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in two phases: +1. **Attention phase**: Attention heads read from source positions and route information +2. **MLP phase**: MLP layers transform and write to destination positions + +## Source Positions (Early) + +Found 4 key source positions (1 have backup pathways): + - P83: 0.819/0.015 (important) + - P78: 0.614/-0.069 (important) + - P73: 0.188/0.885 (REDUNDANT - has backups) + - P63: 0.039/-0.095 (important) + +Interpretation: Redundant positions have denoising > noising, meaning +the model can recover even when these positions are corrupted (backup pathways exist). + +## Attention Layers + +Top attention layers (ranked by noising disruption): + - L24: 0.312/0.338 ★ MULTI-FUNCTION + - L29: 0.157/0.147 + - L21: 0.140/0.270 + - L30: 0.130/0.160 + - L23: 0.095/0.148 + +These layers read from source positions and route information. +Multi-function layers (L24) appear in both attention AND MLP top lists, +suggesting they do double-duty processing. + +## MLP Layers + +Top MLP layers (ranked by noising disruption): + - L35: 0.258/0.259 + - L31: 0.172/0.158 + - L34: 0.152/0.096 + - L24: 0.098/0.188 ★ MULTI-FUNCTION + - L27: 0.081/0.056 + +These layers transform information and write to destination positions. + +## Destination Positions (Late) - THE BOTTLENECK + +Found 4 key destination positions: + - P143: 1.000/0.000 (★ BOTTLENECK) + - P138: 0.343/0.000 (secondary) + - P118: 0.123/-0.002 (secondary) + - P133: 0.022/0.000 (secondary) + +CRITICAL: 1 position(s) are true bottlenecks (noising > 0.5). +Corrupting these positions severely disrupts the model's output. +This is where the final answer is computed. + +## Layer-Position Bindings + +These show which layers act at which positions (the actual circuit edges): + + - L21-L30 attention reads from P63-P83 + - L24-L35 MLP writes to P118-P143 + +## Methodology Notes + +- **Noising** (disruption): Replace clean activation with corrupted → measures necessity +- **Denoising** (recovery): Replace corrupted activation with clean → measures sufficiency +- High noising + low denoising = necessary but has backups (OR relationship) +- High noising + high denoising = necessary AND sufficient (AND relationship) +- The redundancy gap (noising - denoising) indicates how replaceable a component is +- **Denoising-only positions filtered**: Positions where denoising >> noising are excluded + as they indicate artifacts rather than true circuit components + +## Circuit Diagram + +See information_flow_diagram.png for a visual representation. diff --git a/pairs/pair_3/sweep_component_comparison/README.md b/pairs/pair_3/sweep_component_comparison/README.md new file mode 100644 index 0000000000000000000000000000000000000000..b3a9c9b130a40b90c4cc81aeea07612a6038b380 --- /dev/null +++ b/pairs/pair_3/sweep_component_comparison/README.md @@ -0,0 +1,104 @@ +# Component Comparison Plots + +This directory contains activation patching analysis visualizations organized +into five categories. Each plot has a figure number for easy reference. + +## Quick Start + +1. **Check 01_sanity_checks/** first - if these fail, results are unreliable +2. **Read 05_circuit_synthesis/circuit_summary.txt** for the plain-text explanation +3. **View 05_circuit_synthesis/information_flow_diagram.png** for the visual summary +4. Drill into other folders for detailed analysis + +--- + +## Directory Structure + +### 01_sanity_checks/ +*Validation plots - check these first. If they fail, everything else is suspect.* + +| Fig | File | Description | +|-----|------|-------------| +| 1.1 | resid_delta_sanity.png | Compares resid_pre[L+1] vs resid_post[L] (should match) | +| 1.2 | resid_delta_difference.png | Difference plot with +/-0.02 tolerance band | + +### 02_overview/ +*The big picture: "Where does the computation happen?"* + +| Fig | File | Description | +|-----|------|-------------| +| 2.1 | heatmap_layers_denoising.png | Layer × Component attribution (denoising recovery) | +| 2.2 | heatmap_layers_noising.png | Layer × Component attribution (noising disruption) | +| 2.3 | heatmap_layers_colnorm_denoising.png | Column-normalized heatmap (reveals fine structure) | +| 2.4 | heatmap_layers_colnorm_noising.png | Column-normalized heatmap (noising) | +| 2.5 | heatmap_positions_denoising.png | Position × Component attribution (denoising) | +| 2.6 | heatmap_positions_noising.png | Position × Component attribution (noising) | +| 2.7 | layer_position_heatmap.png | Layer × Position importance map (2D localization) | + +### 03_component_decomp/ +*Drilling in: "Is it attention or MLP? Which specific components?"