diff --git a/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/_fd_X_host.npy b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/_fd_X_host.npy new file mode 100644 index 0000000000000000000000000000000000000000..4512a9ced006055e662b62593fc864edcb9107b2 --- /dev/null +++ b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/_fd_X_host.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3947eeef27a6612459d1d353a47ae22f8e0515ff5fa222136469de2a9acc6a96 +size 740512 diff --git a/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/_fd_gen.py b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/_fd_gen.py new file mode 100644 index 0000000000000000000000000000000000000000..acbb9003e0262dab983bd21c5cb052572cccbff9 --- /dev/null +++ b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/_fd_gen.py @@ -0,0 +1,8 @@ + +import joblib, pandas as pd +m, meta = joblib.load(r'/work/output-SpecializedModels/n10/forestdiffusion/forest-n10-20260430_052420/forestdiffusion_model.joblib') +# generate：batch_size 为样本数 +arr = m.generate(batch_size=int(10888)) +df = pd.DataFrame(arr, columns=meta["column_names"]) +df.to_csv(r'/work/output-SpecializedModels/n10/forestdiffusion/forest-n10-20260430_052420/forest-n10-10888-20260430_132532.csv', index=False) +print("saved", len(df)) diff --git a/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/_fd_meta_host.json b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/_fd_meta_host.json new file mode 100644 index 0000000000000000000000000000000000000000..fd3f0b9f99f06a783fa7f027ce8db15b7c85ba04 --- /dev/null +++ b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/_fd_meta_host.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ea2867b5fc46f0a7890cd7137b9bd657ee50d042c3d09fe8f2a0365a4db62693 +size 282 diff --git a/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/_fd_train.py b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/_fd_train.py new file mode 100644 index 0000000000000000000000000000000000000000..75273182a1d760c921f285610702768633147f48 --- /dev/null +++ b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/_fd_train.py @@ -0,0 +1,20 @@ + +import shutil, json +shutil.copy(r'/work/output-SpecializedModels/n10/forestdiffusion/forest-n10-20260430_052420/_fd_X_host.npy', '/tmp/fd_X.npy') +with open(r'/work/output-SpecializedModels/n10/forestdiffusion/forest-n10-20260430_052420/_fd_meta_host.json') as f: + open('/tmp/fd_meta.json','w').write(f.read()) + +import numpy as np, joblib, json, os +from ForestDiffusion import ForestDiffusionModel +X = np.load("/tmp/fd_X.npy") +with open("/tmp/fd_meta.json") as f: + meta = json.load(f) +cat_indexes = meta["cat_indexes"] +m = ForestDiffusionModel( + X, n_t=20, n_estimators=100, duplicate_K=20, n_jobs=2, + model="xgboost", max_depth=6, tree_method="hist", cat_indexes=cat_indexes, +) +joblib.dump((m, meta), "/tmp/fd_model.joblib") +print("ForestDiffusion train OK") + +shutil.copy('/tmp/fd_model.joblib', r'/work/output-SpecializedModels/n10/forestdiffusion/forest-n10-20260430_052420/forestdiffusion_model.joblib') diff --git a/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/forest-n10-10888-20260430_132532.csv b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/forest-n10-10888-20260430_132532.csv new file mode 100644 index 0000000000000000000000000000000000000000..eaea96de9072a92e32f720dd39c4364a0cbe09a1 --- /dev/null +++ b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/forest-n10-10888-20260430_132532.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:901a1adffbbcaa87bf240edcec4d5045ba5c1a1ec0d75288fda5567f060ce8b2 +size 3486406 diff --git a/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/forestdiffusion_model.joblib b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/forestdiffusion_model.joblib new file mode 100644 index 0000000000000000000000000000000000000000..c702d09b12abb5629181210ba176482301bb3724 --- /dev/null +++ b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/forestdiffusion_model.joblib @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:95a900dfb9c759f6018a6c0cd5d3ce9afa13145a3ba537fe3b07937ea29b209b +size 163317107 diff --git a/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/input_snapshot.json b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..c72ad8aa1d5b58dcc6f286eca2338841f9eb779d --- /dev/null +++ b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/input_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:efbc112b5a7151efdeb3818091135b8259128d9ee01bc46e9f4af14d4b9904ef +size 1368 diff --git a/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/models_fd/model.joblib b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/models_fd/model.joblib new file mode 100644 index 0000000000000000000000000000000000000000..c702d09b12abb5629181210ba176482301bb3724 --- /dev/null +++ b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/models_fd/model.joblib @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:95a900dfb9c759f6018a6c0cd5d3ce9afa13145a3ba537fe3b07937ea29b209b +size 163317107 diff --git a/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/public_gate/normalized_schema_snapshot.json b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..41ad942e0e7111a5e160731dd649477639cdce12 --- /dev/null +++ b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fee895fc1a117cbaab0b9758f74f0febe347530390032f18a87436840b7e0e60 +size 9156 diff --git a/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/public_gate/public_gate_report.json b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..ad0ca82e830d2d6ffdc48edcff77ef67e3d8e49f --- /dev/null +++ b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/public_gate/public_gate_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:835bc3e7d1f3cba7279e31030121610d389d32ff0faa1982b1ef1d2b40622247 +size 919 diff --git a/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/public_gate/staged_input_manifest.json b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..8d7b7d909e8a98ac4292f33730fc306ef3a8ba7e --- /dev/null +++ b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/public_gate/staged_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a5e3d7b712b36d345c54fa2b03eaf10ac755fa194e530928133d3751ef51313f +size 9982 diff --git a/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/runtime_result.json b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..9a74c259e74046cf6dabf7d921f8b07aee79373e --- /dev/null +++ b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/runtime_result.json @@ -0,0 +1,3 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new file mode 100644 index 0000000000000000000000000000000000000000..6f3aaa01a627a955d2022165805d2786c0da78ba --- /dev/null +++ b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/staged/forestdiffusion/adapter_transforms_applied.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945 +size 2 diff --git a/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/staged/forestdiffusion/model_input_manifest.json b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/staged/forestdiffusion/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3acdea2b40ceb39ed6295871f5113564ac237ef0 --- /dev/null +++ b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/staged/forestdiffusion/model_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid 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b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:19ba1cede34438e7c99e1e5b51c660cd2422bf4cb24556d5a54bcd1574d4dab9 +size 379709 diff --git a/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/staged/public/train.csv b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..90e6e0252dad22e8f286734580ec1c999b8293cf --- /dev/null +++ b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0d264cc48e17ff398df7edeb6819e5f66b3dbf14935184253bf21ac0cbb1d84e +size 3036991 diff --git a/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/staged/public/val.csv b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..933f64ac2f7ad15b50d3fbbea8fc861f9beec864 --- /dev/null +++ b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:158fe1f6049fb53cca70e222d76ff7901731586869da103df04b314ad2f195e1 +size 379595 diff --git a/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/train_20260430_052420.log b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/train_20260430_052420.log new file mode 100644 index 0000000000000000000000000000000000000000..fa5ae33bc19c1dc61a8a91b311d0c95ab95f842b --- /dev/null +++ b/syntheticSuccess/n10/forestdiffusion/forest-n10-20260430_052420/train_20260430_052420.