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a/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/algorithmic_structure/out.txt b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/algorithmic_structure/out.txt new file mode 100644 index 0000000000000000000000000000000000000000..3919f1bc0b6a10ab16c4af9f2b8a3d5f97e8b60d --- /dev/null +++ b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/algorithmic_structure/out.txt @@ -0,0 +1,120 @@ +====================================================================== +ALGORITHMIC STRUCTURE ANALYSIS (H25–H27) +====================================================================== + +Loading results... +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=minus]_[oop=mul]_[int=False].pt: 10000 results for -->* +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=minus]_[oop=plus]_[int=False].pt: 10000 results for -->+ +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=minus]_[int=False].pt: 10000 results for *->- +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=plus]_[int=False].pt: 10000 results for *->+ +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=plus]_[oop=minus]_[int=False].pt: 10000 results for +->- +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=plus]_[oop=mul]_[int=False].pt: 10000 results for +->* + -->*: 10000 prompts + -->+: 10000 prompts + *->-: 10000 prompts + *->+: 10000 prompts + +->-: 10000 prompts + +->*: 10000 prompts +Layers: [0, 1, 2] + +Running H25 (multiplication vs addition)... + +Running H26 (generalization gap)... + H26: generalization: 0%| | 0/6 [00:00* +┏━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━┓ +┃ Layer ┃ R²(seen) ┃ R²(unseen) ┃ Gap ┃ Verdict ┃ +┡━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━┩ +│ L0 │ 0.987 │ 0.987 │ 0.000 │ generalize │ +├───────┼──────────┼────────────┼────────┼────────────┤ +│ L1 │ 0.976 │ 0.976 │ -0.000 │ generalize │ +├───────┼──────────┼────────────┼────────┼────────────┤ +│ L2 │ 0.958 │ 0.958 │ -0.000 │ generalize │ +└───────┴──────────┴────────────┴────────┴────────────┘ + H26: Generalization gap — -->+ +┏━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━┓ +┃ Layer ┃ R²(seen) ┃ R²(unseen) ┃ Gap ┃ Verdict ┃ +┡━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━┩ +│ L0 │ 0.987 │ 0.987 │ 0.000 │ generalize │ +├───────┼──────────┼────────────┼────────┼────────────┤ +│ L1 │ 0.976 │ 0.976 │ -0.000 │ generalize │ +├───────┼──────────┼────────────┼────────┼────────────┤ +│ L2 │ 0.958 │ 0.958 │ -0.000 │ generalize │ +└───────┴──────────┴────────────┴────────┴────────────┘ + H26: Generalization gap — *->- +┏━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━┓ +┃ Layer ┃ R²(seen) ┃ R²(unseen) ┃ Gap ┃ Verdict ┃ +┡━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━┩ +│ L0 │ 0.972 │ 0.971 │ 0.000 │ generalize │ +├───────┼──────────┼────────────┼────────┼────────────┤ +│ L1 │ 0.946 │ 0.946 │ 0.000 │ generalize │ +├───────┼──────────┼────────────┼────────┼────────────┤ +│ L2 │ 0.911 │ 0.911 │ -0.000 │ generalize │ +└───────┴──────────┴────────────┴────────┴────────────┘ + H26: Generalization gap — *->+ +┏━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━┓ +┃ Layer ┃ R²(seen) ┃ R²(unseen) ┃ Gap ┃ Verdict ┃ +┡━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━┩ +│ L0 │ 0.972 │ 0.971 │ 0.000 │ generalize │ +├───────┼──────────┼────────────┼────────┼────────────┤ +│ L1 │ 0.946 │ 0.946 │ 0.000 │ generalize │ +├───────┼──────────┼────────────┼────────┼────────────┤ +│ L2 │ 0.911 │ 0.911 │ -0.000 │ generalize │ +└───────┴──────────┴────────────┴────────┴────────────┘ + H26: Generalization gap — +->- +┏━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━┓ +┃ Layer ┃ R²(seen) ┃ R²(unseen) ┃ Gap ┃ Verdict ┃ +┡━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━┩ +│ L0 │ 0.986 │ 0.986 │ 0.000 │ generalize │ +├───────┼──────────┼────────────┼────────┼────────────┤ +│ L1 │ 0.973 │ 0.973 │ -0.000 │ generalize │ +├───────┼──────────┼────────────┼────────┼────────────┤ +│ L2 │ 0.957 │ 0.957 │ 0.000 │ generalize │ +└───────┴──────────┴────────────┴────────┴────────────┘ + H26: Generalization gap — +->* +┏━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━┓ +┃ Layer ┃ R²(seen) ┃ R²(unseen) ┃ Gap ┃ Verdict ┃ +┡━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━┩ +│ L0 │ 0.986 │ 0.986 │ 0.000 │ generalize │ +├───────┼──────────┼────────────┼────────┼────────────┤ +│ L1 │ 0.973 │ 0.973 │ -0.000 │ generalize │ +├───────┼──────────┼────────────┼────────┼────────────┤ +│ L2 │ 0.957 │ 0.957 │ 0.000 │ generalize │ +└───────┴──────────┴────────────┴────────┴────────────┘ + H27: Subtraction as a + (−b)? (eq_sign residuals) +┏━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━┓ +┃ Layer ┃ cos-sim(sub vs add) ┃ R²(sub within) ┃ R²(add → sub) ┃ Verdict ┃ +┡━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━┩ +│ L0 │ 0.887 │ 0.988 │ -4.380 │ distinct │ +├───────┼─────────────────────┼────────────────┼───────────────┼──────────┤ +│ L1 │ 0.730 │ 0.976 │ -13.817 │ distinct │ +├───────┼─────────────────────┼────────────────┼───────────────┼──────────┤ +│ L2 │ 0.474 │ 0.959 │ -11.397 │ distinct │ +└───────┴─────────────────────┴────────────────┴───────────────┴──────────┘ + +Generating plots... + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/algorithmic_structure/h25_multiplication_vs_addition.png + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/algorithmic_structure/h26_generalization_gap.png + + Saved: +results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-25 +6D-3L-4H-1024I/analysis/algorithmic_structure/metrics.json + +====================================================================== +Algorithmic structure analysis complete. + Output: +results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-25 +6D-3L-4H-1024I/analysis/algorithmic_structure +====================================================================== diff --git a/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/answer_construction/f20_answer_decodability_by_layer.png b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/answer_construction/f20_answer_decodability_by_layer.png new file mode 100644 index 0000000000000000000000000000000000000000..cb3e1d4cba9f1bcce52c2b8656be1f6f0e61cfdf --- /dev/null +++ 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a/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/answer_construction/out.txt b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/answer_construction/out.txt new file mode 100644 index 0000000000000000000000000000000000000000..52524d818ba2ce26e298a7cfb22ac63c4e845c43 --- /dev/null +++ b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/answer_construction/out.txt @@ -0,0 +1,185 @@ +====================================================================== +ANSWER CONSTRUCTION ANALYSIS (F19–F22) +====================================================================== + +Loading results... +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=minus]_[oop=mul]_[int=False].pt: 10000 results for -->* +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=minus]_[oop=plus]_[int=False].pt: 10000 results for -->+ +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=minus]_[int=False].pt: 10000 results for *->- +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=plus]_[int=False].pt: 10000 results for *->+ +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=plus]_[oop=minus]_[int=False].pt: 10000 results for +->- +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=plus]_[oop=mul]_[int=False].pt: 10000 results for +->* + -->*: 10000 prompts + -->+: 10000 prompts + *->-: 10000 prompts + *->+: 10000 prompts + +->-: 10000 prompts + +->*: 10000 prompts +Layers: [0, 1, 2] + +Collecting data... + Collecting answer data: 0%| | 0/6 [00:00* +┏━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓ +┃ Layer ┃ std/eq_sign ┃ std/answer ┃ over/eq_sign ┃ over/answer ┃ +┡━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩ +│ L0 │ 0.987 │ 0.814 │ 0.974 │ 0.431 │ +├───────┼─────────────┼────────────┼──────────────┼─────────────┤ +│ L1 │ 0.976 │ 0.995 │ 0.961 │ 0.986 │ +├───────┼─────────────┼────────────┼──────────────┼─────────────┤ +│ L2 │ 0.958 │ 0.993 │ 0.934 │ 0.970 │ +└───────┴─────────────┴────────────┴──────────────┴─────────────┘ + F19: Answer decodability R² — -->+ +┏━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓ +┃ Layer ┃ std/eq_sign ┃ std/answer ┃ over/eq_sign ┃ over/answer ┃ +┡━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩ +│ L0 │ 0.987 │ 0.814 │ 0.986 │ 0.836 │ +├───────┼─────────────┼────────────┼──────────────┼─────────────┤ +│ L1 │ 0.976 │ 0.995 │ 0.976 │ 0.988 │ +├───────┼─────────────┼────────────┼──────────────┼─────────────┤ +│ L2 │ 0.958 │ 0.993 │ 0.958 │ 0.983 │ +└───────┴─────────────┴────────────┴──────────────┴─────────────┘ + F19: Answer decodability R² — *->- +┏━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓ +┃ Layer ┃ std/eq_sign ┃ std/answer ┃ over/eq_sign ┃ over/answer ┃ +┡━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩ +│ L0 │ 0.972 │ 0.436 │ 0.983 │ 0.811 │ +├───────┼─────────────┼────────────┼──────────────┼─────────────┤ +│ L1 │ 0.946 │ 0.991 │ 0.968 │ 0.989 │ +├───────┼─────────────┼────────────┼──────────────┼─────────────┤ +│ L2 │ 0.911 │ 0.974 │ 0.952 │ 0.987 │ +└───────┴─────────────┴────────────┴──────────────┴─────────────┘ + F19: Answer decodability R² — *->+ +┏━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓ +┃ Layer ┃ std/eq_sign ┃ std/answer ┃ over/eq_sign ┃ over/answer ┃ +┡━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩ +│ L0 │ 0.972 │ 0.436 │ 0.986 │ 0.849 │ +├───────┼─────────────┼────────────┼──────────────┼─────────────┤ +│ L1 │ 0.946 │ 0.991 │ 0.968 │ 0.989 │ +├───────┼─────────────┼────────────┼──────────────┼─────────────┤ +│ L2 │ 0.911 │ 0.974 │ 0.945 │ 0.981 │ +└───────┴─────────────┴────────────┴──────────────┴─────────────┘ + F19: Answer decodability R² — +->- +┏━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓ +┃ Layer ┃ std/eq_sign ┃ std/answer ┃ over/eq_sign ┃ over/answer ┃ +┡━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩ +│ L0 │ 0.986 │ 0.854 │ 0.984 │ 0.812 │ +├───────┼─────────────┼────────────┼──────────────┼─────────────┤ +│ L1 │ 0.973 │ 0.995 │ 0.967 │ 0.993 │ +├───────┼─────────────┼────────────┼──────────────┼─────────────┤ +│ L2 │ 0.957 │ 0.989 │ 0.947 │ 0.990 │ +└───────┴─────────────┴────────────┴──────────────┴─────────────┘ + F19: Answer decodability R² — +->* +┏━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓ +┃ Layer ┃ std/eq_sign ┃ std/answer ┃ over/eq_sign ┃ over/answer ┃ +┡━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩ +│ L0 │ 0.986 │ 0.854 │ 0.971 │ 0.434 │ +├───────┼─────────────┼────────────┼──────────────┼─────────────┤ +│ L1 │ 0.973 │ 0.995 │ 0.954 │ 0.989 │ +├───────┼─────────────┼────────────┼──────────────┼─────────────┤ +│ L2 │ 0.957 │ 0.989 │ 0.921 │ 0.967 │ +└───────┴─────────────┴────────────┴──────────────┴─────────────┘ + F21: Digit decodability at eq_sign — -->* +┏━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┓ +┃ Layer ┃ std/units ┃ std/tens ┃ std/hund… ┃ over/uni… ┃ over/tens ┃ over/hun… ┃ +┡━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━┩ +│ L0 │ 0.126 │ 0.103 │ 0.595 │ 0.451 │ 0.143 │ 0.100 │ +├───────┼───────────┼──────────┼───────────┼───────────┼───────────┼───────────┤ +│ L1 │ 0.906 │ 0.107 │ 0.624 │ 1.000 │ 0.156 │ 0.100 │ +├───────┼───────────┼──────────┼───────────┼───────────┼───────────┼───────────┤ +│ L2 │ 1.000 │ 0.162 │ 0.594 │ 1.000 │ 0.151 │ 0.106 │ +└───────┴───────────┴──────────┴───────────┴───────────┴───────────┴───────────┘ + F21: Digit decodability at eq_sign — -->+ +┏━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┓ +┃ Layer ┃ std/units ┃ std/tens ┃ std/hund… ┃ over/uni… ┃ over/tens ┃ over/hun… ┃ +┡━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━┩ +│ L0 │ 0.126 │ 0.103 │ 0.595 │ 0.174 │ 0.103 │ 0.444 │ +├───────┼───────────┼──────────┼───────────┼───────────┼───────────┼───────────┤ +│ L1 │ 0.906 │ 0.107 │ 0.624 │ 1.000 │ 0.096 │ 0.295 │ +├───────┼───────────┼──────────┼───────────┼───────────┼───────────┼───────────┤ +│ L2 │ 1.000 │ 0.162 │ 0.594 │ 1.000 │ 0.110 │ 0.241 │ +└───────┴───────────┴──────────┴───────────┴───────────┴───────────┴───────────┘ + F21: Digit decodability at eq_sign — *->- +┏━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┓ +┃ Layer ┃ std/units ┃ std/tens ┃ std/hund… ┃ over/uni… ┃ over/tens ┃ over/hun… ┃ +┡━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━┩ +│ L0 │ 0.462 │ 0.147 │ 0.094 │ 0.134 │ 0.102 │ 0.562 │ +├───────┼───────────┼──────────┼───────────┼───────────┼───────────┼───────────┤ +│ L1 │ 1.000 │ 0.159 │ 0.098 │ 0.824 │ 0.105 │ 0.549 │ +├───────┼───────────┼──────────┼───────────┼───────────┼───────────┼───────────┤ +│ L2 │ 1.000 │ 0.156 │ 0.106 │ 0.999 │ 0.173 │ 0.551 │ +└───────┴───────────┴──────────┴───────────┴───────────┴───────────┴───────────┘ + F21: Digit decodability at eq_sign — *->+ +┏━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┓ +┃ Layer ┃ std/units ┃ std/tens ┃ std/hund… ┃ over/uni… ┃ over/tens ┃ over/hun… ┃ +┡━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━┩ +│ L0 │ 0.462 │ 0.147 │ 0.094 │ 0.237 │ 0.106 │ 0.449 │ +├───────┼───────────┼──────────┼───────────┼───────────┼───────────┼───────────┤ +│ L1 │ 1.000 │ 0.159 │ 0.098 │ 1.000 │ 0.109 │ 0.288 │ +├───────┼───────────┼──────────┼───────────┼───────────┼───────────┼───────────┤ +│ L2 │ 1.000 │ 0.156 │ 0.106 │ 1.000 │ 0.111 │ 0.226 │ +└───────┴───────────┴──────────┴───────────┴───────────┴───────────┴───────────┘ + F21: Digit decodability at eq_sign — +->- +┏━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┓ +┃ Layer ┃ std/units ┃ std/tens ┃ std/hund… ┃ over/uni… ┃ over/tens ┃ over/hun… ┃ +┡━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━┩ +│ L0 │ 0.207 │ 0.105 │ 0.450 │ 0.123 │ 0.105 │ 0.571 │ +├───────┼───────────┼──────────┼───────────┼───────────┼───────────┼───────────┤ +│ L1 │ 1.000 │ 0.105 │ 0.318 │ 0.865 │ 0.105 │ 0.572 │ +├───────┼───────────┼──────────┼───────────┼───────────┼───────────┼───────────┤ +│ L2 │ 1.000 │ 0.108 │ 0.251 │ 0.999 │ 0.171 │ 0.569 │ +└───────┴───────────┴──────────┴───────────┴───────────┴───────────┴───────────┘ + F21: Digit decodability at eq_sign — +->* +┏━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┓ +┃ Layer ┃ std/units ┃ std/tens ┃ std/hund… ┃ over/uni… ┃ over/tens ┃ over/hun… ┃ +┡━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━┩ +│ L0 │ 0.207 │ 0.105 │ 0.450 │ 0.462 │ 0.145 │ 0.097 │ +├───────┼───────────┼──────────┼───────────┼───────────┼───────────┼───────────┤ +│ L1 │ 1.000 │ 0.105 │ 0.318 │ 1.000 │ 0.157 │ 0.100 │ +├───────┼───────────┼──────────┼───────────┼───────────┼───────────┼───────────┤ +│ L2 │ 1.000 │ 0.108 │ 0.251 │ 1.000 │ 0.153 │ 0.106 │ +└───────┴───────────┴──────────┴───────────┴───────────┴───────────┴───────────┘ +F22: Carry precomputed? AUROC at eq_sign vs answer — +->- +┏━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓ +┃ Layer ┃ AUROC @ eq_sign ┃ AUROC @ answer ┃ Verdict ┃ +┡━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩ +│ L0 │ 0.916 │ 0.914 │ precomputed │ +├───────┼─────────────────┼────────────────┼─────────────┤ +│ L1 │ 1.000 │ 0.991 │ precomputed │ +├───────┼─────────────────┼────────────────┼─────────────┤ +│ L2 │ 1.000 │ 0.977 │ precomputed │ +└───────┴─────────────────┴────────────────┴─────────────┘ +F22: Carry precomputed? AUROC at eq_sign vs answer — +->* +┏━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓ +┃ Layer ┃ AUROC @ eq_sign ┃ AUROC @ answer ┃ Verdict ┃ +┡━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩ +│ L0 │ 0.916 │ 0.914 │ precomputed │ +├───────┼─────────────────┼────────────────┼─────────────┤ +│ L1 │ 1.000 │ 0.991 │ precomputed │ +├───────┼─────────────────┼────────────────┼─────────────┤ +│ L2 │ 1.000 │ 0.977 │ precomputed │ +└───────┴─────────────────┴────────────────┴─────────────┘ + +Generating plots... + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/answer_construction/f20_answer_decodability_by_layer.png + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/answer_construction/f21_digit_decodability.png + + Saved: +results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-25 +6D-3L-4H-1024I/analysis/answer_construction/metrics.json + +====================================================================== +Answer construction analysis complete. + Output: +results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-25 +6D-3L-4H-1024I/analysis/answer_construction +====================================================================== diff --git a/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/attention/e16a_head_activity_over.png b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/attention/e16a_head_activity_over.png new file mode 100644 index 0000000000000000000000000000000000000000..fe997bad3a06dd6d5060409760dc1bfd6707dd7d --- /dev/null +++ b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/attention/e16a_head_activity_over.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid 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+ +NOTE: Raw attention weight matrices are not stored in the current +inference pipeline. This script analyzes per-head OUTPUT vectors +(value-weighted outputs before o_proj), which reveals WHAT each head +computes but not WHICH tokens it attends to. +To get token-level attention patterns, inference.py would need to store +the full attention weight matrices during generation. + +Loading results... +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=minus]_[oop=mul]_[int=False].pt: 10000 results for -->* +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=minus]_[oop=plus]_[int=False].pt: 10000 results for -->+ +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=minus]_[int=False].pt: 10000 results for *->- +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=plus]_[int=False].pt: 10000 results for *->+ +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=plus]_[oop=minus]_[int=False].pt: 10000 results for +->- +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=plus]_[oop=mul]_[int=False].pt: 10000 results for +->* + -->*: 10000 prompts + -->+: 10000 prompts + *->-: 10000 prompts + *->+: 10000 prompts + +->-: 10000 prompts + +->*: 10000 prompts +Layers: [0, 1, 2] + +Running E16a (head activity)... + E16a: head activity: 0%| | 0/6 [00:00*": { + "0": { + "operand_a": { + "carry": null, + "tens_carry": null, + "borrow": 0.827429477225673, + "tens_borrow": 0.7547592044990648 + }, + "operand_b": { + "carry": null, + "tens_carry": null, + "borrow": 0.9412865553830227, + "tens_borrow": 0.8334189964494636 + }, + "operator": { + "carry": null, + "tens_carry": null, + "borrow": 0.5166921422101449, + "tens_borrow": 0.5249956456083904 + }, + "eq_sign": { + "carry": null, + "tens_carry": null, + "borrow": 0.8983014282479296, + "tens_borrow": 0.8523681640103037 + } + }, + "1": { + "operand_a": { + "carry": null, + "tens_carry": null, + "borrow": 0.8210484601449274, + "tens_borrow": 0.8230101582638636 + }, + "operand_b": { + "carry": null, + "tens_carry": null, + "borrow": 0.9989621748835404, + "tens_borrow": 0.9998015812792186 + }, + "operator": { + "carry": null, + "tens_carry": null, + "borrow": 0.7398579030797101, + "tens_borrow": 0.7785384951008515 + }, + "eq_sign": { + "carry": null, + "tens_carry": null, + "borrow": 1.0, + "tens_borrow": 0.8120885514504952 + } + }, + "2": { + "operand_a": { + "carry": null, + "tens_carry": null, + "borrow": 0.8204908288043479, + "tens_borrow": 0.8213036002858924 + }, + "operand_b": { + "carry": null, + "tens_carry": null, + "borrow": 0.9977316656961698, + "tens_borrow": 0.9997565764481088 + }, + "operator": { + "carry": null, + "tens_carry": null, + "borrow": 0.8102167038690476, + "tens_borrow": 0.8065047692253412 + }, + "eq_sign": { + "carry": null, + "tens_carry": null, + "borrow": 1.0, + "tens_borrow": 0.8859916342112599 + } + } + }, + "-->+": { + "0": { + "operand_a": { + "carry": null, + "tens_carry": null, + "borrow": 0.827429477225673, + "tens_borrow": 0.7547592044990648 + }, + "operand_b": { + "carry": null, + "tens_carry": null, + "borrow": 0.9412865553830227, + "tens_borrow": 0.8334189964494636 + }, + "operator": { + "carry": null, + "tens_carry": null, + "borrow": 0.5166921422101449, + "tens_borrow": 0.5249956456083904 + }, + "eq_sign": { + "carry": null, + "tens_carry": null, + "borrow": 0.8983014282479296, + "tens_borrow": 0.8523681640103037 + } + }, + "1": { + "operand_a": { + "carry": null, + "tens_carry": null, + "borrow": 0.8210484601449274, + "tens_borrow": 0.8230101582638636 + }, + "operand_b": { + "carry": null, + "tens_carry": null, + "borrow": 0.9989621748835404, + "tens_borrow": 0.9998015812792186 + }, + "operator": { + "carry": null, + "tens_carry": null, + "borrow": 0.7398579030797101, + "tens_borrow": 0.7785384951008515 + }, + "eq_sign": { + "carry": null, + "tens_carry": null, + "borrow": 1.0, + "tens_borrow": 0.8120885514504952 + } + }, + "2": { + "operand_a": { + "carry": null, + "tens_carry": null, + "borrow": 0.8204908288043479, + "tens_borrow": 0.8213036002858924 + }, + "operand_b": { + "carry": null, + "tens_carry": null, + "borrow": 0.9977316656961698, + "tens_borrow": 0.9997565764481088 + }, + "operator": { + "carry": null, + "tens_carry": null, + "borrow": 0.8102167038690476, + "tens_borrow": 0.8065047692253412 + }, + "eq_sign": { + "carry": null, + "tens_carry": null, + "borrow": 1.0, + "tens_borrow": 0.8859916342112599 + } + } + }, + "+->-": { + "0": { + "operand_a": { + "carry": 0.8322908038690533, + "tens_carry": 0.7921627294645652, + "borrow": null, + "tens_borrow": null + }, + "operand_b": { + "carry": 0.9650491147206214, + "tens_carry": 0.8791947127524147, + "borrow": null, + "tens_borrow": null + }, + "operator": { + "carry": 0.528547380988235, + "tens_carry": 0.5274691472223251, + "borrow": null, + "tens_borrow": null + }, + "eq_sign": { + "carry": 0.9164351591864393, + "tens_carry": 0.8730950578555206, + "borrow": null, + "tens_borrow": null + } + }, + "1": { + "operand_a": { + "carry": 0.8295378047043581, + "tens_carry": 0.8275010475094275, + "borrow": null, + "tens_borrow": null + }, + "operand_b": { + "carry": 0.9882242776875101, + "tens_carry": 0.9996549968949721, + "borrow": null, + "tens_borrow": null + }, + "operator": { + "carry": 0.68315379651856, + "tens_carry": 0.6652749874748871, + "borrow": null, + "tens_borrow": null + }, + "eq_sign": { + "carry": 1.0, + "tens_carry": 0.8315458839129553, + "borrow": null, + "tens_borrow": null + } + }, + "2": { + "operand_a": { + "carry": 0.8275301551371385, + "tens_carry": 0.8257682319140873, + "borrow": null, + "tens_borrow": null + }, + "operand_b": { + "carry": 0.9810381668182794, + "tens_carry": 0.9995965963693673, + "borrow": null, + "tens_borrow": null + }, + "operator": { + "carry": 0.758093411156837, + "tens_carry": 0.7670413033717304, + "borrow": null, + "tens_borrow": null + }, + "eq_sign": { + "carry": 1.0, + "tens_carry": 0.8330364973284758, + "borrow": null, + "tens_borrow": null + } + } + }, + "+->*": { + "0": { + "operand_a": { + "carry": 0.8322908038690533, + "tens_carry": 0.7921627294645652, + "borrow": null, + "tens_borrow": null + }, + "operand_b": { + "carry": 0.9650491147206214, + "tens_carry": 0.8791947127524147, + "borrow": null, + "tens_borrow": null + }, + "operator": { + "carry": 0.528547380988235, + "tens_carry": 0.5274691472223251, + "borrow": null, + "tens_borrow": null + }, + "eq_sign": { + "carry": 0.9164351591864393, + "tens_carry": 0.8730950578555206, + "borrow": null, + "tens_borrow": null + } + }, + "1": { + "operand_a": { + "carry": 0.8295378047043581, + "tens_carry": 0.8275010475094275, + "borrow": null, + "tens_borrow": null + }, + "operand_b": { + "carry": 0.9882242776875101, + "tens_carry": 0.9996549968949721, + "borrow": null, + "tens_borrow": null + }, + "operator": { + "carry": 0.68315379651856, + "tens_carry": 0.6652749874748871, + "borrow": null, + "tens_borrow": null + }, + "eq_sign": { + "carry": 1.0, + "tens_carry": 0.8315458839129553, + "borrow": null, + "tens_borrow": null + } + }, + "2": { + "operand_a": { + "carry": 0.8275301551371385, + "tens_carry": 0.8257682319140873, + "borrow": null, + "tens_borrow": null + }, + "operand_b": { + "carry": 0.9810381668182794, + "tens_carry": 0.9995965963693673, + "borrow": null, + "tens_borrow": null + }, + "operator": { + "carry": 0.758093411156837, + "tens_carry": 0.7670413033717304, + "borrow": null, + "tens_borrow": null + }, + "eq_sign": { + "carry": 1.0, + "tens_carry": 0.8330364973284758, + "borrow": null, + "tens_borrow": null + } + } + } + } +} \ No newline at end of file diff --git a/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/carry_borrow/out.txt b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/carry_borrow/out.txt new file mode 100644 index 0000000000000000000000000000000000000000..d8ec0ccd1d0062360ec1d58463a8badd8e47c7e8 --- /dev/null +++ b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/carry_borrow/out.txt @@ -0,0 +1,115 @@ +====================================================================== +CARRY AND BORROW ANALYSIS (C10–C12) +====================================================================== + +Loading results... +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=minus]_[oop=mul]_[int=False].pt: 10000 results for -->* +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=minus]_[oop=plus]_[int=False].pt: 10000 results for -->+ +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=minus]_[int=False].pt: 10000 results for *->- +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=plus]_[int=False].pt: 10000 results for *->+ +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=plus]_[oop=minus]_[int=False].pt: 10000 results for +->- +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=plus]_[oop=mul]_[int=False].pt: 10000 results for +->* + -->*: 10000 prompts + -->+: 10000 prompts + *->-: 10000 prompts + *->+: 10000 prompts + +->-: 10000 prompts + +->*: 10000 prompts +Layers: [0, 1, 2] + +Collecting carry/borrow data (addition and subtraction pairs only)... + Collecting carry/borrow data: 0%| | 0/6 [00:00* — units-borrow AUROC (per layer × + position) + + Layer operand_a operand_b operator eq_sign + ──────────────────────────────────────────────────── + L0 0.827 0.941 0.517 0.898 + L1 0.821 0.999 0.740 1.000 + L2 0.820 0.998 0.810 1.000 + + C10/C11: -->* — tens-borrow AUROC (per layer × + position) + + Layer operand_a operand_b operator eq_sign + ──────────────────────────────────────────────────── + L0 0.755 0.833 0.525 0.852 + L1 0.823 1.000 0.779 0.812 + L2 0.821 1.000 0.807 0.886 + + C10/C11: -->+ — units-borrow AUROC (per layer × + position) + + Layer operand_a operand_b operator eq_sign + ──────────────────────────────────────────────────── + L0 0.827 0.941 0.517 0.898 + L1 0.821 0.999 0.740 1.000 + L2 0.820 0.998 0.810 1.000 + + C10/C11: -->+ — tens-borrow AUROC (per layer × + position) + + Layer operand_a operand_b operator eq_sign + ──────────────────────────────────────────────────── + L0 0.755 0.833 0.525 0.852 + L1 0.823 1.000 0.779 0.812 + L2 0.821 1.000 0.807 0.886 + + C10/C11: +->- — units-carry AUROC (per layer × + position) + + Layer operand_a operand_b operator eq_sign + ──────────────────────────────────────────────────── + L0 0.832 0.965 0.529 0.916 + L1 0.830 0.988 0.683 1.000 + L2 0.828 0.981 0.758 1.000 + + C10/C11: +->- — tens-carry AUROC (per layer × + position) + + Layer operand_a operand_b operator eq_sign + ──────────────────────────────────────────────────── + L0 0.792 0.879 0.527 0.873 + L1 0.828 1.000 0.665 0.832 + L2 0.826 