e-4)
+    parser.add_argument("--seed", type=int, default=42)
+    parser.add_argument("--device", type=str, default="auto", choices=["auto", "cpu", "cuda"])
+    parser.add_argument("--save_dir", type=str, default=os.path.join("checkpoints", "gcn_informer"))
+    parser.add_argument("--results_dir", type=str, default=os.path.join("results", "gcn_informer"))
+    args = parser.parse_args()
+
+    os.chdir(PROJECT_ROOT)
+    set_seed(args.seed)
+
+    if args.device == "auto":
+        device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
+    elif args.device == "cuda":
+        device = torch.device("cuda")
+    else:
+        device = torch.device("cpu")
+
+    data_raw = load_csv_as_numpy(args.data_path)
+    split = Split(train_ratio=args.train_ratio, val_ratio=args.val_ratio)
+
+    x_train, x_val, x_test, y_train, y_val, y_test, scaler = split_and_scale(
+        data_raw,
+        split=split,
+        seq_len=args.seq_len,
+        label_len=args.label_len,
+        pred_len=args.pred_len,
+        stride=args.stride,
+    )
+
+    train_loader = DataLoader(TimeSeriesDataset(x_train, y_train), batch_size=args.batch_size, shuffle=True)
+    val_loader = DataLoader(TimeSeriesDataset(x_val, y_val), batch_size=args.batch_size, shuffle=False)
+    test_loader = DataLoader(TimeSeriesDataset(x_test, y_test), batch_size=1, shuffle=False)
+
+    edge_index, edge_weight = create_edge_index_and_weights(device)
+    adj_norm = edge_index_to_normalized_adjacency(edge_index, edge_weight, num_nodes=3)
+
+    model = GCNInformer(
+        gcn_in_channels=args.seq_len,
+        gcn_hidden_channels=3,
+        gcn_out_channels=args.seq_len,
+        num_gcn_layers=3,
+        informer_enc_in=3,
+        informer_dec_in=3,
+        informer_c_out=3,
+        informer_out_len=args.pred_len,
+    ).to(device)
+
+    optimizer = torch.optim.Adam(model.parameters(), lr=args.lr)
+    weights = torch.tensor([1.0, 1.0, 1.2], dtype=torch.float32, device=device).view(1, 1, 3)
+
+    os.makedirs(args.save_dir, exist_ok=True)
+    best_path = os.path.join(args.save_dir, "best_model.pt")
+    best_val = float("inf")
+    patience_counter = 0
+
+    for epoch in range(args.epochs):
+        model.train()
+        train_losses = []
+        for x_value, y_value, x_time, y_time in tqdm(train_loader, desc=f"Epoch {epoch+1}/{args.epochs}", leave=False):
+            x_value = x_value.to(device)  # (B, seq_len, 3)
+            y_value = y_value.to(device)  # (B, label_len+pred_len, 3)
+            x_time = x_time.to(device)  # (B, seq_len, 5)
+            y_time = y_time.to(device)  # (B, label_len+pred_len, 5)
+
+            x_nodes = x_value.transpose(1, 2)  # (B, 3, seq_len)
+            dec_mask = torch.zeros_like(y_value[:, args.label_len :], device=device)
+            x_dec = torch.cat([y_value[:, : args.label_len], dec_mask], dim=1)
+
+            pred = model(x_nodes, adj_norm, x_time, x_dec, y_time)
+            true = y_value[:, args.label_len :]
+            loss = weighted_mse(pred, true, weights)
+
+            optimizer.zero_grad()
+            loss.backward()
+            optimizer.step()
+
+            train_losses.append(loss.item())
+
+        # Validation
+        model.eval()
+        val_losses = []
+        with torch.no_grad():
+            for x_value, y_value, x_time, y_time in val_loader:
+                x_value = x_value.to(device)
+                y_value = y_value.to(device)
+                x_time = x_time.to(device)
+                y_time = y_time.to(device)
+
+                x_nodes = x_value.transpose(1, 2)
+                dec_mask = torch.zeros_like(y_value[:, args.label_len :], device=device)
+                x_dec = torch.cat([y_value[:, : args.label_len], dec_mask], dim=1)
+
+                pred = model(x_nodes, adj_norm, x_time, x_dec, y_time)
+                true = y_value[:, args.label_len :]
+                val_losses.append(weighted_mse(pred, true, weights).item())
+
+        train_loss = float(np.mean(train_losses)) if train_losses else float("nan")
+        val_loss = float(np.mean(val_losses)) if val_losses else float("nan")
+        print(f"Epoch {epoch+1}: train_loss={train_loss:.6f} val_loss={val_loss:.6f}")
+
+        if val_loss < best_val - args.min_delta:
+            best_val = val_loss
+            patience_counter = 0
+            # Save weights only (compatible with PyTorch 2.6+ default weights_only loader).
+            torch.save(model.state_dict(), best_path)
+        else:
+            patience_counter += 1
+            if patience_counter >= args.patience:
+                print(f"Early stopping: no val improvement for {args.patience} epochs. Best val={best_val:.6f}")
+                break
+
+    # Test (load best if exists)
+    if os.path.exists(best_path):
+        state = torch.load(best_path, map_location=device)
+        model.load_state_dict(state)
+
+    model.eval()
+    preds = []
+    trues = []
+    with torch.no_grad():
+        for x_value, y_value, x_time, y_time in test_loader:
+            x_value = x_value.to(device)
+            y_value = y_value.to(device)
+            x_time = x_time.to(device)
+            y_time = y_time.to(device)
+
+            x_nodes = x_value.transpose(1, 2)
+            dec_mask = torch.zeros_like(y_value[:, args.label_len :], device=device)
+            x_dec = torch.cat([y_value[:, : args.label_len], dec_mask], dim=1)
+
+            pred = model(x_nodes, adj_norm, x_time, x_dec, y_time)  # (1, pred_len, 3)
+            true = y_value[:, args.label_len :]  # (1, pred_len, 3)
+
+            preds.append(pred.squeeze(0).cpu().numpy())
+            trues.append(true.squeeze(0).cpu().numpy())
+
+    preds = np.array(preds).reshape(-1, 3)
+    trues = np.array(trues).reshape(-1, 3)
+
+    # Inverse scale
+    preds_inv = scaler.inverse_transform(preds)
+    trues_inv = scaler.inverse_transform(trues)
+
+    mae, mse, rmse, mape, mspe = metric(preds_inv, trues_inv)
+    print(f"Test: mse={mse:.6f} mae={mae:.6f} rmse={rmse:.6f} mape={mape:.6f} mspe={mspe:.6f}")
+
+    save_predictions_csv(trues=trues_inv, preds=preds_inv, out_dir=args.results_dir, prefix="test")
+
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/reliability/GIP-MI-demo/GCN-Informer/utils/__init__.py b/reliability/GIP-MI-demo/GCN-Informer/utils/__init__.py
new file mode 100644
index 00000000..e69de29b
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diff --git a/reliability/GIP-MI-demo/GCN-Informer/utils/__pycache__/metrics.cpython-39.pyc b/reliability/GIP-MI-demo/GCN-Informer/utils/__pycache__/metrics.cpython-39.pyc
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diff --git a/reliability/GIP-MI-demo/GCN-Informer/utils/masking.py b/reliability/GIP-MI-demo/GCN-Informer/utils/masking.py
new file mode 100644
index 00000000..7fd479e0
--- /dev/null
+++ b/reliability/GIP-MI-demo/GCN-Informer/utils/masking.py
@@ -0,0 +1,24 @@
+import torch
+
+class TriangularCausalMask():
