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syntheticSuccess/c2/goggle/goggle-c2-20260414_034344/_goggle_gen.py

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+
+import os, torch, pandas as pd
+from goggle.model.Goggle import Goggle
+os.environ["PYTHONPATH"] = "/workspace/GOGGLE/src:" + os.environ.get("PYTHONPATH", "")
+d = torch.load(r"/work/output-SpecializedModels/c2/goggle/goggle-c2-20260414_034344/goggle_state.pt", map_location="cuda")
+meta = d["meta"]
+g = Goggle(
+    meta["input_dim"], 64, 2, True, 64, 2, 0.1, "gcn",
+    None, None, "cuda",
+).cuda()
+g.load_state_dict(d["state_dict"], strict=False)
+g.eval()
+with torch.no_grad():
+    z = g.sample(int(200)).cpu().numpy()
+df = pd.DataFrame(z, columns=meta["columns"])
+df.to_csv(r"/work/output-SpecializedModels/c2/goggle/goggle-c2-20260414_034344/goggle-c2-200-20260414_034520.csv", index=False)

syntheticSuccess/c2/goggle/goggle-c2-20260414_034344/_goggle_meta.json

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syntheticSuccess/c2/goggle/goggle-c2-20260414_034344/_goggle_train.csv

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syntheticSuccess/c2/goggle/goggle-c2-20260414_034344/_goggle_train.py

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+
+import json, os, torch, pandas as pd
+os.environ["PYTHONPATH"] = "/workspace/GOGGLE/src:" + os.environ.get("PYTHONPATH", "")
+os.chdir("/work")
+from goggle.GoggleModel import GoggleModel
+with open(r"/work/output-SpecializedModels/c2/goggle/goggle-c2-20260414_034344/_goggle_meta.json") as f:
+    meta = json.load(f)
+df = pd.read_csv(r"/work/output-SpecializedModels/c2/goggle/goggle-c2-20260414_034344/_goggle_train.csv")
+m = GoggleModel(
+    "pipe", input_dim=meta["input_dim"], encoder_dim=64, decoder_dim=64,
+    encoder_l=2, decoder_l=2, decoder_arch="gcn", device="cuda",
+    epochs=2, batch_size=128, patience=min(20, 2), logging_epoch=max(1, 2//5),
+)
+m.fit(df)
+torch.save({"state_dict": m.model.state_dict(), "meta": meta}, r"/work/output-SpecializedModels/c2/goggle/goggle-c2-20260414_034344/goggle_state.pt")
+print("GOGGLE train OK")

syntheticSuccess/c2/goggle/goggle-c2-20260414_034344/goggle-c2-200-20260414_034520.csv

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syntheticSuccess/c2/goggle/goggle-c2-20260414_034344/goggle_state.pt

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syntheticSuccess/c2/goggle/goggle-c2-20260414_034344/input_snapshot.json

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syntheticSuccess/c2/goggle/goggle-c2-20260414_034344/models_goggle/weights.pt

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