1.000 0.767 0.833 + + C10/C11: +->* — units-carry AUROC (per layer × + position) + + Layer operand_a operand_b operator eq_sign + ──────────────────────────────────────────────────── + L0 0.832 0.965 0.529 0.916 + L1 0.830 0.988 0.683 1.000 + L2 0.828 0.981 0.758 1.000 + + C10/C11: +->* — tens-carry AUROC (per layer × + position) + + Layer operand_a operand_b operator eq_sign + ──────────────────────────────────────────────────── + L0 0.792 0.879 0.527 0.873 + L1 0.828 1.000 0.665 0.832 + L2 0.826 1.000 0.767 0.833 + + C12: Carry vs borrow across layers (at + eq_sign) + + Layer Carry (mean) Borrow (mean) + ────────────────────────────────────── + L0 0.916 0.898 + L1 1.000 1.000 + L2 1.000 1.000 + + +Generating plots... + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/carry_borrow/c12_carry_borrow_by_layer.png + + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/carry_borrow/metrics.json + +====================================================================== +Carry and borrow analysis complete. + Output: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/carry_borrow +====================================================================== diff --git a/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/information_flow/i28_answer_refinement_by_layer.png b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/information_flow/i28_answer_refinement_by_layer.png new file mode 100644 index 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"dropoff_layer_b": null + }, + "over": { + "r2_opA": [ + 0.9620286464691162, + 0.9908779859542847, + 0.9881554365158081 + ], + "r2_opB": [ + 0.9643120288848877, + 0.8631541728973389, + 0.8045183897018433 + ], + "dropoff_layer_a": null, + "dropoff_layer_b": null + } + } + } +} \ No newline at end of file diff --git a/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/information_flow/out.txt b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/information_flow/out.txt new file mode 100644 index 0000000000000000000000000000000000000000..56d8650cfcdf2e0d64d050bbf17e2be1dd67384b --- /dev/null +++ b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/information_flow/out.txt @@ -0,0 +1,339 @@ +====================================================================== +CROSS-LAYER INFORMATION FLOW ANALYSIS (I28–I29) +====================================================================== + +Loading results... +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=minus]_[oop=mul]_[int=False].pt: 10000 results for -->* +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=minus]_[oop=plus]_[int=False].pt: 10000 results for -->+ +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=minus]_[int=False].pt: 10000 results for *->- +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=plus]_[int=False].pt: 10000 results for *->+ +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=plus]_[oop=minus]_[int=False].pt: 10000 results for +->- +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=plus]_[oop=mul]_[int=False].pt: 10000 results for +->* + -->*: 10000 prompts + -->+: 10000 prompts + *->-: 10000 prompts + *->+: 10000 prompts + +->-: 10000 prompts + +->*: 10000 prompts +Layers: [0, 1, 2] + +Running I28 (answer refinement)... + I28: answer refinement: 0%| | 0/6 [00:00* / std +┏━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━┓ +┃ Layer ┃ R²(residual) ┃ R²(MLP) ┃ ΔR² ┃ +┡━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━┩ +│ L0 │ 0.987 │ 0.994 │ nan │ +├───────┼──────────────┼─────────┼────────┤ +│ L1 │ 0.976 │ 0.987 │ -0.012 │ +├───────┼──────────────┼─────────┼────────┤ +│ L2 │ 0.958 │ 0.964 │ -0.018 │ +└───────┴──────────────┴─────────┴────────┘ + → Dominant layer: L1 + + I28: Answer refinement — -->* / over +┏━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━┓ +┃ Layer ┃ R²(residual) ┃ R²(MLP) ┃ ΔR² ┃ +┡━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━┩ +│ L0 │ 0.974 │ 0.991 │ nan │ +├───────┼──────────────┼─────────┼────────┤ +│ L1 │ 0.961 │ 0.988 │ -0.013 │ +├───────┼──────────────┼─────────┼────────┤ +│ L2 │ 0.934 │ 0.934 │ -0.028 │ +└───────┴──────────────┴─────────┴────────┘ + → Dominant layer: L1 + + I28: Answer refinement — -->+ / std +┏━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━┓ +┃ Layer ┃ R²(residual) ┃ R²(MLP) ┃ ΔR² ┃ +┡━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━┩ +│ L0 │ 0.987 │ 0.994 │ nan │ +├───────┼──────────────┼─────────┼────────┤ +│ L1 │ 0.976 │ 0.987 │ -0.012 │ +├───────┼──────────────┼─────────┼────────┤ +│ L2 │ 0.958 │ 0.964 │ -0.018 │ +└───────┴──────────────┴─────────┴────────┘ + → Dominant layer: L1 + + I28: Answer refinement — -->+ / over +┏━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━┓ +┃ Layer ┃ R²(residual) ┃ R²(MLP) ┃ ΔR² ┃ +┡━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━┩ +│ L0 │ 0.986 │ 0.994 │ nan │ +├───────┼──────────────┼─────────┼────────┤ +│ L1 │ 0.976 │ 0.982 │ -0.010 │ +├───────┼──────────────┼─────────┼────────┤ +│ L2 │ 0.958 │ 0.958 │ -0.018 │ +└───────┴──────────────┴─────────┴────────┘ + → Dominant layer: L1 + + I28: Answer refinement — *->- / std +┏━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━┓ +┃ Layer ┃ R²(residual) ┃ R²(MLP) ┃ ΔR² ┃ +┡━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━┩ +│ L0 │ 0.972 │ 0.991 │ nan │ +├───────┼──────────────┼─────────┼────────┤ +│ L1 │ 0.946 │ 0.987 │ -0.025 │ +├───────┼──────────────┼─────────┼────────┤ +│ L2 │ 0.911 │ 0.923 │ -0.035 │ +└───────┴──────────────┴─────────┴────────┘ + → Dominant layer: L1 + + I28: Answer refinement — *->- / over +┏━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━┓ +┃ Layer ┃ R²(residual) ┃ R²(MLP) ┃ ΔR² ┃ +┡━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━┩ +│ L0 │ 0.983 │ 0.992 │ nan │ +├───────┼──────────────┼─────────┼────────┤ +│ L1 │ 0.968 │ 0.979 │ -0.015 │ +├───────┼──────────────┼─────────┼────────┤ +│ L2 │ 0.952 │ 0.951 │ -0.017 │ +└───────┴──────────────┴─────────┴────────┘ + → Dominant layer: L1 + + I28: Answer refinement — *->+ / std +┏━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━┓ +┃ Layer ┃ R²(residual) ┃ R²(MLP) ┃ ΔR² ┃ +┡━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━┩ +│ L0 │ 0.972 │ 0.991 │ nan │ +├───────┼──────────────┼─────────┼────────┤ +│ L1 │ 0.946 │ 0.987 │ -0.025 │ +├───────┼──────────────┼─────────┼────────┤ +│ L2 │ 0.911 │ 0.923 │ -0.035 │ +└───────┴──────────────┴─────────┴────────┘ + → Dominant layer: L1 + + I28: Answer refinement — *->+ / over +┏━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━┓ +┃ Layer ┃ R²(residual) ┃ R²(MLP) ┃ ΔR² ┃ +┡━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━┩ +│ L0 │ 0.986 │ 0.994 │ nan │ +├───────┼──────────────┼─────────┼────────┤ +│ L1 │ 0.968 │ 0.973 │ -0.018 │ +├───────┼──────────────┼─────────┼────────┤ +│ L2 │ 0.945 │ 0.944 │ -0.023 │ +└───────┴──────────────┴─────────┴────────┘ + → Dominant layer: L1 + + I28: Answer refinement — +->- / std +┏━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━┓ +┃ Layer ┃ R²(residual) ┃ R²(MLP) ┃ ΔR² ┃ +┡━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━┩ +│ L0 │ 0.986 │ 0.994 │ nan │ +├───────┼──────────────┼─────────┼────────┤ +│ L1 │ 0.973 │ 0.981 │ -0.014 │ +├───────┼──────────────┼─────────┼────────┤ +│ L2 │ 0.957 │ 0.962 │ -0.015 │ +└───────┴──────────────┴─────────┴────────┘ + → Dominant layer: L1 + + I28: Answer refinement — +->- / over +┏━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━┓ +┃ Layer ┃ R²(residual) ┃ R²(MLP) ┃ ΔR² ┃ +┡━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━┩ +│ L0 │ 0.984 │ 0.993 │ nan │ +├───────┼──────────────┼─────────┼────────┤ +│ L1 │ 0.967 │ 0.980 │ -0.017 │ +├───────┼──────────────┼─────────┼────────┤ +│ L2 │ 0.947 │ 0.952 │ -0.020 │ +└───────┴──────────────┴─────────┴────────┘ + → Dominant layer: L1 + + I28: Answer refinement — +->* / std +┏━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━┓ +┃ Layer ┃ R²(residual) ┃ R²(MLP) ┃ ΔR² ┃ +┡━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━┩ +│ L0 │ 0.986 │ 0.994 │ nan │ +├───────┼──────────────┼─────────┼────────┤ +│ L1 │ 0.973 │ 0.981 │ -0.014 │ +├───────┼──────────────┼─────────┼────────┤ +│ L2 │ 0.957 │ 0.962 │ -0.015 │ +└───────┴──────────────┴─────────┴────────┘ + → Dominant layer: L1 + + I28: Answer refinement — +->* / over +┏━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━┓ +┃ Layer ┃ R²(residual) ┃ R²(MLP) ┃ ΔR² ┃ +┡━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━┩ +│ L0 │ 0.971 │ 0.991 │ nan │ +├───────┼──────────────┼─────────┼────────┤ +│ L1 │ 0.954 │ 0.987 │ -0.017 │ +├───────┼──────────────┼─────────┼────────┤ +│ L2 │ 0.921 │ 0.927 │ -0.032 │ +└───────┴──────────────┴─────────┴────────┘ + → Dominant layer: L1 + + I29: Operand compression — + -->* / std +┏━━━━━━━┳━━━━━━━━━┳━━━━━━━━━┓ +┃ Layer ┃ R²(opA) ┃ R²(opB) ┃ +┡━━━━━━━╇━━━━━━━━━╇━━━━━━━━━┩ +│ L0 │ 0.952 │ 0.962 │ +├───────┼─────────┼─────────┤ +│ L1 │ 0.985 │ 0.933 │ +├───────┼─────────┼─────────┤ +│ L2 │ 0.982 │ 0.918 │ +└───────┴─────────┴─────────┘ + → opA dropoff: Lnever opB dropoff: Lnever + + I29: Operand compression — + -->* / over +┏━━━━━━━┳━━━━━━━━━┳━━━━━━━━━┓ +┃ Layer ┃ R²(opA) ┃ R²(opB) ┃ +┡━━━━━━━╇━━━━━━━━━╇━━━━━━━━━┩ +│ L0 │ 0.961 │ 0.962 │ +├───────┼─────────┼─────────┤ +│ L1 │ 