+    def __init__(self, B, L, device="cpu"):
+        mask_shape = [B, 1, L, L]
+        with torch.no_grad():
+            self._mask = torch.triu(torch.ones(mask_shape, dtype=torch.bool), diagonal=1).to(device)
+
+    @property
+    def mask(self):
+        return self._mask
+
+class ProbMask():
+    def __init__(self, B, H, L, index, scores, device="cpu"):
+        _mask = torch.ones(L, scores.shape[-1], dtype=torch.bool).to(device).triu(1)
+        _mask_ex = _mask[None, None, :].expand(B, H, L, scores.shape[-1])
+        indicator = _mask_ex[torch.arange(B)[:, None, None],
+                             torch.arange(H)[None, :, None],
+                             index, :].to(device)
+        self._mask = indicator.view(scores.shape).to(device)
+    
+    @property
+    def mask(self):
+        return self._mask
\ No newline at end of file
diff --git a/reliability/GIP-MI-demo/GCN-Informer/utils/metrics.py b/reliability/GIP-MI-demo/GCN-Informer/utils/metrics.py
new file mode 100644
index 00000000..8f974f21
--- /dev/null
+++ b/reliability/GIP-MI-demo/GCN-Informer/utils/metrics.py
@@ -0,0 +1,33 @@
+import numpy as np
+
+def RSE(pred, true):
+    return np.sqrt(np.sum((true-pred)**2)) / np.sqrt(np.sum((true-true.mean())**2))
+
+def CORR(pred, true):
+    u = ((true-true.mean(0))*(pred-pred.mean(0))).sum(0) 
+    d = np.sqrt(((true-true.mean(0))**2*(pred-pred.mean(0))**2).sum(0))
+    return (u/d).mean(-1)
+
+def MAE(pred, true):
+    return np.mean(np.abs(pred-true))
+
+def MSE(pred, true):
+    return np.mean((pred-true)**2)
+
+def RMSE(pred, true):
+    return np.sqrt(MSE(pred, true))
+
+def MAPE(pred, true):
+    return np.mean(np.abs((pred - true) / true))
+
+def MSPE(pred, true):
+    return np.mean(np.square((pred - true) / true))
+
+def metric(pred, true):
+    mae = MAE(pred, true)
+    mse = MSE(pred, true)
+    rmse = RMSE(pred, true)
+    mape = MAPE(pred, true)
+    mspe = MSPE(pred, true)
+    
+    return mae,mse,rmse,mape,mspe
\ No newline at end of file
diff --git a/reliability/GIP-MI-demo/MOEAD-IFM/README.md b/reliability/GIP-MI-demo/MOEAD-IFM/README.md
new file mode 100644
index 00000000..adf59211
--- /dev/null
+++ b/reliability/GIP-MI-demo/MOEAD-IFM/README.md
@@ -0,0 +1,21 @@
+# MOEAD-IFM
+
+本目录包含 MOEAD-IFM 算法实现与仿真数据。
+
+## 目录
+
+- `moead_ifm.py`：主程序入口
+- `data.py`：仿真数据生成脚本
+- `仿真数据/`：输入数据（nodes/tasks）
+
+## 安装依赖
+
+```bash
+pip install -r requirements.txt
+```
+
+## 运行
+
+```bash
+python moead_ifm.py
+```
diff --git a/reliability/GIP-MI-demo/MOEAD-IFM/__pycache__/data.cpython-39.pyc b/reliability/GIP-MI-demo/MOEAD-IFM/__pycache__/data.cpython-39.pyc
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diff --git a/reliability/GIP-MI-demo/MOEAD-IFM/__pycache__/moead_ifm.cpython-39.pyc b/reliability/GIP-MI-demo/MOEAD-IFM/__pycache__/moead_ifm.cpython-39.pyc
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diff --git a/reliability/GIP-MI-demo/MOEAD-IFM/data.py b/reliability/GIP-MI-demo/MOEAD-IFM/data.py
new file mode 100644
index 00000000..9c20778a
--- /dev/null
+++ b/reliability/GIP-MI-demo/MOEAD-IFM/data.py
@@ -0,0 +1,68 @@
+import pandas as pd
+import random
+
+def create_simulation_data(edge_nodes,cloud_nodes, num_tasks):
+    # 生成节点数据
+    nodes = []
+    for i in range(cloud_nodes):
+        cpu_remaining = random.uniform(1000, 3000)  # CPU剩余量，假设范围在1000到8000之间，单位为MHz
+        memory_remaining = random.uniform(1000, 8000)  # 内存剩余量，假设范围在2000到16000之间，单位为MB
+        bandwidth = random.uniform(50, 200)  # 带宽，假设范围在50到200之间，单位为MB/s
+        nodes.append(
+            {'id': i, 'cpu_remaining': cpu_remaining, 'memory_remaining': memory_remaining, 'bandwidth': bandwidth,'type':"cloud"})
+
+    for i in range(edge_nodes):
+        cpu_remaining = random.uniform(500, 1500)  # CPU剩余量，假设范围在1000到8000之间，单位为MHz
+        memory_remaining = random.uniform(500, 3000)  # 内存剩余量，假设范围在2000到16000之间，单位为MB
+        bandwidth = random.uniform(50, 100)  # 带宽，假设范围在50到200之间，单位为MB/s
+        nodes.append(
+            {'id': i, 'cpu_remaining': cpu_remaining, 'memory_remaining': memory_remaining, 'bandwidth': bandwidth,
+             'type': "edge"})
+
+    # 生成任务数据
+    tasks = []
+    for i in range(num_tasks):
+        cpu_demand = random.randint(1, 1000)  # CPU需求量，假设范围在100到1000之间，单位为MHz
+        memory_demand = random.randint(50, 1500)  # 内存需求量，假设范围在200到1000之间，单位为MB
+        container_cpu=0.1*random.randint(1, 10)
+        container_mem=0.1*random.randint(1, 10)
+        priority = random.choice(["High", "Medium", "Low"])  # 任务优先级
+        data_size = random.uniform(1, 100)  # 数据大小，假设范围在1到100之间，单位为MB
+        exec = random.uniform(0.1, 2)  # 任务处理时间，假设范围在0.5.0到2.0之间，单位为秒
+        tasks.append({'id': i, 'priority': priority,'cpu_demand': cpu_demand, 'memory_demand': memory_demand,
+                       'data_size': data_size, 'exec': exec,'container_cpu':container_cpu,'container_mem':container_mem})
+
+    # #生成节点数据
+    # nodes = []
+    # for i in range(num_nodes):
+    #     cpu_remaining = random.uniform(500, 2000)  # CPU剩余量，假设范围在1000到8000之间，单位为MHz
+    #     memory_remaining = random.uniform(500, 5000)  # 内存剩余量，假设范围在2000到16000之间，单位为MB
+    #     bandwidth = random.uniform(50, 100)  # 带宽，假设范围在50到200之间，单位为MB/s
+    #     nodes.append(
+    #         {'id': i, 'cpu_remaining': cpu_remaining, 'memory_remaining': memory_remaining, 'bandwidth': bandwidth})
+    #
+    # # 生成任务数据
+    # tasks = []
+    # for i in range(num_tasks):
+    #     cpu_demand = random.randint(100, 1000)  # CPU需求量，假设范围在100到1000之间，单位为MHz
+    #     memory_demand = random.randint(50, 2000)  # 内存需求量，假设范围在200到1000之间，单位为MB
+    #     container_cpu=random.randint(1, 100)
+    #     container_mem=random.randint(1, 100)
+    #     priority = random.choice(["High", "Medium", "Low"])  # 任务优先级
+    #     data_size = random.uniform(50, 1000)  # 数据大小，假设范围在100到1000之间，单位为MB
+    #     exec = random.uniform(0.1, 2)  # 任务处理时间，假设范围在0.5.0到2.0之间，单位为秒
+    #     tasks.append({'id': i, 'priority': priority,'cpu_demand': cpu_demand, 'memory_demand': memory_demand,
+    #                    'data_size': data_size, 'exec': exec,'container_cpu':container_cpu,'container_mem':container_mem})
+
+
+    # 转换为DataFrame
+    nodes_df = pd.DataFrame(nodes)
+    tasks_df = pd.DataFrame(tasks)
+
+    # 保存到CSV文件
+    nodes_df.to_csv('nodes0401.csv', index=False)
+    tasks_df.to_csv('tasks0401.csv', index=False)
+
+if __name__ == '__main__':
+    # 生成数据
+    create_simulation_data(200,100, 30)
diff --git a/reliability/GIP-MI-demo/MOEAD-IFM/moead_ifm.py b/reliability/GIP-MI-demo/MOEAD-IFM/moead_ifm.py
new file mode 100644
index 00000000..a0b1f120
--- /dev/null
+++ b/reliability/GIP-MI-demo/MOEAD-IFM/moead_ifm.py
@@ -0,0 +1,404 @@
+import os
+import random
+
+import numpy as np
+import pandas as pd
+
+tasks = None
+nodes = None
+
+
+class UnloadAssignment:
+    def __init__(self, task, node):
+        self.task = task
+        self.node = node
+        self.fitness = [0, 0, 0, 0]  # 响应时间, 资源适应度, 资源释放收益, 任务依赖度
