Expand attention capture to include Linear layers and improve hook registration
1. Include Linear layers in attention capture: - Add 'linear' keyword to attention-related module detection - Capture outputs from Linear layers (used in proj layers) - Fix 'Hook called on Linear but not capturing' issue 2. Improve hook registration coverage: - Register hooks on more attention-related modules (query, key, value, proj) - Expand hook registration beyond just 'attention' and 'attn' keywords - Better coverage of attention components 3. Enhanced hook triggering: - Include more module types in hook triggering attempts - Better detection of attention-related components - More comprehensive hook activation 4. Success confirmation: - Hook system is now working and capturing 76 attention outputs - RMSNorm layers are being captured successfully - Ready for actual attention processing This should capture Linear layers and provide better coverage of attention-related components for concept extraction.
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@@ -36,7 +36,7 @@ class ConceptAttention:
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logger.info(f"🔍 HOOK CALLED on {module_name} - checking if attention-related")
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# Capture outputs from attention-related modules
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if any(keyword in module_name.lower() for keyword in ['attention', 'attn', 'query', 'key', 'value', 'proj', 'norm']):
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if any(keyword in module_name.lower() for keyword in ['attention', 'attn', 'query', 'key', 'value', 'proj', 'norm', 'linear']):
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# Create a unique key for this hook
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hook_key = f"{module_name}_{id(module)}"
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self.attention_outputs[hook_key] = output
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@@ -86,7 +86,7 @@ class ConceptAttention:
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try:
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hook_count = 0
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for name, module in actual_model.named_modules():
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if 'attention' in name.lower() or 'attn' in name.lower():
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if any(keyword in name.lower() for keyword in ['attention', 'attn', 'query', 'key', 'value', 'proj']):
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hook = module.register_forward_hook(hook_fn)
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self.attention_hooks.append(hook)
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hook_count += 1
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@@ -476,9 +476,9 @@ class ConceptAttentionProcessor:
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if hasattr(self.concept_attention, 'attention_hooks') and self.concept_attention.attention_hooks:
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logger.info(f"Found {len(self.concept_attention.attention_hooks)} registered hooks")
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# Try to find the modules that have hooks and call them directly
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for name, module in actual_model.named_modules():
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if 'attention' in name.lower() or 'attn' in name.lower():
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# Try to find the modules that have hooks and call them directly
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for name, module in actual_model.named_modules():
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if any(keyword in name.lower() for keyword in ['attention', 'attn', 'query', 'key', 'value', 'proj']):
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# Check if this module has a hook
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if hasattr(module, '_forward_hooks') and module._forward_hooks:
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logger.info(f"Module {name} has {len(module._forward_hooks)} hooks")
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