0.991 │ 0.839 │ +├───────┼─────────┼─────────┤ +│ L2 │ 0.988 │ 0.768 │ +└───────┴─────────┴─────────┘ + → opA dropoff: Lnever opB dropoff: Lnever + + I29: Operand compression — + -->+ / std +┏━━━━━━━┳━━━━━━━━━┳━━━━━━━━━┓ +┃ Layer ┃ R²(opA) ┃ R²(opB) ┃ +┡━━━━━━━╇━━━━━━━━━╇━━━━━━━━━┩ +│ L0 │ 0.952 │ 0.962 │ +├───────┼─────────┼─────────┤ +│ L1 │ 0.985 │ 0.933 │ +├───────┼─────────┼─────────┤ +│ L2 │ 0.982 │ 0.918 │ +└───────┴─────────┴─────────┘ + → opA dropoff: Lnever opB dropoff: Lnever + + I29: Operand compression — + -->+ / over +┏━━━━━━━┳━━━━━━━━━┳━━━━━━━━━┓ +┃ Layer ┃ R²(opA) ┃ R²(opB) ┃ +┡━━━━━━━╇━━━━━━━━━╇━━━━━━━━━┩ +│ L0 │ 0.959 │ 0.965 │ +├───────┼─────────┼─────────┤ +│ L1 │ 0.986 │ 0.883 │ +├───────┼─────────┼─────────┤ +│ L2 │ 0.981 │ 0.854 │ +└───────┴─────────┴─────────┘ + → opA dropoff: Lnever opB dropoff: Lnever + + I29: Operand compression — + *->- / std +┏━━━━━━━┳━━━━━━━━━┳━━━━━━━━━┓ +┃ Layer ┃ R²(opA) ┃ R²(opB) ┃ +┡━━━━━━━╇━━━━━━━━━╇━━━━━━━━━┩ +│ L0 │ 0.965 │ 0.964 │ +├───────┼─────────┼─────────┤ +│ L1 │ 0.994 │ 0.847 │ +├───────┼─────────┼─────────┤ +│ L2 │ 0.992 │ 0.796 │ +└───────┴─────────┴─────────┘ + → opA dropoff: Lnever opB dropoff: Lnever + + I29: Operand compression — + *->- / over +┏━━━━━━━┳━━━━━━━━━┳━━━━━━━━━┓ +┃ Layer ┃ R²(opA) ┃ R²(opB) ┃ +┡━━━━━━━╇━━━━━━━━━╇━━━━━━━━━┩ +│ L0 │ 0.954 │ 0.960 │ +├───────┼─────────┼─────────┤ +│ L1 │ 0.982 │ 0.910 │ +├───────┼─────────┼─────────┤ +│ L2 │ 0.983 │ 0.908 │ +└───────┴─────────┴─────────┘ + → opA dropoff: Lnever opB dropoff: Lnever + + I29: Operand compression — + *->+ / std +┏━━━━━━━┳━━━━━━━━━┳━━━━━━━━━┓ +┃ Layer ┃ R²(opA) ┃ R²(opB) ┃ +┡━━━━━━━╇━━━━━━━━━╇━━━━━━━━━┩ +│ L0 │ 0.965 │ 0.964 │ +├───────┼─────────┼─────────┤ +│ L1 │ 0.994 │ 0.847 │ +├───────┼─────────┼─────────┤ +│ L2 │ 0.992 │ 0.796 │ +└───────┴─────────┴─────────┘ + → opA dropoff: Lnever opB dropoff: Lnever + + I29: Operand compression — + *->+ / over +┏━━━━━━━┳━━━━━━━━━┳━━━━━━━━━┓ +┃ Layer ┃ R²(opA) ┃ R²(opB) ┃ +┡━━━━━━━╇━━━━━━━━━╇━━━━━━━━━┩ +│ L0 │ 0.970 │ 0.968 │ +├───────┼─────────┼─────────┤ +│ L1 │ 0.995 │ 0.885 │ +├───────┼─────────┼─────────┤ +│ L2 │ 0.994 │ 0.859 │ +└───────┴─────────┴─────────┘ + → opA dropoff: Lnever opB dropoff: Lnever + + I29: Operand compression — + +->- / std +┏━━━━━━━┳━━━━━━━━━┳━━━━━━━━━┓ +┃ Layer ┃ R²(opA) ┃ R²(opB) ┃ +┡━━━━━━━╇━━━━━━━━━╇━━━━━━━━━┩ +│ L0 │ 0.969 │ 0.968 │ +├───────┼─────────┼─────────┤ +│ L1 │ 0.993 │ 0.911 │ +├───────┼─────────┼─────────┤ +│ L2 │ 0.990 │ 0.884 │ +└───────┴─────────┴─────────┘ + → opA dropoff: Lnever opB dropoff: Lnever + + I29: Operand compression — + +->- / over +┏━━━━━━━┳━━━━━━━━━┳━━━━━━━━━┓ +┃ Layer ┃ R²(opA) ┃ R²(opB) ┃ +┡━━━━━━━╇━━━━━━━━━╇━━━━━━━━━┩ +│ L0 │ 0.952 │ 0.960 │ +├───────┼─────────┼─────────┤ +│ L1 │ 0.978 │ 0.919 │ +├───────┼─────────┼─────────┤ +│ L2 │ 0.976 │ 0.911 │ +└───────┴─────────┴─────────┘ + → opA dropoff: Lnever opB dropoff: Lnever + + I29: Operand compression — + +->* / std +┏━━━━━━━┳━━━━━━━━━┳━━━━━━━━━┓ +┃ Layer ┃ R²(opA) ┃ R²(opB) ┃ +┡━━━━━━━╇━━━━━━━━━╇━━━━━━━━━┩ +│ L0 │ 0.969 │ 0.968 │ +├───────┼─────────┼─────────┤ +│ L1 │ 0.993 │ 0.911 │ +├───────┼─────────┼─────────┤ +│ L2 │ 0.990 │ 0.884 │ +└───────┴─────────┴─────────┘ + → opA dropoff: Lnever opB dropoff: Lnever + + I29: Operand compression — + +->* / over +┏━━━━━━━┳━━━━━━━━━┳━━━━━━━━━┓ +┃ Layer ┃ R²(opA) ┃ R²(opB) ┃ +┡━━━━━━━╇━━━━━━━━━╇━━━━━━━━━┩ +│ L0 │ 0.962 │ 0.964 │ +├───────┼─────────┼─────────┤ +│ L1 │ 0.991 │ 0.863 │ +├───────┼─────────┼─────────┤ +│ L2 │ 0.988 │ 0.805 │ +└───────┴─────────┴─────────┘ + → opA dropoff: Lnever opB dropoff: Lnever + + +Generating plots... + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/information_flow/i28_answer_refinement_by_layer.png + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/information_flow/i29_operand_compression.png + + Saved: +results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-25 +6D-3L-4H-1024I/analysis/information_flow/metrics.json + +====================================================================== +Information flow analysis complete. + Output: +results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-25 +6D-3L-4H-1024I/analysis/information_flow +====================================================================== diff --git a/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/lasso/*->+.json b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/lasso/*->+.json new file mode 100644 index 0000000000000000000000000000000000000000..11beca122d9c38373bdb08b7e1ca22ab87a78e0e --- /dev/null +++ b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/lasso/*->+.json @@ -0,0 +1,13665 @@ +{ + "pair": "*->+", + "num_mlp_neurons": 1024, + "num_heads": 4, + "layers": { + "0": { + "lasso": { + "std": [ + 15, + 20, + 26, + 27, + 43, + 49, + 53, + 60, + 71, + 86, + 95, + 127, + 128, + 136, + 172, + 175, + 193, + 204, + 214, + 219, + 233, + 245, + 256, + 258, + 264, + 272, + 282, + 295, + 303, + 305, + 326, + 359, + 367, + 402, + 408, + 420, + 423, + 464, + 466, + 474, + 482, + 493, + 537, + 541, + 542, + 543, + 556, + 575, + 577, + 595, + 623, + 650, + 654, + 667, + 669, + 694, + 695, + 701, + 706, + 721, + 723, + 725, + 736, + 738, + 748, + 754, + 756, + 763, + 771, + 806, + 809, + 812, + 823, + 825, + 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"r2_answer": 0.9535387873649597, + "interaction_score": -0.03491002321243286 + }, + "answer": { + "r2_a": 0.988913381099701, + "r2_b": 0.9868703603744506, + "r2_answer": 0.9890042543411255, + "interaction_score": 9.087324142453834e-05 + } + } + }, + "2": { + "std": { + "operand_a": { + "r2_a": 0.9900623559951782, + "r2_b": -0.03214771747589111, + "r2_answer": 0.46977814435958865, + "interaction_score": -0.5202842116355896 + }, + "operand_b": { + "r2_a": 0.4423206925392151, + "r2_b": 0.8837842583656311, + "r2_answer": 0.665373682975769, + "interaction_score": -0.21841057538986208 + }, + "operator": { + "r2_a": 0.7557604432106018, + "r2_b": -0.02981677055358887, + "r2_answer": 0.3559972167015076, + "interaction_score": -0.3997632265090942 + }, + "eq_sign": { + "r2_a": 0.9853893756866455, + "r2_b": 0.9285033941268921, + "r2_answer": 0.9572763800621032, + "interaction_score": -0.02811299562454228 + }, + "answer": { + "r2_a": 0.9865422487258911, + "r2_b": 0.9880596756935119, + "r2_answer": 0.9893851041793823, + "interaction_score": 0.0013254284858703613 + } + }, + "over": { + "operand_a": { + "r2_a": 0.9881554365158081, + "r2_b": -0.031536436080932616, + "r2_answer": 0.3962565302848816, + "interaction_score": -0.5918989062309264 + }, + "operand_b": { + "r2_a": 0.3867072105407715, + "r2_b": 0.8045183897018433, + "r2_answer": 0.5642602324485779, + "interaction_score": -0.24025815725326538 + }, + "operator": { + "r2_a": 0.7901333928108215, + "r2_b": -0.030418658256530763, + "r2_answer": 0.30987560749053955, + "interaction_score": -0.48025778532028196 + }, + "eq_sign": { + "r2_a": 0.9699249267578125, + "r2_b": 0.9835229873657226, + "r2_answer": 0.9214514017105102, + "interaction_score": -0.062071585655212425 + }, + "answer": { + "r2_a": 0.9473727464675903, + "r2_b": 0.9558856725692749, + "r2_answer": 0.9668558001518249, + "interaction_score": 0.010970127582550004 + } + } + } + } + }, + "g24_interaction_summary": { + "-->*": { + "first_interaction_layer": null, + "peak_interaction_score": -0.010607826709747248, + "semantic_op": "subtraction" + }, + "-->+": { + "first_interaction_layer": null, + "peak_interaction_score": -0.010607826709747248, + "semantic_op": "subtraction" + }, + "*->-": { + "first_interaction_layer": null, + "peak_interaction_score": -0.026005375385284468, + "semantic_op": "multiplication" + }, + "*->+": { + "first_interaction_layer": null, + "peak_interaction_score": -0.026005375385284468, + "semantic_op": "multiplication" + }, + "+->-": { + "first_interaction_layer": null, + "peak_interaction_score": -0.011352717876434326, + "semantic_op": "addition" + }, + "+->*": { + "first_interaction_layer": null, + "peak_interaction_score": -0.011352717876434326, + "semantic_op": "addition" + } + } +} \ No newline at end of file diff --git a/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/operand_interaction/out.txt b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/operand_interaction/out.txt new file mode 100644 index 0000000000000000000000000000000000000000..739169ab6d63334d425bcccaca558cb7d55d661c --- /dev/null +++ b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/operand_interaction/out.txt @@ -0,0 +1,117 @@ +====================================================================== +OPERAND INTERACTION ANALYSIS (G23–G24) +====================================================================== + +Loading results... +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=minus]_[oop=mul]_[int=False].pt: 10000 results for -->* +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=minus]_[oop=plus]_[int=False].pt: 10000 results for -->+ +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=minus]_[int=False].pt: 10000 results for *->- +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=plus]_[int=False].pt: 10000 results for *->+ +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=plus]_[oop=minus]_[int=False].pt: 10000 results for +->- +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=plus]_[oop=mul]_[int=False].pt: 10000 results for +->* + -->*: 10000 prompts + -->+: 10000 prompts + *->-: 10000 prompts + *->+: 10000 prompts + +->-: 10000 prompts + +->*: 10000 prompts +Layers: [0, 1, 2] + +Collecting data... + Collecting interaction data: 0%| | 0/6 [00:00* +┏━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━┳━━━━━━━━┓ +┃ Layer ┃ std/R… ┃ std/R… ┃ std/R… ┃ std/i… ┃ over/… ┃ over/… ┃ over… ┃ over/… ┃ +┡━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━╇━━━━━━━━┩ +│ L0 │ 0.998 │ 0.977 │ 0.987 │ -0.011 │ 0.998 │ 0.976 │ 0.974 │ -0.024 │ +├───────┼────────┼────────┼────────┼────────┼────────┼────────┼───────┼────────┤ +│ L1 │ 0.992 │ 0.963 │ 0.976 │ -0.016 │ 0.986 │ 0.989 │ 0.961 │ -0.028 │ +├───────┼────────┼────────┼────────┼────────┼────────┼────────┼───────┼────────┤ +│ L2 │ 0.981 │ 0.932 │ 0.958 │ -0.023 │ 0.970 │ 0.984 │ 0.934 │ -0.050 │ +└───────┴────────┴────────┴────────┴────────┴────────┴────────┴───────┴────────┘ + G23: Interaction profile at eq_sign — -->+ +┏━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━┳━━━━━━━━┓ +┃ Layer ┃ std/R… ┃ std/R… ┃ std/R… ┃ std/i… ┃ over/… ┃ over/… ┃ over… ┃ over/… ┃ +┡━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━╇━━━━━━━━┩ +│ L0 │ 0.998 │ 0.977 │ 0.987 │ -0.011 │ 0.998 │ 0.974 │ 0.986 │ -0.012 │ +├───────┼────────┼────────┼────────┼────────┼────────┼────────┼───────┼────────┤ +│ L1 │ 0.992 │ 0.963 │ 0.976 │ -0.016 │ 0.991 │ 0.958 │ 0.976 │ -0.016 │ +├───────┼────────┼────────┼────────┼────────┼────────┼────────┼───────┼────────┤ +│ L2 │ 0.981 │ 0.932 │ 0.958 │ -0.023 │ 0.984 │ 0.934 │ 0.958 │ -0.026 │ +└───────┴────────┴────────┴────────┴────────┴────────┴────────┴───────┴────────┘ + G23: Interaction profile at eq_sign — *->- +┏━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━┳━━━━━━━━┓ +┃ Layer ┃ std/R… ┃ std/R… ┃ std/R… ┃ std/i… ┃ over/… ┃ over/… ┃ over… ┃ over/… ┃ +┡━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━╇━━━━━━━━┩ +│ L0 │ 0.998 │ 0.975 │ 0.972 │ -0.026 │ 0.997 │ 0.969 │ 0.983 │ -0.014 │ +├───────┼────────┼────────┼────────┼────────┼────────┼────────┼───────┼────────┤ +│ L1 │ 0.984 │ 0.989 │ 0.946 │ -0.043 │ 0.987 │ 0.955 │ 0.968 │ -0.019 │ +├───────┼────────┼────────┼────────┼────────┼────────┼────────┼───────┼────────┤ +│ L2 │ 0.969 │ 0.985 │ 0.911 │ -0.073 │ 0.973 │ 0.931 │ 0.952 │ -0.021 │ +└───────┴────────┴────────┴────────┴────────┴────────┴────────┴───────┴────────┘ + G23: Interaction profile at eq_sign — *->+ +┏━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━┳━━━━━━━━┓ +┃ Layer ┃ std/R… ┃ std/R… ┃ std/R… ┃ std/i… ┃ over/… ┃ over/… ┃ over… ┃ over/… ┃ +┡━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━╇━━━━━━━━┩ +│ L0 │ 0.998 │ 0.975 │ 0.972 │ -0.026 │ 0.998 │ 0.975 │ 0.986 │ -0.012 │ +├───────┼────────┼────────┼────────┼────────┼────────┼────────┼───────┼────────┤ +│ L1 │ 0.984 │ 0.989 │ 0.946 │ -0.043 │ 0.989 │ 0.942 │ 0.968 │ -0.021 │ +├───────┼────────┼────────┼────────┼────────┼────────┼────────┼───────┼────────┤ +│ L2 │ 0.969 │ 0.985 │ 0.911 │ -0.073 │ 0.981 │ 0.907 │ 0.945 │ -0.035 │ +└───────┴────────┴────────┴────────┴────────┴────────┴────────┴───────┴────────┘ + G23: Interaction profile at eq_sign — +->- +┏━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━┳━━━━━━━━┓ +┃ Layer ┃ std/R… ┃ std/R… ┃ std/R… ┃ std/i… ┃ over/… ┃ over/… ┃ over… ┃ over/… ┃ +┡━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━╇━━━━━━━━┩ +│ L0 │ 0.998 │ 0.976 │ 0.986 │ -0.011 │ 0.997 │ 0.971 │ 0.984 │ -0.013 │ +├───────┼────────┼────────┼────────┼────────┼────────┼────────┼───────┼────────┤ +│ L1 │ 0.992 │ 0.952 │ 0.973 │ -0.019 │ 0.990 │ 0.952 │ 0.967 │ -0.023 │ +├───────┼────────┼────────┼────────┼────────┼────────┼────────┼───────┼────────┤ +│ L2 │ 0.985 │ 0.929 │ 0.957 │ -0.028 │ 0.977 │ 0.919 │ 0.947 │ -0.031 │ +└───────┴────────┴────────┴────────┴────────┴────────┴────────┴───────┴────────┘ + G23: Interaction profile at eq_sign — +->* +┏━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━┳━━━━━━━━┓ +┃ Layer ┃ std/R… ┃ std/R… ┃ std/R… ┃ std/i… ┃ over/… ┃ over/… ┃ over… ┃ over/… ┃ +┡━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━╇━━━━━━━━┩ +│ L0 │ 0.998 │ 0.976 │ 0.986 │ -0.011 │ 0.998 │ 0.974 │ 0.971 │ -0.027 │ +├───────┼────────┼────────┼────────┼────────┼────────┼────────┼───────┼────────┤ +│ L1 │ 0.992 │ 0.952 │ 0.973 │ -0.019 │ 0.986 │ 0.988 │ 0.954 │ -0.035 │ +├───────┼────────┼────────┼────────┼────────┼────────┼────────┼───────┼────────┤ +│ L2 │ 0.985 │ 0.929 │ 0.957 │ -0.028 │ 0.970 │ 0.984 │ 0.921 │ -0.062 │ +└───────┴────────┴────────┴────────┴────────┴────────┴────────┴───────┴────────┘ + G24: Operand interaction summary across operations +┏━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓ +┃ Pair ┃ Semantic op ┃ First interaction layer ┃ Peak interaction score ┃ +┡━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩ +│ -->* │ subtraction │ never │ -0.011 │ +├──────┼────────────────┼─────────────────────────┼────────────────────────┤ +│ -->+ │ subtraction │ never │ -0.011 │ +├──────┼────────────────┼─────────────────────────┼────────────────────────┤ +│ *->- │ multiplication │ never │ -0.026 │ +├──────┼────────────────┼─────────────────────────┼────────────────────────┤ +│ *->+ │ multiplication │ never │ -0.026 │ +├──────┼────────────────┼─────────────────────────┼────────────────────────┤ +│ +->- │ addition │ never │ -0.011 │ +├──────┼────────────────┼─────────────────────────┼────────────────────────┤ +│ +->* │ addition │ never │ -0.011 │ +└──────┴────────────────┴─────────────────────────┴────────────────────────┘ + +Generating plots... + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/operand_interaction/g23_interaction_profile.png + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/operand_interaction/g24_interaction_comparison.png + + Saved: +results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-25 +6D-3L-4H-1024I/analysis/operand_interaction/metrics.json + +====================================================================== +Operand interaction analysis complete. + Output: +results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-25 +6D-3L-4H-1024I/analysis/operand_interaction +====================================================================== diff --git 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b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/operand_representations/a4_digit_decodability.png new file mode 100644 index 0000000000000000000000000000000000000000..538ba090b41b457bdbef118bec0db74b19d12d84 --- /dev/null +++ b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/operand_representations/a4_digit_decodability.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:871b8125865748777fd7f938d270a193096b605cfbd5dc25e8fa0c109ea2bc74 +size 41932 diff --git a/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/operand_representations/metrics.json b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/operand_representations/metrics.json new file mode 100644 index 0000000000000000000000000000000000000000..5b850a7bc8a8a0ad481483adc23ce37b384c87de --- /dev/null +++ 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"auroc_zero": null, + "auroc_identity": 1.0 + }, + "operand_b": { + "auroc_zero": 1.0, + "auroc_identity": 1.0 + } + }, + "over": { + "operand_a": { + "auroc_zero": null, + "auroc_identity": null + }, + "operand_b": { + "auroc_zero": 1.0, + "auroc_identity": 1.0 + } + } + }, + "1": { + "std": { + "operand_a": { + "auroc_zero": null, + "auroc_identity": 1.0 + }, + "operand_b": { + "auroc_zero": 1.0, + "auroc_identity": 0.9988653651147391 + } + }, + "over": { + "operand_a": { + "auroc_zero": null, + "auroc_identity": null + }, + "operand_b": { + "auroc_zero": 0.999799899949975, + "auroc_identity": 0.999799899949975 + } + } + }, + "2": { + "std": { + "operand_a": { + "auroc_zero": null, + "auroc_identity": 1.0 + }, + "operand_b": { + "auroc_zero": 0.9993996998499248, + "auroc_identity": 0.9992156152146137 + } + }, + "over": { + "operand_a": { + "auroc_zero": null, + "auroc_identity": null + }, + "operand_b": { + "auroc_zero": 0.9986993496748374, + "auroc_identity": 0.9986993496748374 + } + } + } + }, + "+->-": { + "0": { + "std": { + "operand_a": { + "auroc_zero": null, + "auroc_identity": null + }, + "operand_b": { + "auroc_zero": 1.0, + "auroc_identity": 1.0 + } + }, + "over": { + "operand_a": { + "auroc_zero": null, + "auroc_identity": null + }, + "operand_b": { + "auroc_zero": 1.0, + "auroc_identity": 1.0 + } + } + }, + "1": { + "std": { + "operand_a": { + "auroc_zero": null, + "auroc_identity": null + }, + "operand_b": { + "auroc_zero": 0.999799899949975, + "auroc_identity": 0.999799899949975 + } + }, + "over": { + "operand_a": { + "auroc_zero": null, + "auroc_identity": null + }, + "operand_b": { + "auroc_zero": 1.0, + "auroc_identity": 1.0 + } + } + }, + "2": { + "std": { + "operand_a": { + "auroc_zero": null, + "auroc_identity": null + }, + "operand_b": { + "auroc_zero": 0.998999499749875, + "auroc_identity": 0.998999499749875 + } + }, + "over": { + "operand_a": { + "auroc_zero": null, + "auroc_identity": null + }, + "operand_b": { + "auroc_zero": 0.9988994497248624, + "auroc_identity": 