+
+    def calculate_fitness(self):
+        # 目标1: 最小化任务响应时间
+        total_delay = self.cal_delay()
+
+        # 目标2: 最大化资源适应度（取负转为最小化）
+        node_fitness = self.cal_nodeFit()
+
+        # 目标3: 最大化资源释放收益（取负转为最小化）
+        resource_release = self.cal_resourceRelease()
+
+        # 目标4: 最小化任务依赖度
+        task_dependency = self.cal_taskDependency()
+
+        self.fitness = [total_delay, -node_fitness, -resource_release, task_dependency]
+
+    def cal_delay(self):
+        node = nodes[self.node]
+        task = tasks[self.task]
+        transmission_delay = task.data_size / node.bandwidth
+        return transmission_delay + task.exec
+
+    def cal_nodeFit(self):
+        cpu_fit = (nodes[self.node].cpu_remaining - tasks[self.task].cpu_demand) / nodes[self.node].cpu_remaining
+        mem_fit = (nodes[self.node].memory_remaining - tasks[self.task].memory_demand) / nodes[
+            self.node].memory_remaining
+        return 0.6 * cpu_fit + 0.4 * mem_fit  # 保持原负值
+
+    def cal_resourceRelease(self):
+        task = tasks[self.task]
+        return 0.5 * task.container_cpu + 0.5 * task.container_mem  # 资源释放收益
+
+    def cal_taskDependency(self):
+        if nodes[self.node].type == 'cloud':
+            if tasks[self.task].priority == "High":
+                return 10  # 需要最小化的值
+            elif tasks[self.task].priority == "Medium":
+                return 1
+            else:
+                return 0
+        if nodes[self.node].type == 'edge':
+            if tasks[self.task].priority == "High":
+                return 1  # 需要最小化的值
+            elif tasks[self.task].priority == "Medium":
+                return 0
+            else:
+                return 0
+
+
+class Node:
+    def __init__(self, id, cpu_remaining, memory_remaining, bandwidth, type):
+        self.id = id
+        self.cpu_remaining = cpu_remaining
+        self.memory_remaining = memory_remaining
+        self.bandwidth = bandwidth
+        self.type = type
+
+
+class Task:
+    def __init__(self, id, priority, cpu_demand, memory_demand, data_size, exec, container_cpu, container_mem):
+        self.id = id
+        self.priority = priority
+        self.cpu_demand = cpu_demand
+        self.memory_demand = memory_demand
+        self.data_size = data_size
+        self.exec = exec
+        self.container_cpu = container_cpu
+        self.container_mem = container_mem
+
+
+class Para:
+    def __init__(self):
+        self.N_elite = 2
+        self.Pop_size = 50  # 增大种群规模适应四维目标
+        self.gene_size = 500
+        self.pc_max = 0.8
+        self.pm_max = 0.1
+        self.pc_min = 0.7
+        self.pm_min = 0.01
+        self.pc = 0.8
+        self.pm = 0.3
+        self.T = 5
+        self.p_GS = 0.5
+        self.p_LS = 0.3
+        self.p_RS = 0.2
+        self.Best_JS = None
+        self.Best_Cmax = 1e+20
+        self.C_end = []
+        self.Pop = []
+        self._lambda = FourD_VGM(5)  # 四维权重生成
+        self._z = []
+        # IFM
+        self.history_pop = []
+
+
+def FourD_VGM(H):
+    delta = 1 / H
+    weights = []
+    for w1 in np.arange(0, 1 + delta, delta):
+        for w2 in np.arange(0, 1 - w1 + delta, delta):
+            for w3 in np.arange(0, 1 - w1 - w2 + delta, delta):
+                w4 = 1 - w1 - w2 - w3
+                if w4 >= -1e-9:  # 处理浮点误差
+                    weights.append([w1, w2, w3, w4])
+    return weights
+
+
+def Tri_Dominate(Pop1, Pop2):
+    return all(x <= y for x, y in zip(Pop1.fitness, Pop2.fitness)) and any(
+        x < y for x, y in zip(Pop1.fitness, Pop2.fitness))
+
+
+def Neighbor(lambd, T):
+    B = []
+    for i in range(len(lambd)):
+        temp = []
+        for j in range(len(lambd)):
+            distance = np.linalg.norm(np.array(lambd[i]) - np.array(lambd[j]))
+            temp.append(distance)
+        res = sorted(range(len(temp)), key=lambda k: temp[k])[:T]
+        B.append(res)
+    return B
+
+
+def Tchebycheff(x, z, lambd):
+    Gte = [abs(xi - zi) * wi for xi, zi, wi in zip(x.fitness, z, lambd)]
+    return max(Gte)
+
+
+# 修改参考点计算
+def find_worst_case(all_solutions):
+    max_vals = [
+        max(sol.fitness[0] for sol in all_solutions),
+        max(sol.fitness[1] for sol in all_solutions),
+        max(sol.fitness[2] for sol in all_solutions),
+        max(sol.fitness[3] for sol in all_solutions)
+    ]
+    return [v + 1 for v in max_vals]
+
+
+def check_constraint(task_index, node_index):
+    task = tasks[task_index]
+    node = nodes[node_index]
+    return node.cpu_remaining >= task.cpu_demand and node.memory_remaining >= task.memory_demand
+
+
+def read_simulation_data():
+    base_dir = os.path.dirname(os.path.abspath(__file__))
+    nodes_df = pd.read_csv(os.path.join(base_dir, '仿真数据', 'nodes0401.csv'))
+    tasks_df = pd.read_csv(os.path.join(base_dir, '仿真数据', 'tasks0401.csv'))
+    nodes = [Node(row['id'], row['cpu_remaining'], row['memory_remaining'], row['bandwidth'], row['type']) for
+             index, row in nodes_df.iterrows()]
+    tasks = [Task(row['id'], row['priority'], row['cpu_demand'], row['memory_demand'], row['data_size'], row['exec'],
+                  row['container_cpu'], row['container_mem']) for index, row in tasks_df.iterrows()]
+    return nodes, tasks
+
+
+def get_solutions(nodes, tasks):
+    solutions = []
+    task_num = len(tasks)
+    node_num = len(nodes)
+    for i in range(task_num):
+        for j in range(node_num):
+            if check_constraint(i, j):
+                assignment = UnloadAssignment(i, j)
+                assignment.calculate_fitness()  # 计算适应度
+                solutions.append(assignment)
+    return solutions
+
+
+def true_pareto_frontier(solutions):
+    pareto_frontier = []
+    for solution in solutions:
+        is_pareto = True
+        for other_solution in solutions:
+            if solution != other_solution:
+                if all(y <= x for x, y in zip(solution.fitness, other_solution.fitness)) and any(
+                        y < x for x, y in zip(solution.fitness, other_solution.fitness)):
+                    is_pareto = False
+                    break
+        if is_pareto:
+            pareto_frontier.append(solution)
+    return pareto_frontier
+
+
+def crossover(parent1, parent2):
+    new_pop1 = parent1
+    new_pop2 = parent2
+    # 从父代中随机选择任务和节点
+    task1, task2 = parent1.task, parent2.task
+    node1, node2 = parent1.node, parent2.node
+
+    child1 = UnloadAssignment(task1, node2)
+    child2 = UnloadAssignment(task2, node1)
+
+    # 添加约束检查，确保子代满足约束条件
+    if check_constraint(child1.task, child1.node):
+        new_pop1 = child1
+    if check_constraint(child2.task, child2.node):
+        new_pop2 = child2
+    return new_pop1, new_pop2
+
+
+def mutation(solution, num_tasks, num_nodes):
+    task = solution.task
+    node = solution.node
+    while True:
+        if random.random() < 0.5:
+            task = random.randint(0, num_tasks - 1)
+        else:
+            node = random.randint(0, num_nodes - 1)