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8e3c3f0e5594533e51d7c09d3916fd0a5aa12d664ec2270e4ca4b32907b5bfa2 +size 25 diff --git a/syntheticSuccess/n10/tabbyflow/tabbyflow-n10-20260424_012902/_tabbyflow_gen.py b/syntheticSuccess/n10/tabbyflow/tabbyflow-n10-20260424_012902/_tabbyflow_gen.py new file mode 100644 index 0000000000000000000000000000000000000000..387d97b2d7af7c6982cf69ec7eaa65bd2d5393ba --- /dev/null +++ b/syntheticSuccess/n10/tabbyflow/tabbyflow-n10-20260424_012902/_tabbyflow_gen.py @@ -0,0 +1,33 @@ + +import os, shutil, subprocess, sys +root = r"/workspace/ef-vfm" +name = r"pipeline_ds" +src = r"/work/output-SpecializedModels/n10/tabbyflow/tabbyflow-n10-20260424_012902/tabular_bundle/pipeline_ds" +dst_data = os.path.join(root, "data", name) +shutil.rmtree(dst_data, ignore_errors=True) +shutil.copytree(src, dst_data) +dst_syn = os.path.join(root, "synthetic", name) +os.makedirs(dst_syn, exist_ok=True) +for fn in ("real.csv", "test.csv", "val.csv"): + shutil.copy(os.path.join(src, fn), os.path.join(dst_syn, fn)) +os.chdir(root) +os.environ["PYTHONPATH"] = root + os.pathsep + os.environ.get("PYTHONPATH", "") +subprocess.check_call([ + sys.executable, "main.py", + "--dataname", name, "--mode", "test", "--gpu", "0", + "--no_wandb", "--exp_name", r"adapter_tabbyflow-n10-20260424_012902", + "--ckpt_path", r"/workspace/ef-vfm/ef_vfm/ckpt/pipeline_ds/adapter_tabbyflow-n10-20260424_012902/model_500.pt", + "--num_samples_to_generate", str(int(10888)), +]) +base = os.path.join(root, "ef_vfm", "result", name, r"adapter_tabbyflow-n10-20260424_012902") +best = None +best_t = -1.0 +for r, _, files in os.walk(base): + if "samples.csv" in files: + p = os.path.join(r, "samples.csv") + t = os.path.getmtime(p) + if t > best_t: + best_t, best = t, p +if not best: + raise SystemExit("tabbyflow: no samples.csv in " + base) +shutil.copy(best, r"/work/output-SpecializedModels/n10/tabbyflow/tabbyflow-n10-20260424_012902/tabbyflow-n10-10888-20260424_013059.csv") diff --git a/syntheticSuccess/n10/tabbyflow/tabbyflow-n10-20260424_012902/_tabbyflow_train.py b/syntheticSuccess/n10/tabbyflow/tabbyflow-n10-20260424_012902/_tabbyflow_train.py new file mode 100644 index 0000000000000000000000000000000000000000..8eff3c828ed6fb22c2fa8e9d74e46acbf8ddf605 --- /dev/null +++ b/syntheticSuccess/n10/tabbyflow/tabbyflow-n10-20260424_012902/_tabbyflow_train.py @@ -0,0 +1,22 @@ + +import os, shutil, subprocess, sys +root = r"/workspace/ef-vfm" +name = r"pipeline_ds" +src = r"/work/output-SpecializedModels/n10/tabbyflow/tabbyflow-n10-20260424_012902/tabular_bundle/pipeline_ds" +os.makedirs(os.path.join(root, "data", name), exist_ok=True) +dst_data = os.path.join(root, "data", name) +dst_syn = os.path.join(root, "synthetic", name) +shutil.rmtree(dst_data, ignore_errors=True) +shutil.copytree(src, dst_data) +os.makedirs(dst_syn, exist_ok=True) +for fn in ("real.csv", "test.csv", "val.csv"): + shutil.copy(os.path.join(src, fn), os.path.join(dst_syn, fn)) +os.chdir(root) +os.environ["PYTHONPATH"] = root + os.pathsep + os.environ.get("PYTHONPATH", "") +os.environ["EFVFM_SMOKE_STEPS"] = "500" +os.environ["EFVFM_ADAPTER_TRAIN"] = "1" +subprocess.check_call([ + sys.executable, "main.py", + "--dataname", name, "--mode", "train", "--gpu", "0", + "--no_wandb", "--exp_name", r"adapter_tabbyflow-n10-20260424_012902", +]) diff --git a/syntheticSuccess/n10/tabbyflow/tabbyflow-n10-20260424_012902/input_snapshot.json b/syntheticSuccess/n10/tabbyflow/tabbyflow-n10-20260424_012902/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..ac4e1858088817d3d54151f11d1a72645ab5f951 --- /dev/null +++ b/syntheticSuccess/n10/tabbyflow/tabbyflow-n10-20260424_012902/input_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4585becaf9a659b9673c4670c939a5e26d588529b943d635e1455da85d364b53 +size 1362 diff --git a/syntheticSuccess/n10/tabbyflow/tabbyflow-n10-20260424_012902/models_tabbyflow/trained.pt b/syntheticSuccess/n10/tabbyflow/tabbyflow-n10-20260424_012902/models_tabbyflow/trained.pt new file mode 100644 index 0000000000000000000000000000000000000000..f063a878c470d9d40f79db79881596e1e497dffd --- /dev/null +++ b/syntheticSuccess/n10/tabbyflow/tabbyflow-n10-20260424_012902/models_tabbyflow/trained.