0.9988994497248624 + } + } + } + }, + "+->*": { + "0": { + "std": { + "operand_a": { + "auroc_zero": null, + "auroc_identity": null + }, + "operand_b": { + "auroc_zero": 1.0, + "auroc_identity": 1.0 + } + }, + "over": { + "operand_a": { + "auroc_zero": null, + "auroc_identity": 1.0 + }, + "operand_b": { + "auroc_zero": 1.0, + "auroc_identity": 1.0 + } + } + }, + "1": { + "std": { + "operand_a": { + "auroc_zero": null, + "auroc_identity": null + }, + "operand_b": { + "auroc_zero": 0.999799899949975, + "auroc_identity": 0.999799899949975 + } + }, + "over": { + "operand_a": { + "auroc_zero": null, + "auroc_identity": 1.0 + }, + "operand_b": { + "auroc_zero": 0.9994997498749374, + "auroc_identity": 0.9987985982978472 + } + } + }, + "2": { + "std": { + "operand_a": { + "auroc_zero": null, + "auroc_identity": null + }, + "operand_b": { + "auroc_zero": 0.998999499749875, + "auroc_identity": 0.998999499749875 + } + }, + "over": { + "operand_a": { + "auroc_zero": null, + "auroc_identity": 1.0 + }, + "operand_b": { + "auroc_zero": 1.0, + "auroc_identity": 0.9991657656655153 + } + } + } + } + } +} \ No newline at end of file diff --git a/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/operand_representations/out.txt b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/operand_representations/out.txt new file mode 100644 index 0000000000000000000000000000000000000000..c94a7cf930d58d636cc9e406d6e0ed00d6893776 --- /dev/null +++ b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/operand_representations/out.txt @@ -0,0 +1,2287 @@ +====================================================================== +OPERAND REPRESENTATION ANALYSIS (A1–A6) +====================================================================== + +Loading results... +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=minus]_[oop=mul]_[int=False].pt: 10000 results for -->* +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=minus]_[oop=plus]_[int=False].pt: 10000 results for -->+ +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=minus]_[int=False].pt: 10000 results for *->- +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=plus]_[int=False].pt: 10000 results for *->+ +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=plus]_[oop=minus]_[int=False].pt: 10000 results for +->- +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=plus]_[oop=mul]_[int=False].pt: 10000 results for +->* + -->*: 10000 prompts + -->+: 10000 prompts + *->-: 10000 prompts + *->+: 10000 prompts + +->-: 10000 prompts + +->*: 10000 prompts +Layers: [0, 1, 2] + +Collecting operand activation data... + Collecting operand data: 0%| | 0/6 [00:00* -->+ *->- *->+ +->- +->* Mean + ───────────────────────────────────────────────────────────────────── + L0 0.681 0.677 0.662 0.670 0.670 0.678 0.673 + L1 0.377 0.381 0.401 0.384 0.440 0.388 0.395 + L2 -0.092 -0.094 -0.050 -0.056 0.019 -0.044 -0.053 + + A6: Zero / identity element detection (mean AUROC + across pairs) + (AUROC > 0.5 means residual distinguishes + zero/identity operands) + + Layer Ctx Pos AUROC-Zero AUROC-Identity + ────────────────────────────────────────────────── + L0 std opA nan 1.000 + L0 std opB 1.000 1.000 + L0 over opA nan 1.000 + L0 over opB 1.000 1.000 + L1 std opA nan 1.000 + L1 std opB 1.000 1.000 + L1 over opA nan 1.000 + L1 over opB 1.000 0.999 + L2 std opA nan 1.000 + L2 std opB 0.999 0.999 + L2 over opA nan 1.000 + L2 over opB 0.999 0.999 + + +Generating plots... + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/operand_representations/a1_linear_decodability.png + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/operand_representations/a4_digit_decodability.png + + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/operand_representations/metrics.json + +====================================================================== +Operand representation analysis complete. + Output: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/operand_representations +====================================================================== diff --git a/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/operation_disambiguation/d13_operation_probe_accuracy.png b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/operation_disambiguation/d13_operation_probe_accuracy.png new file mode 100644 index 0000000000000000000000000000000000000000..58369d0c23eb40cadac956804eb34794b375b0f5 --- /dev/null +++ b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/operation_disambiguation/d13_operation_probe_accuracy.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:38af2b21a043a73dcdafa1c4ae8f300c4955723386772fcb1ea625b93c9f9fd0 +size 40495 diff --git a/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/operation_disambiguation/d14_symbol_vs_semantic.png b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/operation_disambiguation/d14_symbol_vs_semantic.png new file mode 100644 index 0000000000000000000000000000000000000000..deaaaca685d9fb32cdf019107df390680ce4a91c --- /dev/null +++ b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/operation_disambiguation/d14_symbol_vs_semantic.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cdebfd2962649a5cb53e6a5293e648d68439df9ffe70e0b75b9ab92ebd054b17 +size 47505 diff --git a/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/operation_disambiguation/metrics.json b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/operation_disambiguation/metrics.json new file mode 100644 index 0000000000000000000000000000000000000000..1d365307d17480b6b27ab40c6159c4b4e0b4faf8 --- /dev/null +++ b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/operation_disambiguation/metrics.json @@ -0,0 +1,129 @@ +{ + "d13_operation_probe": { + "0": { + "operand_a": 0.9431333333333333, + "operand_b": 0.944375, + "operator": 0.9851416666666667, + "eq_sign": 0.8370833333333334, + "answer": 0.957025 + }, + "1": { + "operand_a": 0.9932000000000001, + "operand_b": 0.9981583333333333, + "operator": 0.9990249999999999, + "eq_sign": 0.998375, + "answer": 0.9973916666666666 + }, + "2": { + "operand_a": 0.9993583333333333, + "operand_b": 0.9995083333333333, + "operator": 0.9995750000000001, + "eq_sign": 0.9997833333333335, + "answer": 0.9991666666666668 + } + }, + "d14_symbol_vs_semantic": { + "-->*": { + "0": { + "sim_same_semantic": null, + "sim_same_symbol": 0.9999999999999999, + "semantic_clf_acc": null + }, + "1": { + "sim_same_semantic": null, + "sim_same_symbol": 1.0, + "semantic_clf_acc": null + }, + "2": { + "sim_same_semantic": null, + "sim_same_symbol": 1.0, + "semantic_clf_acc": null + } + }, + "-->+": { + "0": { + "sim_same_semantic": null, + "sim_same_symbol": 0.9999999999999999, + "semantic_clf_acc": null + }, + "1": { + "sim_same_semantic": null, + "sim_same_symbol": 1.0, + "semantic_clf_acc": null + }, + "2": { + "sim_same_semantic": null, + "sim_same_symbol": 1.0, + "semantic_clf_acc": null + } + }, + "*->-": { + "0": { + "sim_same_semantic": null, + "sim_same_symbol": 0.9999999999999976, + "semantic_clf_acc": null + }, + "1": { + "sim_same_semantic": null, + "sim_same_symbol": 0.9999999999999994, + "semantic_clf_acc": null + }, + "2": { + "sim_same_semantic": null, + "sim_same_symbol": 0.9999999999999998, + "semantic_clf_acc": null + } + }, + "*->+": { + "0": { + "sim_same_semantic": null, + "sim_same_symbol": 0.9999999999999976, + "semantic_clf_acc": null + }, + "1": { + "sim_same_semantic": null, + "sim_same_symbol": 0.9999999999999994, + "semantic_clf_acc": null + }, + "2": { + "sim_same_semantic": null, + "sim_same_symbol": 0.9999999999999998, + "semantic_clf_acc": null + } + }, + "+->-": { + "0": { + "sim_same_semantic": null, + "sim_same_symbol": 0.9999999999999998, + "semantic_clf_acc": null + }, + "1": { + "sim_same_semantic": null, + "sim_same_symbol": 0.9999999999999998, + "semantic_clf_acc": null + }, + "2": { + "sim_same_semantic": null, + "sim_same_symbol": 0.9999999999999998, + "semantic_clf_acc": null + } + }, + "+->*": { + "0": { + "sim_same_semantic": null, + "sim_same_symbol": 0.9999999999999998, + "semantic_clf_acc": null + }, + "1": { + "sim_same_semantic": null, + "sim_same_symbol": 0.9999999999999998, + "semantic_clf_acc": null + }, + "2": { + "sim_same_semantic": null, + "sim_same_symbol": 0.9999999999999998, + "semantic_clf_acc": null + } + } + } +} \ No newline at end of file diff --git a/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/operation_disambiguation/out.txt b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/operation_disambiguation/out.txt new file mode 100644 index 0000000000000000000000000000000000000000..39341a6fb76438a4bb04119f6815bb5d2376a58d --- /dev/null +++ b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/operation_disambiguation/out.txt @@ -0,0 +1,118 @@ +====================================================================== +OPERATION DISAMBIGUATION ANALYSIS (D13–D15) +====================================================================== + +Loading results... +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=minus]_[oop=mul]_[int=False].pt: 10000 results for -->* +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=minus]_[oop=plus]_[int=False].pt: 10000 results for -->+ +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=minus]_[int=False].pt: 