+        # 添加约束检查，确保目标节点的CPU和内存剩余量大于要卸载的任务的资源需求量
+        if check_constraint(task, node):
+            return UnloadAssignment(task, node)
+
+
+def operator(chs1, chs2, pc, pm, num_tasks, num_nodes):
+    p1, p2 = chs1, chs2
+    if random.random() < pc:  # 是否进行交叉
+        p1, p2 = crossover(chs1, chs2)
+
+    if random.random() < pm:  # 是否进行变异
+        p1 = mutation(p1, num_tasks, num_nodes)
+
+    if random.random() < pm:
+        p2 = mutation(p2, num_tasks, num_nodes)
+
+    # p1 = mutation(p1, num_tasks, num_nodes)
+    # p2 = mutation(p2, num_tasks, num_nodes)
+
+    return p1, p2
+
+
+def MOEAD_main(para):
+    num_nodes = len(nodes)
+    num_tasks = len(tasks)
+
+    para.Pop_size = len(para._lambda)
+    para.Pop = []
+
+    # 初始化种群
+    for _ in range(para.Pop_size):
+        assignment = None
+        while (True):
+            task_id = random.randint(0, num_tasks - 1)
+            node_id = random.randint(0, num_nodes - 1)
+            if check_constraint(task_id, node_id):
+                assignment = UnloadAssignment(task_id, node_id)
+                break
+        assignment.calculate_fitness()  # 计算适应度
+        para.Pop.append(assignment)
+        if para._z == []:
+            para._z = assignment.fitness
+        else:
+            for i in range(len(assignment.fitness)):
+                if assignment.fitness[i] < para._z[i]:
+                    para._z[i] = assignment.fitness[i]
+
+    B = Neighbor(para._lambda, para.T)  # 计算邻居
+    EP = []  # 存储非支配解
+    convergence_speed = []
+    for gi in range(para.gene_size):
+        # ==== IFM新增：保存历史种群 ====
+        if len(para.history_pop) >= 1:  # 只保留上一代
+            para.history_pop.pop(0)
+        para.history_pop.append([ind for ind in para.Pop])  # 深拷贝当前种群
+        for i in range(len(para.Pop)):
+            # 从B(i)中随机选择两个索引
+            j = random.randint(0, para.T - 1)
+            k = random.randint(0, para.T - 1)
+            # 生成新解
+            pop1, pop2 = operator(para.Pop[B[i][j]], para.Pop[B[i][k]], para.pc, para.pm, num_tasks, num_nodes)
+            pop1.calculate_fitness()  # 计算适应度
+            pop2.calculate_fitness()  # 计算适应度
+
+            if Tri_Dominate(pop1, pop2):
+                y = pop1
+            else:
+                y = pop2
+
+            # ==== IFM模型（适配本场景） ====
+            if gi >= 1:
+                prev_pop = para.history_pop[-1]
+                prev_ind = prev_pop[i]
+
+                # 计算切比雪夫适应度
+                lambda_i = para._lambda[i]  # 当前子问题的权重
+                T_y = Tchebycheff(y, para._z, lambda_i)
+                T_prev = Tchebycheff(prev_ind, para._z, lambda_i)
+
+                if T_y > T_prev:
+                    # 执行交叉操作
+                    new_y1, new_y2 = crossover(y, prev_ind)
+
+                    # 计算新个体适应度
+                    new_y1.calculate_fitness()
+                    new_y2.calculate_fitness()
+
+                    # 选择更好的个体
+                    T_new1 = Tchebycheff(new_y1, para._z, lambda_i)
+                    T_new2 = Tchebycheff(new_y2, para._z, lambda_i)
+                    y_new = new_y1 if T_new1 < T_new2 else new_y2
+
+                    # # 约束检查
+                    if check_constraint(y_new.task, y_new.node):
+                        y_new.calculate_fitness()
+                        # T_y_new = Tchebycheff(y_new, para._z, lambda_i)
+                        # y = y_new if T_y_new < T_y else y
+                        if Tri_Dominate(y_new, y):
+                            y=y_new
+
+            # 更新参考点
+            for zi in range(len(para._z)):
+                if para._z[zi] > y.fitness[zi]:
+                    para._z[zi] = y.fitness[zi]
+            # 更新邻居解
+            for bi in range(len(B[i])):
+                Ta = Tchebycheff(para.Pop[B[i][bi]], para._z, para._lambda[B[i][bi]])
+                Tb = Tchebycheff(y, para._z, para._lambda[B[i][bi]])
+                if Tb < Ta:
+                    para.Pop[B[i][bi]] = y
+            # 更新EP
+            if EP == []:
+                EP.append(y)
+            else:
+                dominateY = False  # 是否有支配Y的解
+                equalFlg = False
+                _remove = []  # 从EP中删除所有被Y支配的解
+                for ei in range(len(EP)):
+                    if Tri_Dominate(y, EP[ei]):
+                        _remove.append(EP[ei])
+                    elif Tri_Dominate(EP[ei], y):
+                        dominateY = True
+                        break
+                    elif y.node == EP[ei].node and y.task == EP[ei].task:
+                        equalFlg = True
+                        break
+                # 如果EP中没有向量支配Y，则将Y添加到EP中
+                if not dominateY and not equalFlg:
+                    EP.append(y)
+                    for j in range(len(_remove)):
+                        EP.remove(_remove[j])
+        convergence_speed.append(len(EP))
+    return EP, convergence_speed
+
+
+def calculate_IGD(P, PF):
+    total_distance = 0
+    for p in PF:
+        min_dist = min(np.sqrt(sum((p.fitness[i] - q.fitness[i]) ** 2 for i in range(len(p.fitness)))) for q in P)
+        total_distance += min_dist
+    return total_distance / len(PF)
+
+
+def calculate_hypervolume(P, reference_point):
+    P = [list(sol.fitness) for sol in P]
+    try:
+        from deap.tools.indicator import hv
+    except Exception as e:
+        raise RuntimeError("deap is required for hypervolume calculation. Install it via `pip install deap`.") from e
+    return hv.hypervolume(P, reference_point)
+
+
+def main():
+    global nodes, tasks
+    nodes, tasks = read_simulation_data()
+
+    all_solutions = get_solutions(nodes, tasks)
+    true_pf = true_pareto_frontier(all_solutions)
+    print("true_pareto_frontier", len(true_pf))
+
+    para = Para()
+    EP, _convergence_speed = MOEAD_main(para)
+
+    reference_point = find_worst_case(all_solutions)
+    try:
+        hv_value = calculate_hypervolume(EP, reference_point)
+        print(f"Hypervolume: {hv_value:.4f}")
+    except RuntimeError:
+        pass
+
+    igd_value = calculate_IGD(EP, true_pf)
+    print(f"IGD: {igd_value:.4f}")
+    print(f"Pareto solutions: {len(EP)}")
+
+
+if __name__ == '__main__':
+    main()
+
diff --git a/reliability/GIP-MI-demo/MOEAD-IFM/requirements.txt b/reliability/GIP-MI-demo/MOEAD-IFM/requirements.txt
new file mode 100644
index 00000000..82f338e4
--- /dev/null
+++ b/reliability/GIP-MI-demo/MOEAD-IFM/requirements.txt
@@ -0,0 +1,3 @@
+numpy
+pandas
+deap
diff --git "a/reliability/GIP-MI-demo/MOEAD-IFM/\344\273\277\347\234\237\346\225\260\346\215\256/nodes.csv" "b/reliability/GIP-MI-demo/MOEAD-IFM/\344\273\277\347\234\237\346\225\260\346\215\256/nodes.csv"
new file mode 100644
index 00000000..356a2511
--- /dev/null
+++ "b/reliability/GIP-MI-demo/MOEAD-IFM/\344\273\277\347\234\237\346\225\260\346\215\256/nodes.csv"
@@ -0,0 +1,151 @@
