This commit is contained in:
2025-08-16 20:34:45 +02:00
parent 84f7d41a84
commit cf1cbac1a8
36 changed files with 95 additions and 152 deletions
+6 -6
View File
@@ -24,29 +24,29 @@ def build(config: PipelineConfig):
def train(config: PipelineConfig):
"""Train the NER model."""
trainer = NameModel(config)
name_model = NameModel(config)
data_path = Path(config.paths.data_dir) / config.data.output_files["ner_data"]
if not data_path.exists():
logging.info("NER data not found. Building dataset first...")
build(config)
trainer.create_blank_model("fr")
data = trainer.load_data(str(data_path))
name_model.create_blank_model("fr")
data = name_model.load_data(str(data_path))
split_idx = int(len(data) * 0.9)
train_data, eval_data = data[:split_idx], data[split_idx:]
logging.info(f"Training with {len(train_data)} examples, evaluating on {len(eval_data)}")
trainer.train(
name_model.train(
data=train_data,
epochs=config.processing.epochs,
batch_size=config.processing.batch_size,
dropout_rate=0.3,
)
trainer.evaluate(eval_data)
name_model.evaluate(eval_data)
model_path = trainer.save()
model_path = name_model.save()
logging.info(f"Model saved to: {model_path}")