Optimization Not Improving (+2)

Optimization Not Improving

# Increase number of training examples
# Ensure diverse, high-quality examples
# Try different optimizer settings

optimizer = BootstrapFewShotWithRandomSearch(
    metric=metric,
    max_bootstrapped_demos=8,  # Increase
    num_candidate_programs=20,  # More search
    num_threads=8
)

Module Too Slow

# Use faster model for compilation
compile_lm = dspy.OpenAI(model="gpt-4.1-mini")
deploy_lm = dspy.OpenAI(model="gpt-4")

with dspy.settings.context(lm=compile_lm):
    optimized = optimizer.compile(module, trainset=data)

# Deploy with stronger model
dspy.settings.configure(lm=deploy_lm)

Out of Memory

# Process in batches
batch_size = 10
for i in range(0, len(trainset), batch_size):
    batch = trainset[i:i+batch_size]
    process_batch(batch)