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diff --git "a/reliability/GIP-MI-demo/MOEAD-IFM/\344\273\277\347\234\237\346\225\260\346\215\256/nodes0401.csv" "b/reliability/GIP-MI-demo/MOEAD-IFM/\344\273\277\347\234\237\346\225\260\346\215\256/nodes0401.csv"
new file mode 100644
index 00000000..53c584ca
--- /dev/null
+++ "b/reliability/GIP-MI-demo/MOEAD-IFM/\344\273\277\347\234\237\346\225\260\346\215\256/nodes0401.csv"
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new file mode 100644
index 00000000..7bf9b7a5
--- /dev/null
+++ "b/reliability/GIP-MI-demo/MOEAD-IFM/\344\273\277\347\234\237\346\225\260\346\215\256/tasks.csv"
@@ -0,0 +1,31 @@
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diff --git "a/reliability/GIP-MI-demo/MOEAD-IFM/\344\273\277\347\234\237\346\225\260\346\215\256/tasks0401.csv" "b/reliability/GIP-MI-demo/MOEAD-IFM/\344\273\277\347\234\237\346\225\260\346\215\256/tasks0401.csv"
new file mode 100644
index 00000000..8c59ffdb
--- /dev/null
+++ "b/reliability/GIP-MI-demo/MOEAD-IFM/\344\273\277\347\234\237\346\225\260\346\215\256/tasks0401.csv"
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diff --git a/reliability/GIP-MI-demo/ParNet/README.md b/reliability/GIP-MI-demo/ParNet/README.md
new file mode 100644
index 00000000..3b51c048
--- /dev/null
+++ b/reliability/GIP-MI-demo/ParNet/README.md
@@ -0,0 +1,32 @@
+# ParNet
+
+本目录包含 ParNet 的二分类训练与评估代码，输入为 CPU / Memory / Response Time 标注数据。
+
+## 数据
+
+`data/` 下为标注数据 CSV，列为：`cpu, mem, response_time, label(0/1)`。
+
+## 安装依赖
+
+```bash
+pip install -r requirements.txt
+```
+
+## 运行
+
+默认使用 `data/2024-07-08_label_non-constant.csv`，滑动窗口大小 `window_size=21`：
+
+```bash
+python parnet.py
+```
+
+指定数据文件：
+
+```bash
+python parnet.py --data_path data/2024-05-5_label_constant.csv
+```
+
+输出：
+
+- 最佳模型：`checkpoints/parnet/best_model_params.pth`
+- 指标：`results/parnet/metrics.txt`
diff --git a/reliability/GIP-MI-demo/ParNet/__pycache__/parnet.cpython-39.pyc b/reliability/GIP-MI-demo/ParNet/__pycache__/parnet.cpython-39.pyc
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diff --git a/reliability/GIP-MI-demo/ParNet/__pycache__/utils.cpython-39.pyc b/reliability/GIP-MI-demo/ParNet/__pycache__/utils.cpython-39.pyc
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diff --git a/reliability/GIP-MI-demo/ParNet/data/2024-05-5_label_constant.csv b/reliability/GIP-MI-demo/ParNet/data/2024-05-5_label_constant.csv
new file mode 100644
index 00000000..3f7d8d54
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diff --git a/reliability/GIP-MI-demo/ParNet/data/2024-07-08_label_non-constant.csv b/reliability/GIP-MI-demo/ParNet/data/2024-07-08_label_non-constant.csv
new file mode 100644
index 00000000..49f22aff
--- /dev/null
+++ b/reliability/GIP-MI-demo/ParNet/data/2024-07-08_label_non-constant.csv
@@ -0,0 +1,3119 @@
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diff --git a/reliability/GIP-MI-demo/ParNet/parnet.py b/reliability/GIP-MI-demo/ParNet/parnet.py
new file mode 100644
index 00000000..e18805c5
--- /dev/null
+++ b/reliability/GIP-MI-demo/ParNet/parnet.py
@@ -0,0 +1,358 @@
+import argparse
+import copy
+import os
+import sys
+
+import numpy as np
+import pandas as pd
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+import torch.optim as optim
+from sklearn.metrics import accuracy_score, confusion_matrix, f1_score, precision_score, recall_score
+from sklearn.model_selection import train_test_split
+from torch.utils.data import DataLoader, TensorDataset
+from tqdm import tqdm
+
+from repvgg import RepVGGBlock
+from utils import Concat2d, MultiBatchNorm2d
+
+
+PROJECT_ROOT = os.path.dirname(os.path.abspath(__file__))
+if PROJECT_ROOT not in sys.path:
+    sys.path.insert(0, PROJECT_ROOT)
+
+
+class ClassifierHead(nn.Module):
+    def __init__(self, in_chs: int, num_classes: int, pool_type: str = "avg", drop_rate: float = 0.0):
+        super().__init__()
+        if pool_type == "avg":
+            self.pool = nn.AdaptiveAvgPool2d(1)
+        elif pool_type == "max":
+            self.pool = nn.AdaptiveMaxPool2d(1)
+        else:
+            raise ValueError(f"Unsupported pool_type: {pool_type}")
+        self.drop = nn.Dropout(p=drop_rate) if drop_rate and drop_rate > 0 else nn.Identity()
+        self.fc = nn.Linear(in_chs, num_classes)
+
+    def forward(self, x: torch.Tensor) -> torch.Tensor:
+        x = self.pool(x).flatten(1)
+        x = self.drop(x)
+        return self.fc(x)
+
+
+class RepVGGOur(nn.Module):
+    expansion: int = 1
+
+    def __init__(self, inplanes, planes, stride=1, groups=1, kernel_size=3, se_block=True, additional_branches=None):
+        super().__init__()
+        additional_branches = additional_branches or []
+
+        activation = nn.ReLU()
+        if "swish" in additional_branches:
+            activation = nn.SiLU()
+
+        self.block = RepVGGBlock(
+            inplanes,
+            planes,
+            kernel_size,
+            stride=stride,
+            padding=1,
+            groups=groups,
+            avg_pool=True,
+            se_block=se_block,
+            activation=activation,
+        )
+
+    def forward(self, x):
+        return self.block(x)
+
+
+class SimpNet(nn.Module):
+    def __init__(self, planes, num_blocks, dropout_lin, additional_branches=None):
+        super().__init__()
+        additional_branches = additional_branches or []
+        block = RepVGGOur
+
+        last_planes = planes[-1]
+        planes = planes[0:-1]
+        strides = [2] * len(planes)
+        assert num_blocks[-1] == 1
+        assert num_blocks[-2] != 1
+        num_blocks = num_blocks[0:-1]
+
+        self.inits = nn.ModuleList()
+        in_planes = min(64, planes[0])
+        self.inits.append(
+            nn.Sequential(
+                block(3, in_planes, stride=2, additional_branches=additional_branches),
+                block(in_planes, planes[0], stride=2, additional_branches=additional_branches),
+            )
+        )
+
+        for stride, in_plane, out_plane in zip(strides[1:], planes[0:-1], planes[1:]):
+            self.inits.append(
+                block(
+                    in_plane * block.expansion,
+                    out_plane * block.expansion,
+                    stride,
+                    additional_branches=additional_branches,
+                )
+            )
+
+        self.streams = nn.ModuleList()
+
+        def stream_block(plane):
+            return block(plane, plane, kernel_size=3, stride=1, se_block=True, additional_branches=additional_branches)
+
+        for num_block, plane in zip(num_blocks, planes):
+            stream = nn.ModuleList()
+            for _ in range(num_block - 1):
+                stream.append(stream_block(plane * block.expansion))
+            self.streams.append(nn.Sequential(*stream))
+
+        self.downsamples_2 = nn.ModuleList()
+        in_planes_list = planes[0:-1]
+        out_planes_list = planes[1:]
+        for i, (stride, in_plane, out_plane) in enumerate(zip(strides[1:], in_planes_list, out_planes_list)):
+            if i == 0:
+                self.downsamples_2.append(
+                    block(
+                        in_plane * block.expansion,
+                        out_plane * block.expansion,
+                        stride,
+                        kernel_size=3,
+                        additional_branches=additional_branches,
+                    )
+                )
+            else:
+                self.downsamples_2.append(
+                    nn.Sequential(
+                        MultiBatchNorm2d(in_plane * block.expansion, in_plane * block.expansion),
+                        Concat2d(shuffle=True),
+                        block(
+                            2 * in_plane * block.expansion,
+                            out_plane * block.expansion,
+                            stride=2,
+                            groups=2,
+                            kernel_size=3,
+                            additional_branches=additional_branches,
+                        ),
+                    )
+                )
+
+        in_planes_combine = planes[-1]
+        self.combine = nn.Sequential(
+            MultiBatchNorm2d(in_planes_combine * block.expansion, in_planes_combine * block.expansion),
+            Concat2d(shuffle=True),
+            block(
+                2 * in_planes_combine * block.expansion,
+                in_planes_combine * block.expansion,
+                stride=1,
+                groups=2,
+                additional_branches=additional_branches,
+            ),
+            block(planes[-1], last_planes, stride=2, additional_branches=additional_branches),
+        )
+
+        self.head = ClassifierHead(last_planes * block.expansion, 1000, pool_type="avg", drop_rate=dropout_lin)
+        self.num_features = last_planes * block.expansion
+
+    def forward(self, img):
+        x = img
+        x_list = []
+        for init in self.inits:
+            x = init(x)
+            x_list.append(x)
+
+        y_old = None
+        for i, (x_s, stream) in enumerate(zip(x_list, self.streams)):
+            y = stream(x_s)
+            if y_old is None:
+                y_old = self.downsamples_2[i](y)
+            elif i < len(self.downsamples_2):
+                y_old = self.downsamples_2[i]((y, y_old))
+            else:
+                y_old = (y, y_old)
+
+        out = self.combine(y_old)
+        return self.head(out)
+
+
+def slice_data(data_path: str, window_size: int):
+    df = pd.read_csv(data_path)
+
+    sequences = []
+    labels = []
+    for i in range(len(df) - window_size + 1):
+        sequence = df.iloc[i : i + window_size, :3]
+        label_1_count = (df.iloc[i : i + window_size, 3] == 0).sum()
+        label_2_count = (df.iloc[i : i + window_size, 3] == 1).sum()
+        label = 0 if label_1_count > label_2_count else 1
+        sequences.append(sequence)
+        labels.append(label)
+
+    return np.array(sequences), np.array(labels)
+
+
+def divide_data(sequences, labels, image_size: int):
+    x_train, x_temp, y_train, y_temp = train_test_split(sequences, labels, test_size=0.2, stratify=labels, random_state=None)
+    x_test, x_val, y_test, y_val = train_test_split(x_temp, y_temp, test_size=0.3, stratify=y_temp, random_state=None)
+
+    x_train = np.expand_dims(np.array(x_train), axis=1)
+    x_test = np.expand_dims(np.array(x_test), axis=1)
+    x_val = np.expand_dims(np.array(x_val), axis=1)
+
+    x_train = np.transpose(x_train, (0, 3, 2, 1))
+    x_test = np.transpose(x_test, (0, 3, 2, 1))
+    x_val = np.transpose(x_val, (0, 3, 2, 1))
+
+    x_train_tensor = torch.tensor(x_train, dtype=torch.float32)
+    y_train_tensor = torch.tensor(y_train, dtype=torch.long)
+    x_test_tensor = torch.tensor(x_test, dtype=torch.float32)
+    y_test_tensor = torch.tensor(y_test, dtype=torch.long)
+    x_val_tensor = torch.tensor(x_val, dtype=torch.float32)
+    y_val_tensor = torch.tensor(y_val, dtype=torch.long)
+
+    x_train_tensor = F.interpolate(x_train_tensor, size=(image_size, image_size), mode="bilinear", align_corners=False)
+    x_test_tensor = F.interpolate(x_test_tensor, size=(image_size, image_size), mode="bilinear", align_corners=False)
+    x_val_tensor = F.interpolate(x_val_tensor, size=(image_size, image_size), mode="bilinear", align_corners=False)
+
+    return x_train_tensor, y_train_tensor, x_test_tensor, y_test_tensor, x_val_tensor, y_val_tensor
+
+
+def train_with_parnet(
+    x_train_tensor,
+    y_train_tensor,
+    x_test_tensor,
+    y_test_tensor,
+    x_val_tensor,
+    y_val_tensor,
+    *,
+    epochs: int,
+    batch_size: int,
+    lr: float,
+    save_path: str,
+):
+    device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
+
+    train_loader = DataLoader(TensorDataset(x_train_tensor, y_train_tensor), batch_size=batch_size, shuffle=True)
+    test_loader = DataLoader(TensorDataset(x_test_tensor, y_test_tensor), batch_size=batch_size, shuffle=False)
+    val_loader = DataLoader(TensorDataset(x_val_tensor, y_val_tensor), batch_size=batch_size, shuffle=False)
+
+    model = SimpNet(planes=[92, 192, 384, 1280], num_blocks=[5, 6, 6, 1], dropout_lin=0.0).to(device)
+    criterion = nn.CrossEntropyLoss()
+    optimizer = optim.Adam(model.parameters(), lr=lr)
+
+    best_model_params = None
+    best_accuracy = 0.0
+
+    model.train()
+    for epoch in range(epochs):
+        running_loss = 0.0
+        for inputs, labels in tqdm(train_loader, desc=f"Epoch {epoch + 1}", leave=False):
+            inputs, labels = inputs.to(device), labels.to(device)
+            optimizer.zero_grad()
+            outputs = model(inputs)
+            loss = criterion(outputs, labels)
+            loss.backward()
+            optimizer.step()
+            running_loss += loss.item() * inputs.size(0)
+
+        epoch_loss = running_loss / len(train_loader.dataset)
+        print(f"Epoch {epoch + 1}, Loss: {epoch_loss:.4f}")
+
+        model.eval()
+        correct = 0
+        total = 0
+        with torch.no_grad():
+            for inputs, labels in val_loader:
+                inputs, labels = inputs.to(device), labels.to(device)
+                outputs = model(inputs)
+                _, predicted = torch.max(outputs, 1)
+                total += labels.size(0)
+                correct += (predicted == labels).sum().item()
+
+        accuracy = correct / total
+        print(f"Validation Accuracy after Epoch {epoch + 1}: {accuracy:.4f}")
+
+        if accuracy > best_accuracy:
+            best_accuracy = accuracy
+            best_model_params = copy.deepcopy(model.state_dict())
+
+    os.makedirs(os.path.dirname(save_path), exist_ok=True)
+    torch.save(best_model_params, save_path)
+    model.load_state_dict(best_model_params)
+
+    model.eval()
+    predictions = []
+    true_labels = []
+    with torch.no_grad():
+        for inputs, labels in tqdm(test_loader, desc="Testing", leave=False):
+            inputs, labels = inputs.to(device), labels.to(device)
+            outputs = model(inputs)