* + +| Fig | File | Description | +|-----|------|-------------| +| 3.1 | attn_vs_mlp_layer.png | Attention vs MLP scatter by layer | +| 3.2 | attn_vs_mlp_position.png | Attention vs MLP scatter by position | +| 3.3 | attn_vs_mlp_paired.png | Paired scatter with arrows (denoising→noising movement) | +| 3.4 | component_importance_ranked.png | Top components ranked with same-layer linking | +| 3.5 | cumulative_recovery.png | Cumulative recovery with dip annotations | +| 3.6 | marginal_contribution.png | Per-layer marginal contribution | +| 3.7 | position_component_interaction.png | Effect vs position for each component | +| 3.8 | position_interaction_zoomed.png | Zoomed panels for hub regions | + +### 04_redundancy/ +*Methodology comparison: "Can I trust the scores? What has backup pathways?"* + +| Fig | File | Description | +|-----|------|-------------| +| 4.1 | noise_vs_denoise_per_component_layer.png | Noising vs denoising scatter (layers) | +| 4.2 | noise_vs_denoise_per_component_position.png | Noising vs denoising scatter (positions) | +| 4.3 | redundancy_gap.png | Redundancy gap (disruption - recovery) per layer | +| 4.4 | redundancy_gap_sorted.png | Redundancy gap sorted by magnitude | +| 4.5 | difference_heatmap_layer.png | Redundancy gap heatmap (layers) | +| 4.6 | difference_heatmap_position.png | Redundancy gap heatmap (positions) | + +### 05_circuit_synthesis/ +*The punchline: synthesized information flow.* + +| Fig | File | Description | +|-----|------|-------------| +| 5.1 | information_flow_diagram.png | Circuit summary with redundancy and bottleneck annotations | +| — | circuit_summary.txt | Plain-text explanation of the circuit hypothesis | + +--- + +## Interpretation Guide + +### Scatter Plot Regions +- **AND region** (upper-right): High in both → necessary AND sufficient +- **OR region** (lower-right): High denoising, low noising → has backup pathways + +### Redundancy Gap +- **Positive gap** (disruption > recovery): Component is necessary +- **Negative gap** (recovery > disruption): Component is sufficient but replaceable + +### Scores in Circuit Diagram +- Format: noising_disruption / denoising_recovery +- Higher noising = more necessary (corrupting it breaks the model) +- Higher denoising = more sufficient (restoring it fixes the model) + +### Visual Conventions +- ★ = Multi-function layer (appears in both attention and MLP top lists) +- Colored brackets = Same-layer components (e.g., L24_attn and L24_mlp) +- Red thick arrow = Critical bottleneck path +- Dashed arrow = Backup/bypass pathway + +--- + +## Colormap Reference + +| Plot Type | Colormap | Interpretation | +|-----------|----------|----------------| +| Recovery/Disruption heatmaps | RdYlGn | Green=high, Red=low | +| 2D localization map | Hot | White=high, Black=low | +| Redundancy gap heatmaps | RdBu_r | Red=necessity, Blue=sufficiency | +| Layer/position scatter | Viridis | Yellow=late, Purple=early | diff --git a/pairs/pair_3/sweep_mlp_out/coarse_results.json b/pairs/pair_3/sweep_mlp_out/coarse_results.json new file mode 100644 index 0000000000000000000000000000000000000000..b51c4636773dbd0194ed37a1626ae1087f18adc6 --- /dev/null +++ b/pairs/pair_3/sweep_mlp_out/coarse_results.json @@ -0,0 +1,7171 @@ +{ + "sample_id": 3, + "sanity_result": { + "target": { + "positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41, + 42, + 43, + 44, + 45, + 46, + 47, + 48, + 49, + 50, + 51, + 52, + 53, + 54, + 55, + 56, + 57, + 58, + 59, + 60, + 61, + 62, + 63, + 64, + 65, + 66, + 67, + 68, + 69, + 70, + 71, + 72, + 73, + 74, + 75, + 76, 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b/pairs/pair_4/sweep_component_comparison/05_circuit_synthesis/circuit_summary.txt new file mode 100644 index 0000000000000000000000000000000000000000..1f8dc45ddbed7ad9095d3f46c10e13abdd77579a --- /dev/null +++ b/pairs/pair_4/sweep_component_comparison/05_circuit_synthesis/circuit_summary.txt @@ -0,0 +1,78 @@ +# Circuit Summary + +This document summarizes the inferred circuit from activation patching analysis. +Scores shown as: noising_disruption / denoising_recovery + +## Key Finding: Two-Phase Architecture + +The circuit operates in two phases: +1. **Attention phase**: Attention heads read from source positions and route information +2. **MLP phase**: MLP layers transform and write to destination positions + +## Source Positions (Early) + +Found 4 key source positions (0 have backup pathways): + - P83: 1.025/1.019 (important) + - P93: 0.003/0.007 (important) + - P73: 0.001/0.001 (important) + - P63: 0.000/-0.005 (important) + +Interpretation: Redundant positions have denoising > noising, meaning +the model can recover even when these positions are corrupted (backup pathways exist). + +## Attention Layers + +Top attention layers (ranked by noising disruption): + - L24: 0.249/0.286 + - L29: 0.089/0.102 + - L30: 0.056/0.094 + - L21: 0.046/0.143 + - L35: 0.046/0.015 ★ MULTI-FUNCTION + +These layers read from source positions and route information. +Multi-function layers (L35) appear in both attention AND MLP top lists, +suggesting they do double-duty processing. + +## MLP Layers + +Top MLP layers (ranked by noising disruption): + - L35: 0.248/0.290 ★ MULTI-FUNCTION + - L31: 0.168/0.173 + - L34: 0.118/0.125 + - L28: 0.052/0.115 + - L27: 0.032/0.042 + +These layers transform information and write to destination positions. + +## Destination Positions (Late) - THE BOTTLENECK + +Found 4 key destination positions: + - P138: 1.000/0.809 (★ BOTTLENECK) + - P118: 0.022/0.053 (secondary) + - P133: 0.018/0.002 (secondary) + - P113: 0.005/0.003 (secondary) + +CRITICAL: 1 position(s) are true bottlenecks (noising > 0.5). +Corrupting these positions severely disrupts the model's output. +This is where the final answer is computed. + +## Layer-Position Bindings + +These show which layers act at which positions (the actual circuit edges): + + - L21-L35 attention reads from P63-P93 + - L27-L35 MLP writes to P113-P138 + +## Methodology Notes + +- **Noising** (disruption): Replace clean activation with corrupted → measures necessity +- **Denoising** (recovery): Replace corrupted activation with clean → measures sufficiency +- High noising + low denoising = necessary but has backups (OR relationship) +- High noising + high denoising = necessary AND sufficient (AND relationship) +- The redundancy gap (noising - denoising) indicates how replaceable a component is +- **Denoising-only positions filtered**: Positions where denoising >> noising are excluded + as they indicate artifacts rather than true circuit components + +## Circuit Diagram + +See information_flow_diagram.png for a visual representation. diff --git a/pairs/pair_4/sweep_component_comparison/README.md b/pairs/pair_4/sweep_component_comparison/README.md new file mode 100644 index 0000000000000000000000000000000000000000..b3a9c9b130a40b90c4cc81aeea07612a6038b380 --- /dev/null +++ b/pairs/pair_4/sweep_component_comparison/README.md @@ -0,0 +1,104 @@ +# Component Comparison Plots + +This directory contains activation patching analysis visualizations organized +into five categories. Each plot has a figure number for easy reference. + +## Quick Start + +1. **Check 01_sanity_checks/** first - if these fail, results are unreliable +2. **Read 05_circuit_synthesis/circuit_summary.txt** for the plain-text explanation +3. **View 05_circuit_synthesis/information_flow_diagram.png** for the visual summary +4. Drill into other folders for detailed analysis + +--- + +## Directory Structure + +### 01_sanity_checks/ +*Validation plots - check these first. If they fail, everything else is suspect.* + +| Fig | File | Description | +|-----|------|-------------| +| 1.1 | resid_delta_sanity.png | Compares resid_pre[L+1] vs resid_post[L] (should match) | +| 1.2 | resid_delta_difference.png | Difference plot with +/-0.02 tolerance band | + +### 02_overview/ +*The big picture: "Where does the computation happen?"