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0000000000000000000000000000000000000000..8ed00385f95b2f0beedc33635c740034dd1bf290 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_173615/_tvae_generate.py @@ -0,0 +1,27 @@ +import os, sys +sys.path.insert(0, "/work") +from src.SpecificModels.ctgan_joblib_parallel_cap import apply_parallel_cap_from_env +apply_parallel_cap_from_env() +from src.SpecificModels.ctgan_rdt_inverse_fix import apply_ctgan_inverse_fix +apply_ctgan_inverse_fix() +import pandas as pd +from ctgan.synthesizers.tvae import TVAE +def _fit_cpu_staged_compat(self, *args, **kwargs): + raise RuntimeError("_fit_cpu_staged_compat should never be called during generate-only load") +if not hasattr(TVAE, "_fit_cpu_staged"): + TVAE._fit_cpu_staged = _fit_cpu_staged_compat +os.environ.setdefault("LOKY_MAX_CPU_COUNT", "8") +os.environ.setdefault("OPENBLAS_NUM_THREADS", "8") +os.environ.setdefault("MKL_NUM_THREADS", "8") +model = TVAE.load("/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_173615/models_400epochs/tvae_400epochs.pt") +total = 15215 +chunk = min(50000, total) if total > 50000 else total +parts = [] +left = total +while left > 0: + take = min(chunk, left) + parts.append(model.sample(take)) + left -= take +samples = pd.concat(parts, ignore_index=True) if len(parts) > 1 else parts[0] +samples.to_csv("/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_173615/tvae-n11-15215-20260520_175306.csv", index=False) +print(f"[TVAE] Generated {total} rows (chunks={len(parts)}) -> /work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_173615/tvae-n11-15215-20260520_175306.csv") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_173615/_tvae_train.py b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_173615/_tvae_train.py new file mode 100644 index 0000000000000000000000000000000000000000..ab45f30e2647405a9fdc3097b7b2968e1d37bfc9 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_173615/_tvae_train.py @@ -0,0 +1,131 @@ +import json, os, sys +sys.path.insert(0, "/work") +from src.SpecificModels.ctgan_joblib_parallel_cap import apply_parallel_cap_from_env +apply_parallel_cap_from_env() +import pandas as pd +import torch +from torch.optim import Adam +from torch.utils.data import DataLoader, TensorDataset +from tqdm import tqdm +from ctgan.data import read_csv +from ctgan.data_transformer import DataTransformer +from ctgan.synthesizers.tvae import TVAE, Encoder, Decoder, _loss_function + +# Keep transform stage parallelism bounded for stability on shared host. +os.environ.setdefault("LOKY_MAX_CPU_COUNT", "8") +os.environ.setdefault("OPENBLAS_NUM_THREADS", "8") +os.environ.setdefault("MKL_NUM_THREADS", "8") +_nj = (os.environ.get("TVAE_CTGAN_JOBTRANS_N_JOBS") or "").strip() +if _nj: + print("[TVAE] joblib Parallel cap ON, TVAE_CTGAN_JOBTRANS_N_JOBS=" + _nj) +else: + print("[TVAE] joblib Parallel cap OFF (unset TVAE_CTGAN_JOBTRANS_N_JOBS)") +print("[TVAE] LOKY_MAX_CPU_COUNT=" + str(os.environ.get("LOKY_MAX_CPU_COUNT", ""))) + +csv_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_173615/staged/public/train.csv" +meta_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_173615/tvae_metadata.json" +save_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_173615/models_400epochs/tvae_400epochs.pt" +epochs = int(os.environ.get("TVAE_EPOCHS", 400)) +batch_size = int(os.environ.get("TVAE_BATCH_SIZE", "500")) +embedding_dim = int(os.environ.get("TVAE_EMBEDDING_DIM", "128")) +l2scale = float(os.environ.get("TVAE_L2SCALE", "1e-5")) +loss_factor = float(os.environ.get("TVAE_LOSS_FACTOR", "2")) +def _parse_dims(name, default): + raw = (os.environ.get(name) or "").strip() + if not raw: + return default + return tuple(int(x.strip()) for x in raw.split(",") if x.strip()) +compress_dims = _parse_dims("TVAE_COMPRESS_DIMS", (128, 128)) +decompress_dims = _parse_dims("TVAE_DECOMPRESS_DIMS", (128, 128)) + +def _fit_cpu_staged(self, train_data, discrete_columns=()): + self.transformer = DataTransformer() + self.transformer.fit(train_data, discrete_columns) + train_data = self.transformer.transform(train_data) + pin_memory = getattr(self._device, "type", str(self._device)) == "cuda" + dataset = TensorDataset(torch.from_numpy(train_data.astype("float32"))) + loader = DataLoader( + dataset, + batch_size=self.batch_size, + shuffle=True, + drop_last=False, + pin_memory=pin_memory, + ) + + data_dim = self.transformer.output_dimensions + encoder = Encoder(data_dim, self.compress_dims, self.embedding_dim).to(self._device) + self.decoder = Decoder(self.embedding_dim, self.decompress_dims, data_dim).to(self._device) + optimizerAE = Adam( + list(encoder.parameters()) + list(self.decoder.parameters()), + weight_decay=self.l2scale, + ) + + self.loss_values = pd.DataFrame(columns=["Epoch", "Batch", "Loss"]) + iterator = tqdm(range(self.epochs), disable=(not self.verbose)) + if self.verbose: + iterator_description = "Loss: {loss:.3f}" + iterator.set_description(iterator_description.format(loss=0)) + + for i in iterator: + loss_values = [] + batch = [] + for id_, data in enumerate(loader): + optimizerAE.zero_grad() + real = data[0].to(self._device, non_blocking=pin_memory) + mu, std, logvar = encoder(real) + eps = torch.randn_like(std) + emb = eps * std + mu + rec, sigmas = self.decoder(emb) + loss_1, loss_2 = _loss_function( + rec, + real, + sigmas, + mu, + logvar, + self.transformer.output_info_list, + self.loss_factor, + ) + loss = loss_1 + loss_2 + loss.backward() + optimizerAE.step() + self.decoder.sigma.data.clamp_(0.01, 1.0) + + batch.append(id_) + loss_values.append(loss.detach().cpu().item()) + + epoch_loss_df = pd.DataFrame({ + "Epoch": [i] * len(batch), + "Batch": batch, + "Loss": loss_values, + }) + if not self.loss_values.empty: + self.loss_values = pd.concat( + [self.loss_values, epoch_loss_df] + ).reset_index(drop=True) + else: + self.loss_values = epoch_loss_df + + if self.verbose: + iterator.set_description( + iterator_description.format(loss=loss.detach().cpu().item()) + ) + +data, discrete_columns = read_csv(csv_path, meta_path, header=True, discrete=None) +print(f"[TVAE] Training on {len(data)} rows, {len(data.columns)} cols, epochs={epochs}, batch_size={batch_size}, embedding_dim={embedding_dim}, compress_dims={compress_dims}, decompress_dims={decompress_dims}, l2scale={l2scale}, loss_factor={loss_factor}") +_orig_fit = TVAE.fit +TVAE.fit = _fit_cpu_staged +try: + model = TVAE( + epochs=epochs, + batch_size=batch_size, + embedding_dim=embedding_dim, + compress_dims=compress_dims, + decompress_dims=decompress_dims, + l2scale=l2scale, + loss_factor=loss_factor, + ) + model.fit(data, discrete_columns) +finally: + TVAE.fit = _orig_fit +model.save(save_path) +print(f"[TVAE] Model saved -> {save_path}") diff 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sha256:600119beca783dcd77c3bd4873a4dc3b4c207ab14bb1fceeb482b78deec4e45d +size 726 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_174051/_tvae_generate.py b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_174051/_tvae_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..dfc4807b4f3d0eb591d36eee37f3ea2100d778b1 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_174051/_tvae_generate.py @@ -0,0 +1,27 @@ +import os, sys +sys.path.insert(0, "/work") +from src.SpecificModels.ctgan_joblib_parallel_cap import apply_parallel_cap_from_env +apply_parallel_cap_from_env() +from src.SpecificModels.ctgan_rdt_inverse_fix import apply_ctgan_inverse_fix +apply_ctgan_inverse_fix() +import pandas as pd +from ctgan.synthesizers.tvae import TVAE +def _fit_cpu_staged_compat(self, *args, **kwargs): + raise RuntimeError("_fit_cpu_staged_compat should never be called during generate-only load") +if not hasattr(TVAE, "_fit_cpu_staged"): + TVAE._fit_cpu_staged = _fit_cpu_staged_compat +os.environ.setdefault("LOKY_MAX_CPU_COUNT", "8") +os.environ.setdefault("OPENBLAS_NUM_THREADS", "8") +os.environ.setdefault("MKL_NUM_THREADS", "8") +model = TVAE.load("/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_174051/models_125epochs/tvae_125epochs.pt") +total = 15215 +chunk = min(50000, total) if total > 50000 else total +parts = [] +left = total +while left > 0: + take = min(chunk, left) + parts.append(model.sample(take)) + left -= take +samples = pd.concat(parts, ignore_index=True) if len(parts) > 1 else parts[0] +samples.to_csv("/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_174051/tvae-n11-15215-20260520_180159.csv", index=False) +print(f"[TVAE] Generated {total} rows (chunks={len(parts)}) -> /work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_174051/tvae-n11-15215-20260520_180159.csv") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_174051/_tvae_train.py b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_174051/_tvae_train.py new file mode 100644 index 0000000000000000000000000000000000000000..44d294e552b976549ee2b1d6ab528a2adc1bae60 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_174051/_tvae_train.py @@ -0,0 +1,131 @@ +import json, os, sys +sys.path.insert(0, "/work") +from src.SpecificModels.ctgan_joblib_parallel_cap import apply_parallel_cap_from_env +apply_parallel_cap_from_env() +import pandas as pd +import torch +from torch.optim import Adam +from torch.utils.data import DataLoader, TensorDataset +from tqdm import tqdm +from ctgan.data import read_csv +from ctgan.data_transformer import DataTransformer +from ctgan.synthesizers.tvae import TVAE, Encoder, Decoder, _loss_function + +# Keep transform stage parallelism bounded for stability on shared host. +os.environ.setdefault("LOKY_MAX_CPU_COUNT", "8") +os.environ.setdefault("OPENBLAS_NUM_THREADS", "8") +os.environ.setdefault("MKL_NUM_THREADS", "8") +_nj = (os.environ.get("TVAE_CTGAN_JOBTRANS_N_JOBS") or "").strip() +if _nj: + print("[TVAE] joblib Parallel cap ON, TVAE_CTGAN_JOBTRANS_N_JOBS=" + _nj) +else: + print("[TVAE] joblib Parallel cap OFF (unset TVAE_CTGAN_JOBTRANS_N_JOBS)") +print("[TVAE] LOKY_MAX_CPU_COUNT=" + str(os.environ.get("LOKY_MAX_CPU_COUNT", ""))) + +csv_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_174051/staged/public/train.csv" +meta_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_174051/tvae_metadata.json" +save_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_174051/models_125epochs/tvae_125epochs.pt" +epochs = int(os.environ.get("TVAE_EPOCHS", 125)) +batch_size = int(os.environ.get("TVAE_BATCH_SIZE", "500")) +embedding_dim = int(os.environ.get("TVAE_EMBEDDING_DIM", "128")) +l2scale = float(os.environ.get("TVAE_L2SCALE", "1e-5")) +loss_factor = float(os.environ.get("TVAE_LOSS_FACTOR", "2")) +def _parse_dims(name, default): + raw = (os.environ.get(name) or "").strip() + if not raw: + return default + return tuple(int(x.strip()) for x in raw.split(",") if x.strip()) +compress_dims = _parse_dims("TVAE_COMPRESS_DIMS", (128, 128)) +decompress_dims = _parse_dims("TVAE_DECOMPRESS_DIMS", (128, 128)) + +def _fit_cpu_staged(self, train_data, discrete_columns=()): + self.transformer = DataTransformer() + self.transformer.fit(train_data, discrete_columns) + train_data = self.transformer.transform(train_data) + pin_memory = getattr(self._device, "type", str(self._device)) == "cuda" + dataset = TensorDataset(torch.from_numpy(train_data.astype("float32"))) + loader = DataLoader( + dataset, + batch_size=self.batch_size, + shuffle=True, + drop_last=False, + pin_memory=pin_memory, + ) + + data_dim = self.transformer.output_dimensions + encoder = Encoder(data_dim, self.compress_dims, self.embedding_dim).to(self._device) + self.decoder = Decoder(self.embedding_dim, self.decompress_dims, data_dim).to(self._device) + optimizerAE = Adam( + list(encoder.parameters()) + list(self.decoder.parameters()), + weight_decay=self.l2scale, + ) + + self.loss_values = pd.DataFrame(columns=["Epoch", "Batch", "Loss"]) + iterator = tqdm(range(self.epochs), disable=(not self.verbose)) + if self.verbose: + iterator_description = "Loss: {loss:.3f}" + iterator.set_description(iterator_description.format(loss=0)) + + for i in iterator: + loss_values = [] + batch = [] + for id_, data in enumerate(loader): + optimizerAE.zero_grad() + real = data[0].to(self._device, non_blocking=pin_memory) + mu, std, logvar = encoder(real) + eps = torch.randn_like(std) + emb = eps * std + mu + rec, sigmas = self.decoder(emb) + loss_1, loss_2 = _loss_function( + rec, + real, + sigmas, + mu, + logvar, + self.transformer.output_info_list, + self.loss_factor, + ) + loss = loss_1 + loss_2 + loss.backward() + optimizerAE.step() + self.decoder.sigma.data.clamp_(0.01, 1.0) + + batch.append(id_) + loss_values.append(loss.detach().cpu().item()) + + epoch_loss_df = pd.DataFrame({ + "Epoch": [i] * len(batch), + "Batch": batch, + "Loss": loss_values, + }) + if not self.loss_values.empty: + self.loss_values = pd.concat( + [self.loss_values, epoch_loss_df] + ).reset_index(drop=True) + else: + self.loss_values = epoch_loss_df + + if self.verbose: + iterator.set_description( + iterator_description.format(loss=loss.detach().cpu().item()) + ) + +data, discrete_columns = read_csv(csv_path, meta_path, header=True, discrete=None) +print(f"[TVAE] Training on {len(data)} rows, {len(data.columns)} cols, epochs={epochs}, batch_size={batch_size}, embedding_dim={embedding_dim}, compress_dims={compress_dims}, decompress_dims={decompress_dims}, l2scale={l2scale}, loss_factor={loss_factor}") +_orig_fit = TVAE.fit +TVAE.fit = _fit_cpu_staged +try: + model = TVAE( + epochs=epochs, + batch_size=batch_size, + embedding_dim=embedding_dim, + compress_dims=compress_dims, + decompress_dims=decompress_dims, + l2scale=l2scale, + loss_factor=loss_factor, + ) + model.fit(data, discrete_columns) +finally: + TVAE.fit = _orig_fit +model.save(save_path) +print(f"[TVAE] Model saved -> {save_path}") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_174051/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_174051/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..36b4fb1644ecf37afb4e2e9b41eb800cca3dd701 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_174051/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0b1c7665b6415825b5f644f04aa4194cd7d5060fecac8b27af5c1c9d91e4936c +size 261 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_174051/gen_20260520_180159.log 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b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_174051/tvae_metadata.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:600119beca783dcd77c3bd4873a4dc3b4c207ab14bb1fceeb482b78deec4e45d +size 726 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_175428/_tvae_generate.py b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_175428/_tvae_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..e534eb944d2382992cac6bfcae055ce3e9a70e52 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_175428/_tvae_generate.py @@ -0,0 +1,27 @@ +import os, sys +sys.path.insert(0, "/work") +from src.SpecificModels.ctgan_joblib_parallel_cap import apply_parallel_cap_from_env +apply_parallel_cap_from_env() +from src.SpecificModels.ctgan_rdt_inverse_fix import apply_ctgan_inverse_fix +apply_ctgan_inverse_fix() +import pandas as pd +from ctgan.synthesizers.tvae import TVAE +def _fit_cpu_staged_compat(self, *args, **kwargs): + raise RuntimeError("_fit_cpu_staged_compat should never be called during generate-only load") +if not hasattr(TVAE, "_fit_cpu_staged"): + TVAE._fit_cpu_staged = _fit_cpu_staged_compat +os.environ.setdefault("LOKY_MAX_CPU_COUNT", "8") +os.environ.setdefault("OPENBLAS_NUM_THREADS", "8") +os.environ.setdefault("MKL_NUM_THREADS", "8") +model = TVAE.load("/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_175428/models_150epochs/tvae_150epochs.pt") +total = 15215 +chunk = min(50000, total) if total > 50000 else total +parts = [] +left = total +while left > 0: + take = min(chunk, left) + parts.append(model.sample(take)) + left -= take +samples = pd.concat(parts, ignore_index=True) if len(parts) > 1 else parts[0] +samples.to_csv("/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_175428/tvae-n11-15215-20260520_180650.csv", index=False) +print(f"[TVAE] Generated {total} rows (chunks={len(parts)}) -> /work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_175428/tvae-n11-15215-20260520_180650.csv") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_175428/_tvae_train.py b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_175428/_tvae_train.py new file mode 100644 index 0000000000000000000000000000000000000000..d7b34d5621182213ff6614218b22635caf6402f6 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_175428/_tvae_train.py @@ -0,0 +1,131 @@ +import json, os, sys +sys.path.insert(0, "/work") +from src.SpecificModels.ctgan_joblib_parallel_cap import apply_parallel_cap_from_env +apply_parallel_cap_from_env() +import pandas as pd +import torch +from torch.optim import Adam +from torch.utils.data import DataLoader, TensorDataset +from tqdm import tqdm +from ctgan.data import read_csv +from ctgan.data_transformer import DataTransformer +from ctgan.synthesizers.tvae import TVAE, Encoder, Decoder, _loss_function + +# Keep transform stage parallelism bounded for stability on shared host. +os.environ.setdefault("LOKY_MAX_CPU_COUNT", "8") +os.environ.setdefault("OPENBLAS_NUM_THREADS", "8") +os.environ.setdefault("MKL_NUM_THREADS", "8") +_nj = (os.environ.get("TVAE_CTGAN_JOBTRANS_N_JOBS") or "").strip() +if _nj: + print("[TVAE] joblib Parallel cap ON, TVAE_CTGAN_JOBTRANS_N_JOBS=" + _nj) +else: + print("[TVAE] joblib Parallel cap OFF (unset TVAE_CTGAN_JOBTRANS_N_JOBS)") +print("[TVAE] LOKY_MAX_CPU_COUNT=" + str(os.environ.get("LOKY_MAX_CPU_COUNT", ""))) + +csv_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_175428/staged/public/train.csv" +meta_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_175428/tvae_metadata.json" +save_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_175428/models_150epochs/tvae_150epochs.pt" +epochs = int(os.environ.get("TVAE_EPOCHS", 150)) +batch_size = int(os.environ.get("TVAE_BATCH_SIZE", "500")) +embedding_dim = int(os.environ.get("TVAE_EMBEDDING_DIM", "128")) +l2scale = float(os.environ.get("TVAE_L2SCALE", "1e-5")) +loss_factor = float(os.environ.get("TVAE_LOSS_FACTOR", "2")) +def _parse_dims(name, default): + raw = (os.environ.get(name) or "").strip() + if not raw: + return default + return tuple(int(x.strip()) for x in raw.split(",") if x.strip()) +compress_dims = _parse_dims("TVAE_COMPRESS_DIMS", (128, 128)) +decompress_dims = _parse_dims("TVAE_DECOMPRESS_DIMS", (128, 128)) + +def _fit_cpu_staged(self, train_data, discrete_columns=()): + self.transformer = DataTransformer() + self.transformer.fit(train_data, discrete_columns) + train_data = self.transformer.transform(train_data) + pin_memory = getattr(self._device, "type", str(self._device)) == "cuda" + dataset = TensorDataset(torch.from_numpy(train_data.astype("float32"))) + loader = DataLoader( + dataset, + batch_size=self.batch_size, + shuffle=True, + drop_last=False, + pin_memory=pin_memory, + ) + + data_dim = self.transformer.output_dimensions + encoder = Encoder(data_dim, self.compress_dims, self.embedding_dim).to(self._device) + self.decoder = Decoder(self.embedding_dim, self.decompress_dims, data_dim).to(self._device) + optimizerAE = Adam( + list(encoder.parameters()) + list(self.decoder.parameters()), + weight_decay=self.l2scale, + ) + + self.loss_values = pd.DataFrame(columns=["Epoch", "Batch", "Loss"]) + iterator = tqdm(range(self.epochs), disable=(not self.verbose)) + if self.verbose: + iterator_description = "Loss: {loss:.3f}" + iterator.set_description(iterator_description.format(loss=0)) + + for i in iterator: + loss_values = [] + batch = [] + for id_, data in enumerate(loader): + optimizerAE.zero_grad() + real = data[0].to(self._device, non_blocking=pin_memory) + mu, std, logvar = encoder(real) + eps = torch.randn_like(std) + emb = eps * std + mu + rec, sigmas = self.decoder(emb) + loss_1, loss_2 = _loss_function( + rec, + real, + sigmas, + mu, + logvar, + self.transformer.output_info_list, + self.loss_factor, + ) + loss = loss_1 + loss_2 + loss.backward() + optimizerAE.step() + self.decoder.sigma.data.clamp_(0.01, 1.0) + + batch.append(id_) + loss_values.append(loss.detach().cpu().item()) + + epoch_loss_df = pd.DataFrame({ + "Epoch": [i] * len(batch), + "Batch": batch, + "Loss": loss_values, + }) + if not self.loss_values.empty: + self.loss_values = pd.concat( + [self.loss_values, epoch_loss_df] + ).reset_index(drop=True) + else: + self.loss_values = epoch_loss_df + + if self.verbose: + iterator.set_description( + iterator_description.format(loss=loss.detach().cpu().item()) + ) + +data, discrete_columns = read_csv(csv_path, meta_path, header=True, discrete=None) +print(f"[TVAE] Training on {len(data)} rows, {len(data.columns)} cols, epochs={epochs}, batch_size={batch_size}, embedding_dim={embedding_dim}, compress_dims={compress_dims}, decompress_dims={decompress_dims}, l2scale={l2scale}, loss_factor={loss_factor}") +_orig_fit = TVAE.fit +TVAE.fit = _fit_cpu_staged +try: + model = TVAE( + epochs=epochs, + batch_size=batch_size, + embedding_dim=embedding_dim, + compress_dims=compress_dims, + decompress_dims=decompress_dims, + l2scale=l2scale, + loss_factor=loss_factor, + ) + model.fit(data, discrete_columns) +finally: + TVAE.fit = _orig_fit +model.save(save_path) +print(f"[TVAE] Model saved -> {save_path}") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_175428/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_175428/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..96c6efc4742ea8db70fae3ba686916404180cad6 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_175428/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cc369ac2fcad1d109b51efa3f7775dee5a59d7b86192ae2bc5bacd04822f5824 +size 266 diff --git 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a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_175428/tvae_metadata.json b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_175428/tvae_metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..67a0338db890724baf86effd9cce456b4bfcdeb9 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_175428/tvae_metadata.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:600119beca783dcd77c3bd4873a4dc3b4c207ab14bb1fceeb482b78deec4e45d +size 726 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_180322/_tvae_generate.py b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_180322/_tvae_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..f55bb166022601f4cdda6cb420a252fe56298612 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_180322/_tvae_generate.py @@ -0,0 +1,27 @@ +import os, sys +sys.path.insert(0, "/work") +from src.SpecificModels.ctgan_joblib_parallel_cap import apply_parallel_cap_from_env +apply_parallel_cap_from_env() +from src.SpecificModels.ctgan_rdt_inverse_fix import apply_ctgan_inverse_fix +apply_ctgan_inverse_fix() +import pandas as pd +from ctgan.synthesizers.tvae import TVAE +def _fit_cpu_staged_compat(self, *args, **kwargs): + raise RuntimeError("_fit_cpu_staged_compat should never be called during generate-only load") +if not hasattr(TVAE, "_fit_cpu_staged"): + TVAE._fit_cpu_staged = _fit_cpu_staged_compat +os.environ.setdefault("LOKY_MAX_CPU_COUNT", "8") +os.environ.setdefault("OPENBLAS_NUM_THREADS", "8") +os.environ.setdefault("MKL_NUM_THREADS", "8") +model = TVAE.load("/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_180322/models_75epochs/tvae_75epochs.pt") +total = 15215 +chunk = min(50000, total) if total > 50000 else total +parts = [] +left = total +while left > 0: + take = min(chunk, left) + parts.append(model.sample(take)) + left -= take +samples = pd.concat(parts, ignore_index=True) if len(parts) > 1 else parts[0] +samples.to_csv("/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_180322/tvae-n11-15215-20260520_180955.csv", index=False) +print(f"[TVAE] Generated {total} rows (chunks={len(parts)}) -> /work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_180322/tvae-n11-15215-20260520_180955.csv") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_180322/_tvae_train.py b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_180322/_tvae_train.py new file mode 100644 index 0000000000000000000000000000000000000000..bf8b6340d7aa107b9bf7a0172b82150040e81060 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_180322/_tvae_train.py @@ -0,0 +1,131 @@ +import json, os, sys +sys.path.insert(0, "/work") +from src.SpecificModels.ctgan_joblib_parallel_cap import apply_parallel_cap_from_env +apply_parallel_cap_from_env() +import pandas as pd +import torch +from torch.optim import Adam +from torch.utils.data import DataLoader, TensorDataset +from tqdm import tqdm +from ctgan.data import read_csv +from ctgan.data_transformer import DataTransformer +from ctgan.synthesizers.tvae import TVAE, Encoder, Decoder, _loss_function + +# Keep transform stage parallelism bounded for stability on shared host. +os.environ.setdefault("LOKY_MAX_CPU_COUNT", "8") +os.environ.setdefault("OPENBLAS_NUM_THREADS", "8") +os.environ.setdefault("MKL_NUM_THREADS", "8") +_nj = (os.environ.get("TVAE_CTGAN_JOBTRANS_N_JOBS") or "").strip() +if _nj: + print("[TVAE] joblib Parallel cap ON, TVAE_CTGAN_JOBTRANS_N_JOBS=" + _nj) +else: + print("[TVAE] joblib Parallel cap OFF (unset TVAE_CTGAN_JOBTRANS_N_JOBS)") +print("[TVAE] LOKY_MAX_CPU_COUNT=" + str(os.environ.get("LOKY_MAX_CPU_COUNT", ""))) + +csv_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_180322/staged/public/train.csv" +meta_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_180322/tvae_metadata.json" +save_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_180322/models_75epochs/tvae_75epochs.pt" +epochs = int(os.environ.get("TVAE_EPOCHS", 75)) +batch_size = int(os.environ.get("TVAE_BATCH_SIZE", "500")) +embedding_dim = int(os.environ.get("TVAE_EMBEDDING_DIM", "128")) +l2scale = float(os.environ.get("TVAE_L2SCALE", "1e-5")) +loss_factor = float(os.environ.get("TVAE_LOSS_FACTOR", "2")) +def _parse_dims(name, default): + raw = (os.environ.get(name) or "").strip() + if not raw: + return default + return tuple(int(x.strip()) for x in raw.split(",") if x.strip()) +compress_dims = _parse_dims("TVAE_COMPRESS_DIMS", (128, 128)) +decompress_dims = _parse_dims("TVAE_DECOMPRESS_DIMS", (128, 128)) + +def _fit_cpu_staged(self, train_data, discrete_columns=()): + self.transformer = DataTransformer() + self.transformer.fit(train_data, discrete_columns) + train_data = self.transformer.transform(train_data) + pin_memory = getattr(self._device, "type", str(self._device)) == "cuda" + dataset = TensorDataset(torch.from_numpy(train_data.astype("float32"))) + loader = DataLoader( + dataset, + batch_size=self.batch_size, + shuffle=True, + drop_last=False, + pin_memory=pin_memory, + ) + + data_dim = self.transformer.output_dimensions + encoder = Encoder(data_dim, self.compress_dims, self.embedding_dim).to(self._device) + self.decoder = Decoder(self.embedding_dim, self.decompress_dims, data_dim).to(self._device) + optimizerAE = Adam( + list(encoder.parameters()) + list(self.decoder.parameters()), + weight_decay=self.l2scale, + ) + + self.loss_values = pd.DataFrame(columns=["Epoch", "Batch", "Loss"]) + iterator = tqdm(range(self.epochs), disable=(not self.verbose)) + if self.verbose: + iterator_description = "Loss: {loss:.3f}" + iterator.set_description(iterator_description.format(loss=0)) + + for i in iterator: + loss_values = [] + batch = [] + for id_, data in enumerate(loader): + optimizerAE.zero_grad() + real = data[0].to(self._device, non_blocking=pin_memory) + mu, std, logvar = encoder(real) + eps = torch.randn_like(std) + emb = eps * std + mu + rec, sigmas = self.decoder(emb) + loss_1, loss_2 = _loss_function( + rec, + real, + sigmas, + mu, + logvar, + self.transformer.output_info_list, + self.loss_factor, + ) + loss = loss_1 + loss_2 + loss.backward() + optimizerAE.step() + self.decoder.sigma.data.clamp_(0.01, 1.0) + + batch.append(id_) + loss_values.append(loss.detach().cpu().item()) + + epoch_loss_df = pd.DataFrame({ + "Epoch": [i] * len(batch), + "Batch": batch, + "Loss": loss_values, + }) + if not self.loss_values.empty: + self.loss_values = pd.concat( + [self.loss_values, epoch_loss_df] + ).reset_index(drop=True) + else: + self.loss_values = epoch_loss_df + + if self.verbose: + iterator.set_description( + iterator_description.format(loss=loss.detach().cpu().item()) + ) + +data, discrete_columns = read_csv(csv_path, meta_path, header=True, discrete=None) +print(f"[TVAE] Training on {len(data)} rows, {len(data.columns)} cols, epochs={epochs}, batch_size={batch_size}, embedding_dim={embedding_dim}, compress_dims={compress_dims}, decompress_dims={decompress_dims}, l2scale={l2scale}, loss_factor={loss_factor}") +_orig_fit = TVAE.fit +TVAE.fit = _fit_cpu_staged +try: + model = TVAE( + epochs=epochs, + batch_size=batch_size, + embedding_dim=embedding_dim, + compress_dims=compress_dims, + decompress_dims=decompress_dims, + l2scale=l2scale, + loss_factor=loss_factor, + ) + model.fit(data, discrete_columns) +finally: + TVAE.fit = _orig_fit +model.save(save_path) +print(f"[TVAE] Model saved -> {save_path}") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_180322/bo_combo.json 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b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_180806/_tvae_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..e3fee81b959dee3dcd46ceca524186127ed55493 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_180806/_tvae_generate.py @@ -0,0 +1,27 @@ +import os, sys +sys.path.insert(0, "/work") +from src.SpecificModels.ctgan_joblib_parallel_cap import apply_parallel_cap_from_env +apply_parallel_cap_from_env() +from src.SpecificModels.ctgan_rdt_inverse_fix import apply_ctgan_inverse_fix +apply_ctgan_inverse_fix() +import pandas as pd +from ctgan.synthesizers.tvae import TVAE +def _fit_cpu_staged_compat(self, *args, **kwargs): + raise RuntimeError("_fit_cpu_staged_compat should never be called during generate-only load") +if not hasattr(TVAE, "_fit_cpu_staged"): + TVAE._fit_cpu_staged = _fit_cpu_staged_compat +os.environ.setdefault("LOKY_MAX_CPU_COUNT", "8") +os.environ.setdefault("OPENBLAS_NUM_THREADS", "8") +os.environ.setdefault("MKL_NUM_THREADS", "8") +model = TVAE.load("/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_180806/models_75epochs/tvae_75epochs.pt") +total = 15215 +chunk = min(50000, total) if total > 50000 else total +parts = [] +left = total +while left > 0: + take = min(chunk, left) + parts.append(model.sample(take)) + left -= take +samples = pd.concat(parts, ignore_index=True) if len(parts) > 1 else parts[0] +samples.to_csv("/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_180806/tvae-n11-15215-20260520_181929.csv", index=False) +print(f"[TVAE] Generated {total} rows (chunks={len(parts)}) -> /work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_180806/tvae-n11-15215-20260520_181929.csv") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_180806/_tvae_train.py b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_180806/_tvae_train.py new file mode 100644 index 0000000000000000000000000000000000000000..b3633dc70346ac3b974e92efe1d95134d3db8f68 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_180806/_tvae_train.py @@ -0,0 +1,131 @@ +import json, os, sys +sys.path.insert(0, "/work") +from src.SpecificModels.ctgan_joblib_parallel_cap import apply_parallel_cap_from_env +apply_parallel_cap_from_env() +import pandas as pd +import torch +from torch.optim import Adam +from torch.utils.data import DataLoader, TensorDataset +from tqdm import tqdm +from ctgan.data import read_csv +from ctgan.data_transformer import DataTransformer +from ctgan.synthesizers.tvae import TVAE, Encoder, Decoder, _loss_function + +# Keep transform stage parallelism bounded for stability on shared host. +os.environ.setdefault("LOKY_MAX_CPU_COUNT", "8") +os.environ.setdefault("OPENBLAS_NUM_THREADS", "8") +os.environ.setdefault("MKL_NUM_THREADS", "8") +_nj = (os.environ.get("TVAE_CTGAN_JOBTRANS_N_JOBS") or "").strip() +if _nj: + print("[TVAE] joblib Parallel cap ON, TVAE_CTGAN_JOBTRANS_N_JOBS=" + _nj) +else: + print("[TVAE] joblib Parallel cap OFF (unset TVAE_CTGAN_JOBTRANS_N_JOBS)") +print("[TVAE] LOKY_MAX_CPU_COUNT=" + str(os.environ.get("LOKY_MAX_CPU_COUNT", ""))) + +csv_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_180806/staged/public/train.csv" +meta_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_180806/tvae_metadata.json" +save_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_180806/models_75epochs/tvae_75epochs.pt" +epochs = int(os.environ.get("TVAE_EPOCHS", 75)) +batch_size = int(os.environ.get("TVAE_BATCH_SIZE", "500")) +embedding_dim = int(os.environ.get("TVAE_EMBEDDING_DIM", "128")) +l2scale = float(os.environ.get("TVAE_L2SCALE", "1e-5")) +loss_factor = float(os.environ.get("TVAE_LOSS_FACTOR", "2")) +def _parse_dims(name, default): + raw = (os.environ.get(name) or "").strip() + if not raw: + return default + return tuple(int(x.strip()) for x in raw.split(",") if x.strip()) +compress_dims = _parse_dims("TVAE_COMPRESS_DIMS", (128, 128)) +decompress_dims = _parse_dims("TVAE_DECOMPRESS_DIMS", (128, 128)) + +def _fit_cpu_staged(self, train_data, discrete_columns=()): + self.transformer = DataTransformer() + self.transformer.fit(train_data, discrete_columns) + train_data = self.transformer.transform(train_data) + pin_memory = getattr(self._device, "type", str(self._device)) == "cuda" + dataset = TensorDataset(torch.from_numpy(train_data.astype("float32"))) + loader = DataLoader( + dataset, + batch_size=self.batch_size, + shuffle=True, + drop_last=False, + pin_memory=pin_memory, + ) + + data_dim = self.transformer.output_dimensions + encoder = Encoder(data_dim, self.compress_dims, self.embedding_dim).to(self._device) + self.decoder = Decoder(self.embedding_dim, self.decompress_dims, data_dim).to(self._device) + optimizerAE = Adam( + list(encoder.parameters()) + list(self.decoder.parameters()), + weight_decay=self.l2scale, + ) + + self.loss_values = pd.DataFrame(columns=["Epoch", "Batch", "Loss"]) + iterator = tqdm(range(self.epochs), disable=(not self.verbose)) + if self.verbose: + iterator_description = "Loss: {loss:.3f}" + iterator.set_description(iterator_description.format(loss=0)) + + for i in iterator: + loss_values = [] + batch = [] + for id_, data in enumerate(loader): + optimizerAE.zero_grad() + real = data[0].to(self._device, non_blocking=pin_memory) + mu, std, logvar = encoder(real) + eps = torch.randn_like(std) + emb = eps * std + mu + rec, sigmas = self.decoder(emb) + loss_1, loss_2 = _loss_function( + rec, + real, + sigmas, + mu, + logvar, + self.transformer.output_info_list, + self.loss_factor, + ) + loss = loss_1 + loss_2 + loss.backward() + optimizerAE.step() + self.decoder.sigma.data.clamp_(0.01, 1.0) + + batch.append(id_) + loss_values.append(loss.detach().cpu().item()) + + epoch_loss_df = pd.DataFrame({ + "Epoch": [i] * len(batch), + "Batch": batch, + "Loss": loss_values, + }) + if not self.loss_values.empty: + self.loss_values = pd.concat( + [self.loss_values, epoch_loss_df] + ).reset_index(drop=True) + else: + self.loss_values = epoch_loss_df + + if self.verbose: + iterator.set_description( + iterator_description.format(loss=loss.detach().cpu().item()) + ) + +data, discrete_columns = read_csv(csv_path, meta_path, header=True, discrete=None) +print(f"[TVAE] Training on {len(data)} rows, {len(data.columns)} cols, epochs={epochs}, batch_size={batch_size}, embedding_dim={embedding_dim}, compress_dims={compress_dims}, decompress_dims={decompress_dims}, l2scale={l2scale}, loss_factor={loss_factor}") +_orig_fit = TVAE.fit +TVAE.fit = _fit_cpu_staged +try: + model = TVAE( + epochs=epochs, + batch_size=batch_size, + embedding_dim=embedding_dim, + compress_dims=compress_dims, + decompress_dims=decompress_dims, + l2scale=l2scale, + loss_factor=loss_factor, + ) + model.fit(data, discrete_columns) +finally: + TVAE.fit = _orig_fit +model.save(save_path) +print(f"[TVAE] Model saved -> {save_path}") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_180806/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_180806/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..f7e851f332c917d934016a36c6414a1536ff63a4 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_180806/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9f5069d228d0e4e45543dfae17f5df635d2b5cf86b394a15137c68d72c026387 +size 265 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_180806/gen_20260520_181929.log b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_180806/gen_20260520_181929.log new file mode 100644 index 0000000000000000000000000000000000000000..00ce1406e021e571ff832d31b45eb11282e484de --- /dev/null +++ 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sha256:600119beca783dcd77c3bd4873a4dc3b4c207ab14bb1fceeb482b78deec4e45d +size 726 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_182045/_tvae_generate.py b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_182045/_tvae_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..1e07a15618a0aa77384bae6f7eccbcc7b7b4807a --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_182045/_tvae_generate.py @@ -0,0 +1,27 @@ +import os, sys +sys.path.insert(0, "/work") +from src.SpecificModels.ctgan_joblib_parallel_cap import apply_parallel_cap_from_env +apply_parallel_cap_from_env() +from src.SpecificModels.ctgan_rdt_inverse_fix import apply_ctgan_inverse_fix +apply_ctgan_inverse_fix() +import pandas as pd +from ctgan.synthesizers.tvae import TVAE +def _fit_cpu_staged_compat(self, *args, **kwargs): + raise RuntimeError("_fit_cpu_staged_compat should never be called during generate-only load") +if not hasattr(TVAE, "_fit_cpu_staged"): + TVAE._fit_cpu_staged = _fit_cpu_staged_compat +os.environ.setdefault("LOKY_MAX_CPU_COUNT", "8") +os.environ.setdefault("OPENBLAS_NUM_THREADS", "8") +os.environ.setdefault("MKL_NUM_THREADS", "8") +model = TVAE.load("/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_182045/models_125epochs/tvae_125epochs.pt") +total = 15215 +chunk = min(50000, total) if total > 50000 else total +parts = [] +left = total +while left > 0: + take = min(chunk, left) + parts.append(model.sample(take)) + left -= take +samples = pd.concat(parts, ignore_index=True) if len(parts) > 1 else parts[0] +samples.to_csv("/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_182045/tvae-n11-15215-20260520_183042.csv", index=False) +print(f"[TVAE] Generated {total} rows (chunks={len(parts)}) -> /work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_182045/tvae-n11-15215-20260520_183042.csv") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_182045/_tvae_train.py b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_182045/_tvae_train.py new file mode 100644 index 0000000000000000000000000000000000000000..4a92728d4a7fcd28930d6c498acb32c7b072e7c0 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_182045/_tvae_train.py @@ -0,0 +1,131 @@ +import json, os, sys +sys.path.insert(0, "/work") +from src.SpecificModels.ctgan_joblib_parallel_cap import apply_parallel_cap_from_env +apply_parallel_cap_from_env() +import pandas as pd +import torch +from torch.optim import Adam +from torch.utils.data import DataLoader, TensorDataset +from tqdm import tqdm +from ctgan.data import read_csv +from ctgan.data_transformer import DataTransformer +from ctgan.synthesizers.tvae import TVAE, Encoder, Decoder, _loss_function + +# Keep transform stage parallelism bounded for stability on shared host. +os.environ.setdefault("LOKY_MAX_CPU_COUNT", "8") +os.environ.setdefault("OPENBLAS_NUM_THREADS", "8") +os.environ.setdefault("MKL_NUM_THREADS", "8") +_nj = (os.environ.get("TVAE_CTGAN_JOBTRANS_N_JOBS") or "").strip() +if _nj: + print("[TVAE] joblib Parallel cap ON, TVAE_CTGAN_JOBTRANS_N_JOBS=" + _nj) +else: + print("[TVAE] joblib Parallel cap OFF (unset TVAE_CTGAN_JOBTRANS_N_JOBS)") +print("[TVAE] LOKY_MAX_CPU_COUNT=" + str(os.environ.get("LOKY_MAX_CPU_COUNT", ""))) + +csv_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_182045/staged/public/train.csv" +meta_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_182045/tvae_metadata.json" +save_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_182045/models_125epochs/tvae_125epochs.pt" +epochs = int(os.environ.get("TVAE_EPOCHS", 125)) +batch_size = int(os.environ.get("TVAE_BATCH_SIZE", "500")) +embedding_dim = int(os.environ.get("TVAE_EMBEDDING_DIM", "128")) +l2scale = float(os.environ.get("TVAE_L2SCALE", "1e-5")) +loss_factor = float(os.environ.get("TVAE_LOSS_FACTOR", "2")) +def _parse_dims(name, default): + raw = (os.environ.get(name) or "").strip() + if not raw: + return default + return tuple(int(x.strip()) for x in raw.split(",") if x.strip()) +compress_dims = _parse_dims("TVAE_COMPRESS_DIMS", (128, 128)) +decompress_dims = _parse_dims("TVAE_DECOMPRESS_DIMS", (128, 128)) + +def _fit_cpu_staged(self, train_data, discrete_columns=()): + self.transformer = DataTransformer() + self.transformer.fit(train_data, discrete_columns) + train_data = self.transformer.transform(train_data) + pin_memory = getattr(self._device, "type", str(self._device)) == "cuda" + dataset = TensorDataset(torch.from_numpy(train_data.astype("float32"))) + loader = DataLoader( + dataset, + batch_size=self.batch_size, + shuffle=True, + drop_last=False, + pin_memory=pin_memory, + ) + + data_dim = self.transformer.output_dimensions + encoder = Encoder(data_dim, self.compress_dims, self.embedding_dim).to(self._device) + self.decoder = Decoder(self.embedding_dim, self.decompress_dims, data_dim).to(self._device) + optimizerAE = Adam( + list(encoder.parameters()) + list(self.decoder.parameters()), + weight_decay=self.l2scale, + ) + + self.loss_values = pd.DataFrame(columns=["Epoch", "Batch", "Loss"]) + iterator = tqdm(range(self.epochs), disable=(not self.verbose)) + if self.verbose: + iterator_description = "Loss: {loss:.3f}" + iterator.set_description(iterator_description.format(loss=0)) + + for i in iterator: + loss_values = [] + batch = [] + for id_, data in enumerate(loader): + optimizerAE.zero_grad() + real = data[0].to(self._device, non_blocking=pin_memory) + mu, std, logvar = encoder(real) + eps = torch.randn_like(std) + emb = eps * std + mu + rec, sigmas = self.decoder(emb) + loss_1, loss_2 = _loss_function( + rec, + real, + sigmas, + mu, + logvar, + self.transformer.output_info_list, + self.loss_factor, + ) + loss = loss_1 + loss_2 + loss.backward() + optimizerAE.step() + self.decoder.sigma.data.clamp_(0.01, 1.0) + + batch.append(id_) + loss_values.append(loss.detach().cpu().item()) + + epoch_loss_df = pd.DataFrame({ + "Epoch": [i] * len(batch), + "Batch": batch, + "Loss": loss_values, + }) + if not self.loss_values.empty: + self.loss_values = pd.concat( + [self.loss_values, epoch_loss_df] + ).reset_index(drop=True) + else: + self.loss_values = epoch_loss_df + + if self.verbose: + iterator.set_description( + iterator_description.format(loss=loss.detach().cpu().item()) + ) + +data, discrete_columns = read_csv(csv_path, meta_path, header=True, discrete=None) +print(f"[TVAE] Training on {len(data)} rows, {len(data.columns)} cols, epochs={epochs}, batch_size={batch_size}, embedding_dim={embedding_dim}, compress_dims={compress_dims}, decompress_dims={decompress_dims}, l2scale={l2scale}, loss_factor={loss_factor}") +_orig_fit = TVAE.fit +TVAE.fit = _fit_cpu_staged +try: + model = TVAE( + epochs=epochs, + batch_size=batch_size, + embedding_dim=embedding_dim, + compress_dims=compress_dims, + decompress_dims=decompress_dims, + l2scale=l2scale, + loss_factor=loss_factor, + ) + model.fit(data, discrete_columns) +finally: + TVAE.fit = _orig_fit +model.save(save_path) +print(f"[TVAE] Model saved -> {save_path}") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_182045/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_182045/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..e0a553031080d6e3aafd05defa5efd78f7594c9a --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_182045/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:565273f218660439adfce680de0c5dd47ac78c0168501264f90b50c747ad3d9d +size 248 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_182045/gen_20260520_183042.log 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b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_182045/tvae_metadata.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:600119beca783dcd77c3bd4873a4dc3b4c207ab14bb1fceeb482b78deec4e45d +size 726 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_182256/_tvae_generate.py b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_182256/_tvae_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..6ecde71f68d2edea0905a2dfee83b844471afff5 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_182256/_tvae_generate.py @@ -0,0 +1,27 @@ +import os, sys +sys.path.insert(0, "/work") +from src.SpecificModels.ctgan_joblib_parallel_cap import apply_parallel_cap_from_env +apply_parallel_cap_from_env() +from src.SpecificModels.ctgan_rdt_inverse_fix import apply_ctgan_inverse_fix +apply_ctgan_inverse_fix() +import pandas as pd +from ctgan.synthesizers.tvae import TVAE +def _fit_cpu_staged_compat(self, *args, **kwargs): + raise RuntimeError("_fit_cpu_staged_compat should never be called during generate-only load") +if not hasattr(TVAE, "_fit_cpu_staged"): + TVAE._fit_cpu_staged = _fit_cpu_staged_compat +os.environ.setdefault("LOKY_MAX_CPU_COUNT", "8") +os.environ.setdefault("OPENBLAS_NUM_THREADS", "8") +os.environ.setdefault("MKL_NUM_THREADS", "8") +model = TVAE.load("/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_182256/models_250epochs/tvae_250epochs.pt") +total = 15215 +chunk = min(50000, total) if total > 50000 else total +parts = [] +left = total +while left > 0: + take = min(chunk, left) + parts.append(model.sample(take)) + left -= take +samples = pd.concat(parts, ignore_index=True) if len(parts) > 1 else parts[0] +samples.to_csv("/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_182256/tvae-n11-15215-20260520_190534.csv", index=False) +print(f"[TVAE] Generated {total} rows (chunks={len(parts)}) -> /work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_182256/tvae-n11-15215-20260520_190534.csv") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_182256/_tvae_train.py b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_182256/_tvae_train.py new file mode 100644 index 0000000000000000000000000000000000000000..6712d77c75042a2edb8032bb7647816fa961613e --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_182256/_tvae_train.py @@ -0,0 +1,131 @@ +import json, os, sys +sys.path.insert(0, "/work") +from src.SpecificModels.ctgan_joblib_parallel_cap import apply_parallel_cap_from_env +apply_parallel_cap_from_env() +import pandas as pd +import torch +from torch.optim import Adam +from torch.utils.data import DataLoader, TensorDataset +from tqdm import tqdm +from ctgan.data import read_csv +from ctgan.data_transformer import DataTransformer +from ctgan.synthesizers.tvae import TVAE, Encoder, Decoder, _loss_function + +# Keep transform stage parallelism bounded for stability on shared host. +os.environ.setdefault("LOKY_MAX_CPU_COUNT", "8") +os.environ.setdefault("OPENBLAS_NUM_THREADS", "8") +os.environ.setdefault("MKL_NUM_THREADS", "8") +_nj = (os.environ.get("TVAE_CTGAN_JOBTRANS_N_JOBS") or "").strip() +if _nj: + print("[TVAE] joblib Parallel cap ON, TVAE_CTGAN_JOBTRANS_N_JOBS=" + _nj) +else: + print("[TVAE] joblib Parallel cap OFF (unset TVAE_CTGAN_JOBTRANS_N_JOBS)") +print("[TVAE] LOKY_MAX_CPU_COUNT=" + str(os.environ.get("LOKY_MAX_CPU_COUNT", ""))) + +csv_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_182256/staged/public/train.csv" +meta_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_182256/tvae_metadata.json" +save_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_182256/models_250epochs/tvae_250epochs.pt" +epochs = int(os.environ.get("TVAE_EPOCHS", 250)) +batch_size = int(os.environ.get("TVAE_BATCH_SIZE", "500")) +embedding_dim = int(os.environ.get("TVAE_EMBEDDING_DIM", "128")) +l2scale = float(os.environ.get("TVAE_L2SCALE", "1e-5")) +loss_factor = float(os.environ.get("TVAE_LOSS_FACTOR", "2")) +def _parse_dims(name, default): + raw = (os.environ.get(name) or "").strip() + if not raw: + return default + return tuple(int(x.strip()) for x in raw.split(",") if x.strip()) +compress_dims = _parse_dims("TVAE_COMPRESS_DIMS", (128, 128)) +decompress_dims = _parse_dims("TVAE_DECOMPRESS_DIMS", (128, 128)) + +def _fit_cpu_staged(self, train_data, discrete_columns=()): + self.transformer = DataTransformer() + self.transformer.fit(train_data, discrete_columns) + train_data = self.transformer.transform(train_data) + pin_memory = getattr(self._device, "type", str(self._device)) == "cuda" + dataset = TensorDataset(torch.from_numpy(train_data.astype("float32"))) + loader = DataLoader( + dataset, + batch_size=self.batch_size, + shuffle=True, + drop_last=False, + pin_memory=pin_memory, + ) + + data_dim = self.transformer.output_dimensions + encoder = Encoder(data_dim, self.compress_dims, self.embedding_dim).to(self._device) + self.decoder = Decoder(self.embedding_dim, self.decompress_dims, data_dim).to(self._device) + optimizerAE = Adam( + list(encoder.parameters()) + list(self.decoder.parameters()), + weight_decay=self.l2scale, + ) + + self.loss_values = pd.DataFrame(columns=["Epoch", "Batch", "Loss"]) + iterator = tqdm(range(self.epochs), disable=(not self.verbose)) + if self.verbose: + iterator_description = "Loss: {loss:.3f}" + iterator.set_description(iterator_description.format(loss=0)) + + for i in iterator: + loss_values = [] + batch = [] + for id_, data in enumerate(loader): + optimizerAE.zero_grad() + real = data[0].to(self._device, non_blocking=pin_memory) + mu, std, logvar = encoder(real) + eps = torch.randn_like(std) + emb = eps * std + mu + rec, sigmas = self.decoder(emb) + loss_1, loss_2 = _loss_function( + rec, + real, + sigmas, + mu, + logvar, + self.transformer.output_info_list, + self.loss_factor, + ) + loss = loss_1 + loss_2 + loss.backward() + optimizerAE.step() + self.decoder.sigma.data.clamp_(0.01, 1.0) + + batch.append(id_) + loss_values.append(loss.detach().cpu().item()) + + epoch_loss_df = pd.DataFrame({ + "Epoch": [i] * len(batch), + "Batch": batch, + "Loss": loss_values, + }) + if not self.loss_values.empty: + self.loss_values = pd.concat( + [self.loss_values, epoch_loss_df] + ).reset_index(drop=True) + else: + self.loss_values = epoch_loss_df + + if self.verbose: + iterator.set_description( + iterator_description.format(loss=loss.detach().cpu().item()) + ) + +data, discrete_columns = read_csv(csv_path, meta_path, header=True, discrete=None) +print(f"[TVAE] Training on {len(data)} rows, {len(data.columns)} cols, epochs={epochs}, batch_size={batch_size}, embedding_dim={embedding_dim}, compress_dims={compress_dims}, decompress_dims={decompress_dims}, l2scale={l2scale}, loss_factor={loss_factor}") +_orig_fit = TVAE.fit +TVAE.fit = _fit_cpu_staged +try: + model = TVAE( + epochs=epochs, + batch_size=batch_size, + embedding_dim=embedding_dim, + compress_dims=compress_dims, + decompress_dims=decompress_dims, + l2scale=l2scale, + loss_factor=loss_factor, + ) + model.fit(data, discrete_columns) +finally: + TVAE.fit = _orig_fit +model.save(save_path) +print(f"[TVAE] Model saved -> {save_path}") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_182256/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_182256/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..7c0527d4c243a4ad6619a173d38eb870528d442c --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_182256/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c779ce77d59f22d3b14c0bc542896668882288ec696a87bb3dc049b62862e80a +size 261 diff --git 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a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_182256/tvae_metadata.json b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_182256/tvae_metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..67a0338db890724baf86effd9cce456b4bfcdeb9 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_182256/tvae_metadata.