+            _, predicted = torch.max(outputs, 1)
+            predictions.extend(predicted.cpu().numpy())
+            true_labels.extend(labels.cpu().numpy())
+
+    conf_matrix = confusion_matrix(true_labels, predictions)
+    print("Confusion matrix:")
+    print(conf_matrix)
+
+    accuracy = accuracy_score(true_labels, predictions)
+    precision = precision_score(true_labels, predictions, average="macro", zero_division=0)
+    recall = recall_score(true_labels, predictions, average="macro", zero_division=0)
+    f1 = f1_score(true_labels, predictions, average="macro", zero_division=0)
+
+    print(f"Accuracy: {accuracy:.4f}")
+    print(f"Precision: {precision:.4f}")
+    print(f"Recall: {recall:.4f}")
+    print(f"F1: {f1:.4f}")
+
+    return accuracy, precision, recall, f1, conf_matrix
+
+
+def main() -> int:
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--data_path", type=str, default=os.path.join("data", "2024-07-08_label_non-constant.csv"))
+    parser.add_argument("--window_size", type=int, default=21)
+    parser.add_argument("--image_size", type=int, default=128)
+    parser.add_argument("--epochs", type=int, default=10)
+    parser.add_argument("--batch_size", type=int, default=10)
+    parser.add_argument("--lr", type=float, default=0.001)
+    args = parser.parse_args()
+
+    os.chdir(PROJECT_ROOT)
+
+    sequences, labels = slice_data(args.data_path, args.window_size)
+    x_train, y_train, x_test, y_test, x_val, y_val = divide_data(sequences, labels, args.image_size)
+
+    save_path = os.path.join("checkpoints", "parnet", "best_model_params.pth")
+    accuracy, precision, recall, f1, cm = train_with_parnet(
+        x_train,
+        y_train,
+        x_test,
+        y_test,
+        x_val,
+        y_val,
+        epochs=args.epochs,
+        batch_size=args.batch_size,
+        lr=args.lr,
+        save_path=save_path,
+    )
+
+    os.makedirs(os.path.join("results", "parnet"), exist_ok=True)
+    with open(os.path.join("results", "parnet", "metrics.txt"), "w", encoding="utf-8") as f:
+        f.write(f"accuracy\t{accuracy}\n")
+        f.write(f"precision\t{precision}\n")
+        f.write(f"recall\t{recall}\n")
+        f.write(f"f1\t{f1}\n")
+        f.write("confusion_matrix\n")
+        f.write(np.array2string(cm))
+        f.write("\n")
+
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/reliability/GIP-MI-demo/ParNet/repvgg.py b/reliability/GIP-MI-demo/ParNet/repvgg.py
new file mode 100644
index 00000000..adcd1627
--- /dev/null
+++ b/reliability/GIP-MI-demo/ParNet/repvgg.py
@@ -0,0 +1,79 @@
+import torch
+import torch.nn as nn
+
+from utils import SE1, channel_shuffle
+from typing import Optional
+
+
+def conv_bn(in_channels: int, out_channels: int, kernel_size: int, stride: int, padding: int, groups: int = 1) -> nn.Sequential:
+    return nn.Sequential(
+        nn.Conv2d(
+            in_channels=in_channels,
+            out_channels=out_channels,
+            kernel_size=kernel_size,
+            stride=stride,
+            padding=padding,
+            groups=groups,
+            bias=False,
+        ),
+        nn.BatchNorm2d(out_channels),
+    )
+
+
+class RepVGGBlock(nn.Module):
+    def __init__(
+        self,
+        in_channels: int,
+        out_channels: int,
+        kernel_size: int,
+        *,
+        stride: int = 1,
+        padding: int = 1,
+        groups: int = 1,
+        avg_pool: bool = False,
+        se_block: bool = False,
+        activation: Optional[nn.Module] = None,
+    ):
+        super().__init__()
+        if activation is None:
+            activation = nn.ReLU()
+
+        self.groups = groups
+        self.stride = stride
+        self.kernel_size = kernel_size
+        self.in_channels = in_channels
+        self.out_channels = out_channels
+        self.padding = padding
+        self.se_block = se_block
+        self.fused = False
+
+        assert padding == 1
+        padding_11 = padding - 3 // 2
+
+        self.nonlinearity = activation
+        self.rbr_identity = nn.BatchNorm2d(in_channels) if (out_channels == in_channels and stride == 1) else None
+        self.rbr_dense = conv_bn(in_channels, out_channels, kernel_size=3, stride=stride, padding=padding, groups=groups) if (kernel_size != 1) else None
+        self.rbr_1x1 = conv_bn(in_channels, out_channels, kernel_size=1, stride=stride, padding=padding_11, groups=groups)
+        if stride == 2 and avg_pool:
+            self.rbr_1x1 = nn.Sequential(nn.AvgPool2d(2, 2), conv_bn(in_channels, out_channels, kernel_size=1, stride=1, padding=0, groups=groups))
+
+        self.channel_shuffle_enabled = groups > 1
+        if self.se_block:
+            self.se = SE1(in_channels, out_channels, g=groups, ver=2 if (out_channels != in_channels or stride != 1) else 1)
+
+    def forward(self, inputs: torch.Tensor) -> torch.Tensor:
+        id_out = 0 if self.rbr_identity is None else self.rbr_identity(inputs)
+        rbr_1x1_output = 0 if self.fused else self.rbr_1x1(inputs)
+        dense_output = 0 if self.rbr_dense is None else self.rbr_dense(inputs)
+
+        if self.se_block and self.rbr_identity is not None:
+            id_out = id_out * self.se(id_out)
+
+        out = dense_output + rbr_1x1_output + id_out
+        if self.se_block and (self.rbr_identity is None):
+            out = out * self.se(inputs)
+
+        out = self.nonlinearity(out)
+        if self.channel_shuffle_enabled:
+            out = channel_shuffle(out, self.groups)
+        return out
diff --git a/reliability/GIP-MI-demo/ParNet/requirements.txt b/reliability/GIP-MI-demo/ParNet/requirements.txt
new file mode 100644
index 00000000..0c6faf99
--- /dev/null
+++ b/reliability/GIP-MI-demo/ParNet/requirements.txt
@@ -0,0 +1,5 @@
+numpy
+pandas
+scikit-learn
+torch
+tqdm
diff --git a/reliability/GIP-MI-demo/ParNet/train_parnet_timeseries.py b/reliability/GIP-MI-demo/ParNet/train_parnet_timeseries.py
new file mode 100644
index 00000000..265583e2
--- /dev/null
+++ b/reliability/GIP-MI-demo/ParNet/train_parnet_timeseries.py
@@ -0,0 +1,5 @@
+import parnet
+
+
+if __name__ == "__main__":
+    raise SystemExit(parnet.main())
diff --git a/reliability/GIP-MI-demo/ParNet/utils.py b/reliability/GIP-MI-demo/ParNet/utils.py
new file mode 100644
index 00000000..db1012a9
--- /dev/null
+++ b/reliability/GIP-MI-demo/ParNet/utils.py
@@ -0,0 +1,67 @@
+import torch
+import torch.nn as nn
+
+
+def num_param(net: nn.Module) -> int:
+    return sum(p.numel() for p in net.parameters() if p.requires_grad)
+
+
+def trace_net(net: nn.Module, inp: torch.Tensor, save_pth: str = "traced_model.pt") -> None:
+    traced_script_module = torch.jit.trace(net, inp, strict=True)
+    traced_script_module.save(save_pth)
+
+
+def channel_shuffle(x: torch.Tensor, groups: int) -> torch.Tensor:
+    n, c, h, w = x.shape
+    if groups <= 1 or c % groups != 0:
+        return x
+    x = x.view(n, groups, c // groups, h, w)
+    x = x.transpose(1, 2).contiguous()