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:adb734fec12f2251befd371dca69e481b19464aded2a6823105a01b4be6ddbe5 +size 40 diff --git a/syntheticSuccess/n10/tabbyflow/tabbyflow-n10-20260424_012902/public_gate/normalized_schema_snapshot.json b/syntheticSuccess/n10/tabbyflow/tabbyflow-n10-20260424_012902/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..41ad942e0e7111a5e160731dd649477639cdce12 --- /dev/null +++ b/syntheticSuccess/n10/tabbyflow/tabbyflow-n10-20260424_012902/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fee895fc1a117cbaab0b9758f74f0febe347530390032f18a87436840b7e0e60 +size 9156 diff --git 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--- /dev/null +++ b/syntheticSuccess/n10/tabbyflow/tabbyflow-n10-20260424_012902/tabular_bundle/pipeline_ds/y_train.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2de98f44ad1cb27938b91b070c8ea71292c22e292b8733eda5f1783374e596e3 +size 87232 diff --git a/syntheticSuccess/n10/tabbyflow/tabbyflow-n10-20260424_012902/tabular_bundle/pipeline_ds/y_val.npy b/syntheticSuccess/n10/tabbyflow/tabbyflow-n10-20260424_012902/tabular_bundle/pipeline_ds/y_val.npy new file mode 100644 index 0000000000000000000000000000000000000000..7e6147a75f59a28ebafeb47bb98ce263bb6e10e3 --- /dev/null +++ b/syntheticSuccess/n10/tabbyflow/tabbyflow-n10-20260424_012902/tabular_bundle/pipeline_ds/y_val.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d0881ebe42fb6755741678cb4e88e4698c907814cb9167f23fefab6d78fad428 +size 11016 diff --git a/syntheticSuccess/n10/tabbyflow/tabbyflow-n10-20260424_012902/train_20260424_012903.log 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a/syntheticSuccess/n12/forestdiffusion/forest-n12-20260430_111708/_fd_gen.py b/syntheticSuccess/n12/forestdiffusion/forest-n12-20260430_111708/_fd_gen.py new file mode 100644 index 0000000000000000000000000000000000000000..0ca14a518e211c52b84b59340b4ed83538409cbf --- /dev/null +++ b/syntheticSuccess/n12/forestdiffusion/forest-n12-20260430_111708/_fd_gen.py @@ -0,0 +1,8 @@ + +import joblib, pandas as pd +m, meta = joblib.load(r'/work/output-SpecializedModels/n12/forestdiffusion/forest-n12-20260430_111708/forestdiffusion_model.joblib') +# generate：batch_size 为样本数 +arr = m.generate(batch_size=int(196045)) +df = pd.DataFrame(arr, columns=meta["column_names"]) +df.to_csv(r'/work/output-SpecializedModels/n12/forestdiffusion/forest-n12-20260430_111708/forest-n12-196045-20260430_132034.csv', index=False) +print("saved", len(df)) diff --git a/syntheticSuccess/n12/forestdiffusion/forest-n12-20260430_111708/_fd_meta_host.json b/syntheticSuccess/n12/forestdiffusion/forest-n12-20260430_111708/_fd_meta_host.json new file mode 100644 index 0000000000000000000000000000000000000000..53a65dc6278013fceeefaccfdbfeacefa96eb72b --- /dev/null +++ b/syntheticSuccess/n12/forestdiffusion/forest-n12-20260430_111708/_fd_meta_host.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8f13f9854e6164fbeb51363a17123e8b80d508183d0476f54defcb375b709799 +size 86 diff --git a/syntheticSuccess/n12/forestdiffusion/forest-n12-20260430_111708/_fd_train.py b/syntheticSuccess/n12/forestdiffusion/forest-n12-20260430_111708/_fd_train.py new file mode 100644 index 0000000000000000000000000000000000000000..82e8a6bff475a62e8bfce0580ec90f2bd39d1003 --- /dev/null +++ b/syntheticSuccess/n12/forestdiffusion/forest-n12-20260430_111708/_fd_train.py @@ -0,0 +1,20 @@ + +import shutil, json +shutil.copy(r'/work/output-SpecializedModels/n12/forestdiffusion/forest-n12-20260430_111708/_fd_X_host.npy', '/tmp/fd_X.npy') +with open(r'/work/output-SpecializedModels/n12/forestdiffusion/forest-n12-20260430_111708/_fd_meta_host.json') as f: + open('/tmp/fd_meta.json','w').write(f.read()) + +import numpy as np, joblib, json, os +from ForestDiffusion import ForestDiffusionModel +X = np.load("/tmp/fd_X.npy") +with open("/tmp/fd_meta.json") as f: + meta = json.load(f) +cat_indexes = meta["cat_indexes"] +m = ForestDiffusionModel( + X, n_t=20, n_estimators=100, duplicate_K=20, n_jobs=2, + model="xgboost", max_depth=6, tree_method="hist", cat_indexes=cat_indexes, +) +joblib.dump((m, meta), "/tmp/fd_model.joblib") +print("ForestDiffusion train OK") + +shutil.copy('/tmp/fd_model.joblib', r'/work/output-SpecializedModels/n12/forestdiffusion/forest-n12-20260430_111708/forestdiffusion_model.joblib') diff --git a/syntheticSuccess/n12/forestdiffusion/forest-n12-20260430_111708/forest-n12-196045-20260430_132034.csv b/syntheticSuccess/n12/forestdiffusion/forest-n12-20260430_111708/forest-n12-196045-20260430_132034.csv new file 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