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:600119beca783dcd77c3bd4873a4dc3b4c207ab14bb1fceeb482b78deec4e45d +size 726 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_183158/_tvae_generate.py b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_183158/_tvae_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..56abe52db5bba6cd126e5036e7d6c3f39279cba7 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_183158/_tvae_generate.py @@ -0,0 +1,27 @@ +import os, sys +sys.path.insert(0, "/work") +from src.SpecificModels.ctgan_joblib_parallel_cap import apply_parallel_cap_from_env +apply_parallel_cap_from_env() +from src.SpecificModels.ctgan_rdt_inverse_fix import apply_ctgan_inverse_fix +apply_ctgan_inverse_fix() +import pandas as pd +from ctgan.synthesizers.tvae import TVAE +def _fit_cpu_staged_compat(self, *args, **kwargs): + raise RuntimeError("_fit_cpu_staged_compat should never be called during generate-only load") +if not hasattr(TVAE, "_fit_cpu_staged"): + TVAE._fit_cpu_staged = _fit_cpu_staged_compat +os.environ.setdefault("LOKY_MAX_CPU_COUNT", "8") +os.environ.setdefault("OPENBLAS_NUM_THREADS", "8") +os.environ.setdefault("MKL_NUM_THREADS", "8") +model = TVAE.load("/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_183158/models_125epochs/tvae_125epochs.pt") +total = 15215 +chunk = min(50000, total) if total > 50000 else total +parts = [] +left = total +while left > 0: + take = min(chunk, left) + parts.append(model.sample(take)) + left -= take +samples = pd.concat(parts, ignore_index=True) if len(parts) > 1 else parts[0] +samples.to_csv("/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_183158/tvae-n11-15215-20260520_185157.csv", index=False) +print(f"[TVAE] Generated {total} rows (chunks={len(parts)}) -> /work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_183158/tvae-n11-15215-20260520_185157.csv") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_183158/_tvae_train.py b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_183158/_tvae_train.py new file mode 100644 index 0000000000000000000000000000000000000000..d55415071822f19808a304ef0cafbb22792b69f6 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_183158/_tvae_train.py @@ -0,0 +1,131 @@ +import json, os, sys +sys.path.insert(0, "/work") +from src.SpecificModels.ctgan_joblib_parallel_cap import apply_parallel_cap_from_env +apply_parallel_cap_from_env() +import pandas as pd +import torch +from torch.optim import Adam +from torch.utils.data import DataLoader, TensorDataset +from tqdm import tqdm +from ctgan.data import read_csv +from ctgan.data_transformer import DataTransformer +from ctgan.synthesizers.tvae import TVAE, Encoder, Decoder, _loss_function + +# Keep transform stage parallelism bounded for stability on shared host. +os.environ.setdefault("LOKY_MAX_CPU_COUNT", "8") +os.environ.setdefault("OPENBLAS_NUM_THREADS", "8") +os.environ.setdefault("MKL_NUM_THREADS", "8") +_nj = (os.environ.get("TVAE_CTGAN_JOBTRANS_N_JOBS") or "").strip() +if _nj: + print("[TVAE] joblib Parallel cap ON, TVAE_CTGAN_JOBTRANS_N_JOBS=" + _nj) +else: + print("[TVAE] joblib Parallel cap OFF (unset TVAE_CTGAN_JOBTRANS_N_JOBS)") +print("[TVAE] LOKY_MAX_CPU_COUNT=" + str(os.environ.get("LOKY_MAX_CPU_COUNT", ""))) + +csv_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_183158/staged/public/train.csv" +meta_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_183158/tvae_metadata.json" +save_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_183158/models_125epochs/tvae_125epochs.pt" +epochs = int(os.environ.get("TVAE_EPOCHS", 125)) +batch_size = int(os.environ.get("TVAE_BATCH_SIZE", "500")) +embedding_dim = int(os.environ.get("TVAE_EMBEDDING_DIM", "128")) +l2scale = float(os.environ.get("TVAE_L2SCALE", "1e-5")) +loss_factor = float(os.environ.get("TVAE_LOSS_FACTOR", "2")) +def _parse_dims(name, default): + raw = (os.environ.get(name) or "").strip() + if not raw: + return default + return tuple(int(x.strip()) for x in raw.split(",") if x.strip()) +compress_dims = _parse_dims("TVAE_COMPRESS_DIMS", (128, 128)) +decompress_dims = _parse_dims("TVAE_DECOMPRESS_DIMS", (128, 128)) + +def _fit_cpu_staged(self, train_data, discrete_columns=()): + self.transformer = DataTransformer() + self.transformer.fit(train_data, discrete_columns) + train_data = self.transformer.transform(train_data) + pin_memory = getattr(self._device, "type", str(self._device)) == "cuda" + dataset = TensorDataset(torch.from_numpy(train_data.astype("float32"))) + loader = DataLoader( + dataset, + batch_size=self.batch_size, + shuffle=True, + drop_last=False, + pin_memory=pin_memory, + ) + + data_dim = self.transformer.output_dimensions + encoder = Encoder(data_dim, self.compress_dims, self.embedding_dim).to(self._device) + self.decoder = Decoder(self.embedding_dim, self.decompress_dims, data_dim).to(self._device) + optimizerAE = Adam( + list(encoder.parameters()) + list(self.decoder.parameters()), + weight_decay=self.l2scale, + ) + + self.loss_values = pd.DataFrame(columns=["Epoch", "Batch", "Loss"]) + iterator = tqdm(range(self.epochs), disable=(not self.verbose)) + if self.verbose: + iterator_description = "Loss: {loss:.3f}" + iterator.set_description(iterator_description.format(loss=0)) + + for i in iterator: + loss_values = [] + batch = [] + for id_, data in enumerate(loader): + optimizerAE.zero_grad() + real = data[0].to(self._device, non_blocking=pin_memory) + mu, std, logvar = encoder(real) + eps = torch.randn_like(std) + emb = eps * std + mu + rec, sigmas = self.decoder(emb) + loss_1, loss_2 = _loss_function( + rec, + real, + sigmas, + mu, + logvar, + self.transformer.output_info_list, + self.loss_factor, + ) + loss = loss_1 + loss_2 + loss.backward() + optimizerAE.step() + self.decoder.sigma.data.clamp_(0.01, 1.0) + + batch.append(id_) + loss_values.append(loss.detach().cpu().item()) + + epoch_loss_df = pd.DataFrame({ + "Epoch": [i] * len(batch), + "Batch": batch, + "Loss": loss_values, + }) + if not self.loss_values.empty: + self.loss_values = pd.concat( + [self.loss_values, epoch_loss_df] + ).reset_index(drop=True) + else: + self.loss_values = epoch_loss_df + + if self.verbose: + iterator.set_description( + iterator_description.format(loss=loss.detach().cpu().item()) + ) + +data, discrete_columns = read_csv(csv_path, meta_path, header=True, discrete=None) +print(f"[TVAE] Training on {len(data)} rows, {len(data.columns)} cols, epochs={epochs}, batch_size={batch_size}, embedding_dim={embedding_dim}, compress_dims={compress_dims}, decompress_dims={decompress_dims}, l2scale={l2scale}, loss_factor={loss_factor}") +_orig_fit = TVAE.fit +TVAE.fit = _fit_cpu_staged +try: + model = TVAE( + epochs=epochs, + batch_size=batch_size, + embedding_dim=embedding_dim, + compress_dims=compress_dims, + decompress_dims=decompress_dims, + l2scale=l2scale, + loss_factor=loss_factor, + ) + model.fit(data, discrete_columns) +finally: + TVAE.fit = _orig_fit +model.save(save_path) +print(f"[TVAE] Model saved -> {save_path}") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_183158/bo_combo.json 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b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_185317/_tvae_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..8f838e764fdd848bcc1317ea40565bf76b7df6c7 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_185317/_tvae_generate.py @@ -0,0 +1,27 @@ +import os, sys +sys.path.insert(0, "/work") +from src.SpecificModels.ctgan_joblib_parallel_cap import apply_parallel_cap_from_env +apply_parallel_cap_from_env() +from src.SpecificModels.ctgan_rdt_inverse_fix import apply_ctgan_inverse_fix +apply_ctgan_inverse_fix() +import pandas as pd +from ctgan.synthesizers.tvae import TVAE +def _fit_cpu_staged_compat(self, *args, **kwargs): + raise RuntimeError("_fit_cpu_staged_compat should never be called during generate-only load") +if not hasattr(TVAE, "_fit_cpu_staged"): + TVAE._fit_cpu_staged = _fit_cpu_staged_compat +os.environ.setdefault("LOKY_MAX_CPU_COUNT", "8") +os.environ.setdefault("OPENBLAS_NUM_THREADS", "8") +os.environ.setdefault("MKL_NUM_THREADS", "8") +model = TVAE.load("/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_185317/models_75epochs/tvae_75epochs.pt") +total = 15215 +chunk = min(50000, total) if total > 50000 else total +parts = [] +left = total +while left > 0: + take = min(chunk, left) + parts.append(model.sample(take)) + left -= take +samples = pd.concat(parts, ignore_index=True) if len(parts) > 1 else parts[0] +samples.to_csv("/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_185317/tvae-n11-15215-20260520_185929.csv", index=False) +print(f"[TVAE] Generated {total} rows (chunks={len(parts)}) -> /work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_185317/tvae-n11-15215-20260520_185929.csv") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_185317/_tvae_train.py b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_185317/_tvae_train.py new file mode 100644 index 0000000000000000000000000000000000000000..ae4c61321a49714a47a486ac303d91cfdfcf112f --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_185317/_tvae_train.py @@ -0,0 +1,131 @@ +import json, os, sys +sys.path.insert(0, "/work") +from src.SpecificModels.ctgan_joblib_parallel_cap import apply_parallel_cap_from_env +apply_parallel_cap_from_env() +import pandas as pd +import torch +from torch.optim import Adam +from torch.utils.data import DataLoader, TensorDataset +from tqdm import tqdm +from ctgan.data import read_csv +from ctgan.data_transformer import DataTransformer +from ctgan.synthesizers.tvae import TVAE, Encoder, Decoder, _loss_function + +# Keep transform stage parallelism bounded for stability on shared host. +os.environ.setdefault("LOKY_MAX_CPU_COUNT", "8") +os.environ.setdefault("OPENBLAS_NUM_THREADS", "8") +os.environ.setdefault("MKL_NUM_THREADS", "8") +_nj = (os.environ.get("TVAE_CTGAN_JOBTRANS_N_JOBS") or "").strip() +if _nj: + print("[TVAE] joblib Parallel cap ON, TVAE_CTGAN_JOBTRANS_N_JOBS=" + _nj) +else: + print("[TVAE] joblib Parallel cap OFF (unset TVAE_CTGAN_JOBTRANS_N_JOBS)") +print("[TVAE] LOKY_MAX_CPU_COUNT=" + str(os.environ.get("LOKY_MAX_CPU_COUNT", ""))) + +csv_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_185317/staged/public/train.csv" +meta_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_185317/tvae_metadata.json" +save_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_185317/models_75epochs/tvae_75epochs.pt" +epochs = int(os.environ.get("TVAE_EPOCHS", 75)) +batch_size = int(os.environ.get("TVAE_BATCH_SIZE", "500")) +embedding_dim = int(os.environ.get("TVAE_EMBEDDING_DIM", "128")) +l2scale = float(os.environ.get("TVAE_L2SCALE", "1e-5")) +loss_factor = float(os.environ.get("TVAE_LOSS_FACTOR", "2")) +def _parse_dims(name, default): + raw = (os.environ.get(name) or "").strip() + if not raw: + return default + return tuple(int(x.strip()) for x in raw.split(",") if x.strip()) +compress_dims = _parse_dims("TVAE_COMPRESS_DIMS", (128, 128)) +decompress_dims = _parse_dims("TVAE_DECOMPRESS_DIMS", (128, 128)) + +def _fit_cpu_staged(self, train_data, discrete_columns=()): + self.transformer = DataTransformer() + self.transformer.fit(train_data, discrete_columns) + train_data = self.transformer.transform(train_data) + pin_memory = getattr(self._device, "type", str(self._device)) == "cuda" + dataset = TensorDataset(torch.from_numpy(train_data.astype("float32"))) + loader = DataLoader( + dataset, + batch_size=self.batch_size, + shuffle=True, + drop_last=False, + pin_memory=pin_memory, + ) + + data_dim = self.transformer.output_dimensions + encoder = Encoder(data_dim, self.compress_dims, self.embedding_dim).to(self._device) + self.decoder = Decoder(self.embedding_dim, self.decompress_dims, data_dim).to(self._device) + optimizerAE = Adam( + list(encoder.parameters()) + list(self.decoder.parameters()), + weight_decay=self.l2scale, + ) + + self.loss_values = pd.DataFrame(columns=["Epoch", "Batch", "Loss"]) + iterator = tqdm(range(self.epochs), disable=(not self.verbose)) + if self.verbose: + iterator_description = "Loss: {loss:.3f}" + iterator.set_description(iterator_description.format(loss=0)) + + for i in iterator: + loss_values = [] + batch = [] + for id_, data in enumerate(loader): + optimizerAE.zero_grad() + real = data[0].to(self._device, non_blocking=pin_memory) + mu, std, logvar = encoder(real) + eps = torch.randn_like(std) + emb = eps * std + mu + rec, sigmas = self.decoder(emb) + loss_1, loss_2 = _loss_function( + rec, + real, + sigmas, + mu, + logvar, + self.transformer.output_info_list, + self.loss_factor, + ) + loss = loss_1 + loss_2 + loss.backward() + optimizerAE.step() + self.decoder.sigma.data.clamp_(0.01, 1.0) + + batch.append(id_) + loss_values.append(loss.detach().cpu().item()) + + epoch_loss_df = pd.DataFrame({ + "Epoch": [i] * len(batch), + "Batch": batch, + "Loss": loss_values, + }) + if not self.loss_values.empty: + self.loss_values = pd.concat( + [self.loss_values, epoch_loss_df] + ).reset_index(drop=True) + else: + self.loss_values = epoch_loss_df + + if self.verbose: + iterator.set_description( + iterator_description.format(loss=loss.detach().cpu().item()) + ) + +data, discrete_columns = read_csv(csv_path, meta_path, header=True, discrete=None) +print(f"[TVAE] Training on {len(data)} rows, {len(data.columns)} cols, epochs={epochs}, batch_size={batch_size}, embedding_dim={embedding_dim}, compress_dims={compress_dims}, decompress_dims={decompress_dims}, l2scale={l2scale}, loss_factor={loss_factor}") +_orig_fit = TVAE.fit +TVAE.fit = _fit_cpu_staged +try: + model = TVAE( + epochs=epochs, + batch_size=batch_size, + embedding_dim=embedding_dim, + compress_dims=compress_dims, + decompress_dims=decompress_dims, + l2scale=l2scale, + loss_factor=loss_factor, + ) + model.fit(data, discrete_columns) +finally: + TVAE.fit = _orig_fit +model.save(save_path) +print(f"[TVAE] Model saved -> {save_path}") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_185317/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_185317/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..f7e851f332c917d934016a36c6414a1536ff63a4 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_185317/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9f5069d228d0e4e45543dfae17f5df635d2b5cf86b394a15137c68d72c026387 +size 265 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_185317/gen_20260520_185929.log b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_185317/gen_20260520_185929.log new file mode 100644 index 0000000000000000000000000000000000000000..23dff4d46e0135c0695193ac2ed11ce0ac37e5eb --- /dev/null +++ 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sha256:600119beca783dcd77c3bd4873a4dc3b4c207ab14bb1fceeb482b78deec4e45d +size 726 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_190045/_tvae_generate.py b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_190045/_tvae_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..206312753f833b6f6a8f0e27b54ba5af061eb0ac --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_190045/_tvae_generate.py @@ -0,0 +1,27 @@ +import os, sys +sys.path.insert(0, "/work") +from src.SpecificModels.ctgan_joblib_parallel_cap import apply_parallel_cap_from_env +apply_parallel_cap_from_env() +from src.SpecificModels.ctgan_rdt_inverse_fix import apply_ctgan_inverse_fix +apply_ctgan_inverse_fix() +import pandas as pd +from ctgan.synthesizers.tvae import TVAE +def _fit_cpu_staged_compat(self, *args, **kwargs): + raise RuntimeError("_fit_cpu_staged_compat should never be called during generate-only load") +if not hasattr(TVAE, "_fit_cpu_staged"): + TVAE._fit_cpu_staged = _fit_cpu_staged_compat +os.environ.setdefault("LOKY_MAX_CPU_COUNT", "8") +os.environ.setdefault("OPENBLAS_NUM_THREADS", "8") +os.environ.setdefault("MKL_NUM_THREADS", "8") +model = TVAE.load("/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_190045/models_400epochs/tvae_400epochs.pt") +total = 15215 +chunk = min(50000, total) if total > 50000 else total +parts = [] +left = total +while left > 0: + take = min(chunk, left) + parts.append(model.sample(take)) + left -= take +samples = pd.concat(parts, ignore_index=True) if len(parts) > 1 else parts[0] +samples.to_csv("/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_190045/tvae-n11-15215-20260520_200013.csv", index=False) +print(f"[TVAE] Generated {total} rows (chunks={len(parts)}) -> /work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_190045/tvae-n11-15215-20260520_200013.csv") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_190045/_tvae_train.py b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_190045/_tvae_train.py new file mode 100644 index 0000000000000000000000000000000000000000..0e311e02963883a512581c5842b3a9fbd6267cea --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_190045/_tvae_train.py @@ -0,0 +1,131 @@ +import json, os, sys +sys.path.insert(0, "/work") +from src.SpecificModels.ctgan_joblib_parallel_cap import apply_parallel_cap_from_env +apply_parallel_cap_from_env() +import pandas as pd +import torch +from torch.optim import Adam +from torch.utils.data import DataLoader, TensorDataset +from tqdm import tqdm +from ctgan.data import read_csv +from ctgan.data_transformer import DataTransformer +from ctgan.synthesizers.tvae import TVAE, Encoder, Decoder, _loss_function + +# Keep transform stage parallelism bounded for stability on shared host. +os.environ.setdefault("LOKY_MAX_CPU_COUNT", "8") +os.environ.setdefault("OPENBLAS_NUM_THREADS", "8") +os.environ.setdefault("MKL_NUM_THREADS", "8") +_nj = (os.environ.get("TVAE_CTGAN_JOBTRANS_N_JOBS") or "").strip() +if _nj: + print("[TVAE] joblib Parallel cap ON, TVAE_CTGAN_JOBTRANS_N_JOBS=" + _nj) +else: + print("[TVAE] joblib Parallel cap OFF (unset TVAE_CTGAN_JOBTRANS_N_JOBS)") +print("[TVAE] LOKY_MAX_CPU_COUNT=" + str(os.environ.get("LOKY_MAX_CPU_COUNT", ""))) + +csv_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_190045/staged/public/train.csv" +meta_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_190045/tvae_metadata.json" +save_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_190045/models_400epochs/tvae_400epochs.pt" +epochs = int(os.environ.get("TVAE_EPOCHS", 400)) +batch_size = int(os.environ.get("TVAE_BATCH_SIZE", "500")) +embedding_dim = int(os.environ.get("TVAE_EMBEDDING_DIM", "128")) +l2scale = float(os.environ.get("TVAE_L2SCALE", "1e-5")) +loss_factor = float(os.environ.get("TVAE_LOSS_FACTOR", "2")) +def _parse_dims(name, default): + raw = (os.environ.get(name) or "").strip() + if not raw: + return default + return tuple(int(x.strip()) for x in raw.split(",") if x.strip()) +compress_dims = _parse_dims("TVAE_COMPRESS_DIMS", (128, 128)) +decompress_dims = _parse_dims("TVAE_DECOMPRESS_DIMS", (128, 128)) + +def _fit_cpu_staged(self, train_data, discrete_columns=()): + self.transformer = DataTransformer() + self.transformer.fit(train_data, discrete_columns) + train_data = self.transformer.transform(train_data) + pin_memory = getattr(self._device, "type", str(self._device)) == "cuda" + dataset = TensorDataset(torch.from_numpy(train_data.astype("float32"))) + loader = DataLoader( + dataset, + batch_size=self.batch_size, + shuffle=True, + drop_last=False, + pin_memory=pin_memory, + ) + + data_dim = self.transformer.output_dimensions + encoder = Encoder(data_dim, self.compress_dims, self.embedding_dim).to(self._device) + self.decoder = Decoder(self.embedding_dim, self.decompress_dims, data_dim).to(self._device) + optimizerAE = Adam( + list(encoder.parameters()) + list(self.decoder.parameters()), + weight_decay=self.l2scale, + ) + + self.loss_values = pd.DataFrame(columns=["Epoch", "Batch", "Loss"]) + iterator = tqdm(range(self.epochs), disable=(not self.verbose)) + if self.verbose: + iterator_description = "Loss: {loss:.3f}" + iterator.set_description(iterator_description.format(loss=0)) + + for i in iterator: + loss_values = [] + batch = [] + for id_, data in enumerate(loader): + optimizerAE.zero_grad() + real = data[0].to(self._device, non_blocking=pin_memory) + mu, std, logvar = encoder(real) + eps = torch.randn_like(std) + emb = eps * std + mu + rec, sigmas = self.decoder(emb) + loss_1, loss_2 = _loss_function( + rec, + real, + sigmas, + mu, + logvar, + self.transformer.output_info_list, + self.loss_factor, + ) + loss = loss_1 + loss_2 + loss.backward() + optimizerAE.step() + self.decoder.sigma.data.clamp_(0.01, 1.0) + + batch.append(id_) + loss_values.append(loss.detach().cpu().item()) + + epoch_loss_df = pd.DataFrame({ + "Epoch": [i] * len(batch), + "Batch": batch, + "Loss": loss_values, + }) + if not self.loss_values.empty: + self.loss_values = pd.concat( + [self.loss_values, epoch_loss_df] + ).reset_index(drop=True) + else: + self.loss_values = epoch_loss_df + + if self.verbose: + iterator.set_description( + iterator_description.format(loss=loss.detach().cpu().item()) + ) + +data, discrete_columns = read_csv(csv_path, meta_path, header=True, discrete=None) +print(f"[TVAE] Training on {len(data)} rows, {len(data.columns)} cols, epochs={epochs}, batch_size={batch_size}, embedding_dim={embedding_dim}, compress_dims={compress_dims}, decompress_dims={decompress_dims}, l2scale={l2scale}, loss_factor={loss_factor}") +_orig_fit = TVAE.fit +TVAE.fit = _fit_cpu_staged +try: + model = TVAE( + epochs=epochs, + batch_size=batch_size, + embedding_dim=embedding_dim, + compress_dims=compress_dims, + decompress_dims=decompress_dims, + l2scale=l2scale, + loss_factor=loss_factor, + ) + model.fit(data, discrete_columns) +finally: + TVAE.fit = _orig_fit +model.save(save_path) +print(f"[TVAE] Model saved -> {save_path}") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_190045/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_190045/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..e0a553031080d6e3aafd05defa5efd78f7594c9a --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_190045/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:565273f218660439adfce680de0c5dd47ac78c0168501264f90b50c747ad3d9d +size 248 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_190045/gen_20260520_200013.log 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b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_190045/tvae_metadata.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:600119beca783dcd77c3bd4873a4dc3b4c207ab14bb1fceeb482b78deec4e45d +size 726 diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_200132/_tvae_generate.py b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_200132/_tvae_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..8df67566d340db2ca62de3bd6556e26fea7c5e76 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_200132/_tvae_generate.py @@ -0,0 +1,27 @@ +import os, sys +sys.path.insert(0, "/work") +from src.SpecificModels.ctgan_joblib_parallel_cap import apply_parallel_cap_from_env +apply_parallel_cap_from_env() +from src.SpecificModels.ctgan_rdt_inverse_fix import apply_ctgan_inverse_fix +apply_ctgan_inverse_fix() +import pandas as pd +from ctgan.synthesizers.tvae import TVAE +def _fit_cpu_staged_compat(self, *args, **kwargs): + raise RuntimeError("_fit_cpu_staged_compat should never be called during generate-only load") +if not hasattr(TVAE, "_fit_cpu_staged"): + TVAE._fit_cpu_staged = _fit_cpu_staged_compat +os.environ.setdefault("LOKY_MAX_CPU_COUNT", "8") +os.environ.setdefault("OPENBLAS_NUM_THREADS", "8") +os.environ.setdefault("MKL_NUM_THREADS", "8") +model = TVAE.load("/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_200132/models_250epochs/tvae_250epochs.pt") +total = 15215 +chunk = min(50000, total) if total > 50000 else total +parts = [] +left = total +while left > 0: + take = min(chunk, left) + parts.append(model.sample(take)) + left -= take +samples = pd.concat(parts, ignore_index=True) if len(parts) > 1 else parts[0] +samples.to_csv("/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_200132/tvae-n11-15215-20260520_204109.csv", index=False) +print(f"[TVAE] Generated {total} rows (chunks={len(parts)}) -> /work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_200132/tvae-n11-15215-20260520_204109.csv") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_200132/_tvae_train.py b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_200132/_tvae_train.py new file mode 100644 index 0000000000000000000000000000000000000000..615e113312e805e95e60d0b46d167874a24bc173 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_200132/_tvae_train.py @@ -0,0 +1,131 @@ +import json, os, sys +sys.path.insert(0, "/work") +from src.SpecificModels.ctgan_joblib_parallel_cap import apply_parallel_cap_from_env +apply_parallel_cap_from_env() +import pandas as pd +import torch +from torch.optim import Adam +from torch.utils.data import DataLoader, TensorDataset +from tqdm import tqdm +from ctgan.data import read_csv +from ctgan.data_transformer import DataTransformer +from ctgan.synthesizers.tvae import TVAE, Encoder, Decoder, _loss_function + +# Keep transform stage parallelism bounded for stability on shared host. +os.environ.setdefault("LOKY_MAX_CPU_COUNT", "8") +os.environ.setdefault("OPENBLAS_NUM_THREADS", "8") +os.environ.setdefault("MKL_NUM_THREADS", "8") +_nj = (os.environ.get("TVAE_CTGAN_JOBTRANS_N_JOBS") or "").strip() +if _nj: + print("[TVAE] joblib Parallel cap ON, TVAE_CTGAN_JOBTRANS_N_JOBS=" + _nj) +else: + print("[TVAE] joblib Parallel cap OFF (unset TVAE_CTGAN_JOBTRANS_N_JOBS)") +print("[TVAE] LOKY_MAX_CPU_COUNT=" + str(os.environ.get("LOKY_MAX_CPU_COUNT", ""))) + +csv_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_200132/staged/public/train.csv" +meta_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_200132/tvae_metadata.json" +save_path = "/work/output-Benchmark-trainonly-v1/n11/tvae/tvae-n11-20260520_200132/models_250epochs/tvae_250epochs.pt" +epochs = int(os.environ.get("TVAE_EPOCHS", 250)) +batch_size = int(os.environ.get("TVAE_BATCH_SIZE", "500")) +embedding_dim = int(os.environ.get("TVAE_EMBEDDING_DIM", "128")) +l2scale = float(os.environ.get("TVAE_L2SCALE", "1e-5")) +loss_factor = float(os.environ.get("TVAE_LOSS_FACTOR", "2")) +def _parse_dims(name, default): + raw = (os.environ.get(name) or "").strip() + if not raw: + return default + return tuple(int(x.strip()) for x in raw.split(",") if x.strip()) +compress_dims = _parse_dims("TVAE_COMPRESS_DIMS", (128, 128)) +decompress_dims = _parse_dims("TVAE_DECOMPRESS_DIMS", (128, 128)) + +def _fit_cpu_staged(self, train_data, discrete_columns=()): + self.transformer = DataTransformer() + self.transformer.fit(train_data, discrete_columns) + train_data = self.transformer.transform(train_data) + pin_memory = getattr(self._device, "type", str(self._device)) == "cuda" + dataset = TensorDataset(torch.from_numpy(train_data.astype("float32"))) + loader = DataLoader( + dataset, + batch_size=self.batch_size, + shuffle=True, + drop_last=False, + pin_memory=pin_memory, + ) + + data_dim = self.transformer.output_dimensions + encoder = Encoder(data_dim, self.compress_dims, self.embedding_dim).to(self._device) + self.decoder = Decoder(self.embedding_dim, self.decompress_dims, data_dim).to(self._device) + optimizerAE = Adam( + list(encoder.parameters()) + list(self.decoder.parameters()), + weight_decay=self.l2scale, + ) + + self.loss_values = pd.DataFrame(columns=["Epoch", "Batch", "Loss"]) + iterator = tqdm(range(self.epochs), disable=(not self.verbose)) + if self.verbose: + iterator_description = "Loss: {loss:.3f}" + iterator.set_description(iterator_description.format(loss=0)) + + for i in iterator: + loss_values = [] + batch = [] + for id_, data in enumerate(loader): + optimizerAE.zero_grad() + real = data[0].to(self._device, non_blocking=pin_memory) + mu, std, logvar = encoder(real) + eps = torch.randn_like(std) + emb = eps * std + mu + rec, sigmas = self.decoder(emb) + loss_1, loss_2 = _loss_function( + rec, + real, + sigmas, + mu, + logvar, + self.transformer.output_info_list, + self.loss_factor, + ) + loss = loss_1 + loss_2 + loss.backward() + optimizerAE.step() + self.decoder.sigma.data.clamp_(0.01, 1.0) + + batch.append(id_) + loss_values.append(loss.detach().cpu().item()) + + epoch_loss_df = pd.DataFrame({ + "Epoch": [i] * len(batch), + "Batch": batch, + "Loss": loss_values, + }) + if not self.loss_values.empty: + self.loss_values = pd.concat( + [self.loss_values, epoch_loss_df] + ).reset_index(drop=True) + else: + self.loss_values = epoch_loss_df + + if self.verbose: + iterator.set_description( + iterator_description.format(loss=loss.detach().cpu().item()) + ) + +data, discrete_columns = read_csv(csv_path, meta_path, header=True, discrete=None) +print(f"[TVAE] Training on {len(data)} rows, {len(data.columns)} cols, epochs={epochs}, batch_size={batch_size}, embedding_dim={embedding_dim}, compress_dims={compress_dims}, decompress_dims={decompress_dims}, l2scale={l2scale}, loss_factor={loss_factor}") +_orig_fit = TVAE.fit +TVAE.fit = _fit_cpu_staged +try: + model = TVAE( + epochs=epochs, + batch_size=batch_size, + embedding_dim=embedding_dim, + compress_dims=compress_dims, + decompress_dims=decompress_dims, + l2scale=l2scale, + loss_factor=loss_factor, + ) + model.fit(data, discrete_columns) +finally: + TVAE.fit = _orig_fit +model.save(save_path) +print(f"[TVAE] Model saved -> {save_path}") diff --git a/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_200132/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_200132/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..ae355c506226ce2c5fa6d0564f5aae6ed1e77500 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/tvae/runs/tvae-n11-20260520_200132/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2e45340863781aa5a4c427851e4c06587d62638ab465efea48274ec12868afdc +size 261 diff --git 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