* + +| Fig | File | Description | +|-----|------|-------------| +| 2.1 | heatmap_layers_denoising.png | Layer × Component attribution (denoising recovery) | +| 2.2 | heatmap_layers_noising.png | Layer × Component attribution (noising disruption) | +| 2.3 | heatmap_layers_colnorm_denoising.png | Column-normalized heatmap (reveals fine structure) | +| 2.4 | heatmap_layers_colnorm_noising.png | Column-normalized heatmap (noising) | +| 2.5 | heatmap_positions_denoising.png | Position × Component attribution (denoising) | +| 2.6 | heatmap_positions_noising.png | Position × Component attribution (noising) | +| 2.7 | layer_position_heatmap.png | Layer × Position importance map (2D localization) | + +### 03_component_decomp/ +*Drilling in: "Is it attention or MLP? Which specific components?"* + +| Fig | File | Description | +|-----|------|-------------| +| 3.1 | attn_vs_mlp_layer.png | Attention vs MLP scatter by layer | +| 3.2 | attn_vs_mlp_position.png | Attention vs MLP scatter by position | +| 3.3 | attn_vs_mlp_paired.png | Paired scatter with arrows (denoising→noising movement) | +| 3.4 | component_importance_ranked.png | Top components ranked with same-layer linking | +| 3.5 | cumulative_recovery.png | Cumulative recovery with dip annotations | +| 3.6 | marginal_contribution.png | Per-layer marginal contribution | +| 3.7 | position_component_interaction.png | Effect vs position for each component | +| 3.8 | position_interaction_zoomed.png | Zoomed panels for hub regions | + +### 04_redundancy/ +*Methodology comparison: "Can I trust the scores? What has backup pathways?"* + +| Fig | File | Description | +|-----|------|-------------| +| 4.1 | noise_vs_denoise_per_component_layer.png | Noising vs denoising scatter (layers) | +| 4.2 | noise_vs_denoise_per_component_position.png | Noising vs denoising scatter (positions) | +| 4.3 | redundancy_gap.png | Redundancy gap (disruption - recovery) per layer | +| 4.4 | redundancy_gap_sorted.png | Redundancy gap sorted by magnitude | +| 4.5 | difference_heatmap_layer.png | Redundancy gap heatmap (layers) | +| 4.6 | difference_heatmap_position.png | Redundancy gap heatmap (positions) | + +### 05_circuit_synthesis/ +*The punchline: synthesized information flow.* + +| Fig | File | Description | +|-----|------|-------------| +| 5.1 | information_flow_diagram.png | Circuit summary with redundancy and bottleneck annotations | +| — | circuit_summary.txt | Plain-text explanation of the circuit hypothesis | + +--- + +## Interpretation Guide + +### Scatter Plot Regions +- **AND region** (upper-right): High in both → necessary AND sufficient +- **OR region** (lower-right): High denoising, low noising → has backup pathways + +### Redundancy Gap +- **Positive gap** (disruption > recovery): Component is necessary +- **Negative gap** (recovery > disruption): Component is sufficient but replaceable + +### Scores in Circuit Diagram +- Format: noising_disruption / denoising_recovery +- Higher noising = more necessary (corrupting it breaks the model) +- Higher denoising = more sufficient (restoring it fixes the model) + +### Visual Conventions +- ★ = Multi-function layer (appears in both attention and MLP top lists) +- Colored brackets = Same-layer components (e.g., L24_attn and L24_mlp) +- Red thick arrow = Critical bottleneck path +- Dashed arrow = Backup/bypass pathway + +--- + +## Colormap Reference + +| Plot Type | Colormap | Interpretation | +|-----------|----------|----------------| +| Recovery/Disruption heatmaps | RdYlGn | Green=high, Red=low | +| 2D localization map | Hot | White=high, Black=low | +| Redundancy gap heatmaps | RdBu_r | Red=necessity, Blue=sufficiency | +| Layer/position scatter | Viridis | Yellow=late, Purple=early | diff --git a/pairs/pair_4/sweep_mlp_out/coarse_results.json b/pairs/pair_4/sweep_mlp_out/coarse_results.json new file mode 100644 index 0000000000000000000000000000000000000000..10097a3953f4509e277b94989ee67554ac25c65e --- /dev/null +++ b/pairs/pair_4/sweep_mlp_out/coarse_results.json @@ -0,0 +1,7358 @@ +{ + "sample_id": 4, + "sanity_result": { + "target": { + "positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41, + 42, + 43, + 44, + 45, + 46, + 47, + 48, + 49, + 50, + 51, + 52, + 53, + 54, + 55, + 56, + 57, + 58, + 59, + 60, + 61, + 62, + 63, + 64, + 65, + 66, + 67, + 68, + 69, + 70, + 71, + 72, + 73, + 74, + 75, + 76, 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