+    return x.view(n, c, h, w)
+
+
+class MultiBatchNorm2d(nn.Module):
+    def __init__(self, n1: int, n2: int):
+        super().__init__()
+        self.b1 = nn.BatchNorm2d(n1)
+        self.b2 = nn.BatchNorm2d(n2)
+
+    def forward(self, x):
+        x1, x2 = x
+        return (self.b1(x1), self.b2(x2))
+
+
+class Concat2d(nn.Module):
+    def __init__(self, shuffle: bool = False):
+        super().__init__()
+        self.shuffle = shuffle
+
+    def forward(self, x):
+        if self.shuffle:
+            b, _, h, w = x[0].shape
+            x = [_x.unsqueeze(1) for _x in x]
+            out = torch.cat(x, 1)
+            out = out.transpose(1, 2)
+            return torch.reshape(out, (b, -1, h, w))
+        return torch.cat(x, 1)
+
+
+class SE1(nn.Module):
+    def __init__(self, c_in: int, c_out: int, g: int = 1, reduction: int = 16, ver: int = 1):
+        super().__init__()
+        self.ver = ver
+        self.avg_pool = nn.AdaptiveAvgPool2d(1)
+        hidden = max(1, c_out // reduction)
+        self.fc = nn.Sequential(
+            nn.Conv2d(c_in, hidden, kernel_size=1, groups=g, bias=False),
+            nn.ReLU(inplace=True),
+            nn.Conv2d(hidden, c_out, kernel_size=1, groups=g, bias=False),
+            nn.Sigmoid(),
+        )
+
+    def forward(self, x):
+        y = self.fc(self.avg_pool(x))
+        if self.ver == 2:
+            y = 2 * y
+        return y
+
diff --git a/reliability/GIP-MI-demo/README.md b/reliability/GIP-MI-demo/README.md
new file mode 100644
index 00000000..050b5a0f
--- /dev/null
+++ b/reliability/GIP-MI-demo/README.md
@@ -0,0 +1,66 @@
+# GIP-MI: Software Aging Prediction and Rejuvenation for KubeEdge
+
+## Introduction
+This example demonstrates the **GIP-MI** framework, a reliability enhancement solution designed for KubeEdge edge nodes. It aims to proactively detect software aging trends and perform zero-downtime rejuvenation.
+
+The framework consists of **three core modules** working in a pipeline:
+
+1.  **Aging Prediction (GCN-Informer)**:
+    * Captures spatial-temporal dependencies of system metrics (CPU, Memory, etc.).
+    * Predicts future metric trends to provide early warning signals.
+
+2.  **Aging State Determination (ParNet)**:
+    * Analyzes the predicted data slices using a Parallel Network (ParNet).
+    * Accurately classifies the node's state (e.g., *Normal* vs. *Aging*).
+
+3.  **Rejuvenation Strategy (MOEA/D-IFM)**:
+    * Triggered when an "Aging" state is confirmed.
+    * Uses Multi-Objective Evolutionary Algorithm (MOEA/D-IFM) to generate an optimal task offloading and node restart strategy, ensuring service continuity.
+
+## Directory Structure
+
+This example includes the implementation of the three algorithms:
+
+* `GCN-Informer/`: Code for the aging prediction model.
+* `ParNet/`: Code for the aging state determination model.
+* `MOEAD-IFM/`: Code for the rejuvenation strategy generation algorithm.
+
+## Prerequisites
+
+* Python 3.8+
+* PyTorch (for deep learning models)
+* NumPy, Pandas, Scikit-learn
+
+## Usage Guide
+
+### Step 1: Aging Prediction
+Navigate to the prediction module to forecast system metrics:
+
+```bash
+cd GCN-Informer
+Run the prediction script
+python main.py  (Note: Replace with your actual entry script)
+```
+
+### Step 2: Aging Determination
+Use the predicted data to determine if the node is entering an aging state:
+```bash
+cd ../ParNet
+Run the state determination model
+python main.py  (Note: Replace with your actual entry script)
+```
+
+### Step 3: Strategy Generation
+If aging is detected, generate the offloading and restart strategy:
+```bash
+cd ../MOEAD-IFM
+Calculate the optimal rejuvenation strategy
+python main.py  (Note: Replace with your actual entry script)
+```
+
+## Reference
+For more design details and the background of this research, please refer to the Feature Request Issue:  https://github.com/kubeedge/kubeedge/issues/6607
+
+The full research prototype and datasets are also available in the author's repository: https://github.com/niuchaoyu/Software-Aging-State-Determination-and-Rejuvenation-Strategy-Generation-for-the-KubeEdge
+
+Signed-off-by: niuchaoyu <411654689@qq.com>
diff --git a/reliability/GIP-MI-demo/proposal/design-proposal.md b/reliability/GIP-MI-demo/proposal/design-proposal.md
new file mode 100644
index 00000000..6cab0b78
--- /dev/null
+++ b/reliability/GIP-MI-demo/proposal/design-proposal.md
@@ -0,0 +1,53 @@
+---
+title: Software Aging Prediction and Rejuvenation for Edge Nodes
+authors:
+  - "@niuchaoyu"
+owning-sig: sig-node
+participating-sigs:
+  - sig-ai
+status: provisional
+creation-date: '2025-01-06'
+---
+
+# Software Aging Prediction and Rejuvenation for Edge Nodes
+
+## Summary
+
+This proposal introduces a reliability enhancement framework (GIP-MI) for KubeEdge to proactively detect software aging and perform rejuvenation. It integrates a **GCN-Informer** model for metric prediction and a **ParNet** model for aging state determination. Upon detection of aging, a **MOEA/D-IFM** based strategy triggers task offloading and node rejuvenation to ensure service continuity.
+
+## Motivation
+
+### Goals
+
+* Enable KubeEdge to predict resource exhaustion trends (CPU/Memory) on edge nodes.
+* Provide a mechanism to identify "aging" states before a hard failure (Crash/NotReady) occurs.
+* Implement a rejuvenation strategy that migrates workloads before restarting components, minimizing downtime.
+
+### Non-Goals
+
+* This proposal does not replace the existing node health check mechanism (NodeStatus) but enhances it with predictive capabilities.
+
+## Proposal
+
+### User Stories
+
+* **As a cluster administrator**, I want to receive alerts when an edge node is predicted to exhaust its memory in the next hour, so I can intervene early.
+* **As an edge application developer**, I want my services to be gracefully migrated to other nodes if the current node needs a restart due to software aging.
+
+### Design Details
+
+#### 1. Architecture
+The framework consists of three main components interacting with KubeEdge:
+
+* **Data Collection**: Scrapes metrics (CPU, Memory, Response Time) from EdgeCore via Prometheus.
+* **Decision Engine**:
+    * **Prediction**: Runs GCN-Informer to forecast future metric trends.
+    * **Determination**: Runs ParNet to classify the node state (Normal vs. Aging).
+* **Execution**:
+    * If "Aging" is detected, the MOEA/D-IFM algorithm calculates the optimal offloading plan.
+    * Commands are sent to KubeEdge (via Kubernetes API) to evict pods and restart the `edgecore` service or the node.
+
+#### 2. Algorithms
+* **GCN-Informer**: Captures spatial-temporal dependencies in system metrics for accurate long-term forecasting.
+* **ParNet**: A parallel network model used to identify aging patterns from time-series data slices.
+* **MOEA/D-IFM**: A multi-objective evolutionary algorithm to optimize task offloading decisions, balancing latency and resource usage.