10000 results for *->- +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=plus]_[int=False].pt: 10000 results for *->+ +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=plus]_[oop=minus]_[int=False].pt: 10000 results for +->- +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=plus]_[oop=mul]_[int=False].pt: 10000 results for +->* + -->*: 10000 prompts + -->+: 10000 prompts + *->-: 10000 prompts + *->+: 10000 prompts + +->-: 10000 prompts + +->*: 10000 prompts +Layers: [0, 1, 2] +Semantic operations: ['addition', 'multiplication', 'subtraction'] (n=3) + +Collecting probe data... + +Running D13/D15... + D13: operation probe: 0%| | 0/3 [00:00* — Symbol vs semantic at operator position +(sim_semantic > sim_symbol → residual encodes semantics, not + symbol) + + Layer sim_same_semantic sim_same_symbol sem_clf_acc + ─────────────────────────────────────────────────────────── + L0 nan 1.000 nan + L1 nan 1.000 nan + L2 nan 1.000 nan + + D14: -->+ — Symbol vs semantic at operator position +(sim_semantic > sim_symbol → residual encodes semantics, not + symbol) + + Layer sim_same_semantic sim_same_symbol sem_clf_acc + ─────────────────────────────────────────────────────────── + L0 nan 1.000 nan + L1 nan 1.000 nan + L2 nan 1.000 nan + + D14: *->- — Symbol vs semantic at operator position +(sim_semantic > sim_symbol → residual encodes semantics, not + symbol) + + Layer sim_same_semantic sim_same_symbol sem_clf_acc + ─────────────────────────────────────────────────────────── + L0 nan 1.000 nan + L1 nan 1.000 nan + L2 nan 1.000 nan + + D14: *->+ — Symbol vs semantic at operator position +(sim_semantic > sim_symbol → residual encodes semantics, not + symbol) + + Layer sim_same_semantic sim_same_symbol sem_clf_acc + ─────────────────────────────────────────────────────────── + L0 nan 1.000 nan + L1 nan 1.000 nan + L2 nan 1.000 nan + + D14: +->- — Symbol vs semantic at operator position +(sim_semantic > sim_symbol → residual encodes semantics, not + symbol) + + Layer sim_same_semantic sim_same_symbol sem_clf_acc + ─────────────────────────────────────────────────────────── + L0 nan 1.000 nan + L1 nan 1.000 nan + L2 nan 1.000 nan + + D14: +->* — Symbol vs semantic at operator position +(sim_semantic > sim_symbol → residual encodes semantics, not + symbol) + + Layer sim_same_semantic sim_same_symbol sem_clf_acc + ─────────────────────────────────────────────────────────── + L0 nan 1.000 nan + L1 nan 1.000 nan + L2 nan 1.000 nan + + +Generating plots... + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/operation_disambiguation/d13_operation_probe_accuracy.png + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/operation_disambiguation/d14_symbol_vs_semantic.png + + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/operation_disambiguation/metrics.json + +====================================================================== +Operation disambiguation analysis complete. + Output: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/operation_disambiguation +====================================================================== diff --git a/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/sign_magnitude/b7_sign_magnitude.png b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/sign_magnitude/b7_sign_magnitude.png new file mode 100644 index 0000000000000000000000000000000000000000..5677da3c635253f2c005c76cdaa8522f893704ca --- /dev/null +++ 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{ + "std": { + "pearson_r_norm": -0.5566666054532933, + "r2_norm": 0.3091601014137268, + "r2_vector": 0.9947945237159729 + }, + "over": { + "pearson_r_norm": 0.42723147369950576, + "r2_norm": 0.18181746006011962, + "r2_vector": 0.9810747861862182 + } + }, + "2": { + "std": { + "pearson_r_norm": 0.7462499745686505, + "r2_norm": 0.5567141175270081, + "r2_vector": 0.9893851041793823 + }, + "over": { + "pearson_r_norm": 0.17015906464898475, + "r2_norm": 0.02818037271499634, + "r2_vector": 0.9655217409133912 + } + } + }, + "+->*": { + "0": { + "std": { + "pearson_r_norm": 0.41027316032342787, + "r2_norm": 0.1671595096588135, + "r2_vector": 0.854049003124237 + }, + "over": { + "pearson_r_norm": 0.034111349534100034, + "r2_norm": 0.0003862142562866211, + "r2_vector": 0.4342214822769165 + } + }, + "1": { + "std": { + "pearson_r_norm": -0.5566666054532933, + "r2_norm": 0.3091601014137268, + "r2_vector": 0.9947945237159729 + }, + "over": { + "pearson_r_norm": 0.33107966608655626, + "r2_norm": 0.10929566621780396, + "r2_vector": 0.9890042543411255 + } + }, + "2": { + "std": { + "pearson_r_norm": 0.7462499745686505, + "r2_norm": 0.5567141175270081, + "r2_vector": 0.9893851041793823 + }, + "over": { + "pearson_r_norm": -0.269435266265716, + "r2_norm": 0.06524132490158081, + "r2_vector": 0.9668558001518249 + } + } + } + } +} \ No newline at end of file diff --git a/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/sign_magnitude/out.txt b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/sign_magnitude/out.txt new file mode 100644 index 0000000000000000000000000000000000000000..1cb27d0f4df8a39a1ef064d02f8a99a195cd604c --- /dev/null +++ b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/sign_magnitude/out.txt @@ -0,0 +1,81 @@ +====================================================================== +SIGN AND MAGNITUDE ANALYSIS (B7–B9) +====================================================================== + +Loading results... +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=minus]_[oop=mul]_[int=False].pt: 10000 results for -->* +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=minus]_[oop=plus]_[int=False].pt: 10000 results for -->+ +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=minus]_[int=False].pt: 10000 results for *->- +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=plus]_[int=False].pt: 10000 results for *->+ +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=plus]_[oop=minus]_[int=False].pt: 10000 results for +->- +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=plus]_[oop=mul]_[int=False].pt: 10000 results for +->* + -->*: 10000 prompts + -->+: 10000 prompts + *->-: 10000 prompts + *->+: 10000 prompts + +->-: 10000 prompts + +->*: 10000 prompts +Layers: [0, 1, 2] + +Collecting data... + Collecting sign/magnitude data: 0%| | 0/6 [00:00b classification: 0%| | 0/6 [00:00b classification: 17%|█▋ | 1/6 [09:52<49:22, 592.53s/it] B8: a>b classification: 33%|███▎ | 2/6 [18:42<37:02, 555.62s/it] B8: a>b classification: 100%|██████████| 6/6 [18:42<00:00, 187.05s/it] + +Running B9... + B9: magnitude scaling: 0%| | 0/6 [00:00 b encoded? AUROC (subtraction + pairs only) + + Pair Layer opA opB eq_sign + ──────────────────────────────────────── + -->* L0 0.820 0.872 0.998 + -->* L1 0.821 0.918 0.999 + -->* L2 0.820 0.985 1.000 + -->+ L0 0.820 0.872 0.998 + -->+ L1 0.821 0.918 0.999 + -->+ L2 0.820 0.985 1.000 + + B9: Answer magnitude scaling (mean across pairs) + + Layer Ctx Pearson-r(norm) R²(norm-scalar) R²(vector) + ─────────────────────────────────────────────────────────────── + L0 std 0.135 0.138 0.612 + L0 over 0.013 0.106 0.606 + L1 std 0.103 0.234 0.991 + L1 over 0.181 0.126 0.984 + L2 std 0.179 0.241 0.980 + L2 over 0.216 0.201 0.971 + + +Generating plots... + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/sign_magnitude/b7_sign_magnitude.png + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/sign_magnitude/b9_magnitude_scaling.png + + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/sign_magnitude/metrics.json + +====================================================================== +Sign and magnitude analysis complete. + Output: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/sign_magnitude +====================================================================== diff --git a/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/superposition/j30_polysemantic_neurons.png b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/superposition/j30_polysemantic_neurons.png new file mode 100644 index 0000000000000000000000000000000000000000..4811d92ffbedcd7ad3394a22eb9a9ae11ad757ff --- /dev/null +++ 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mode 100644 index 0000000000000000000000000000000000000000..993f79265db8fa6c8ff1adcb360c97a6981f3751 --- /dev/null +++ b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/superposition/metrics.json @@ -0,0 +1,344 @@ +{ + "j30_polysemantic_neurons": { + "*->+": { + "0": { + "polysemantic_indices": [ + 26, + 402, + 541, + 983, + 1000, + 1027 + ], + "n_polysemantic": 6, + "num_mlp": 1024 + }, + "1": { + "polysemantic_indices": [ + 126, + 288, + 789, + 897, + 908 + ], + "n_polysemantic": 5, + "num_mlp": 1024 + }, + "2": { + "polysemantic_indices": [ + 377, + 427, + 566, + 722, + 739 + ], + "n_polysemantic": 5, + "num_mlp": 1024 + } + }, + "*->-": { + "0": { + "polysemantic_indices": [ + 305, + 763, + 929 + ], + "n_polysemantic": 3, + "num_mlp": 1024 + }, + "1": { + "polysemantic_indices": [ + 126, + 444, + 707, + 789, + 1026 + ], + "n_polysemantic": 5, + "num_mlp": 1024 + }, + "2": { + "polysemantic_indices": [ + 694, + 775, + 779, + 1008 + ], + "n_polysemantic": 4, + "num_mlp": 1024 + } + }, + "+->*": { + "0": { + "polysemantic_indices": [], + "n_polysemantic": 0, + "num_mlp": 1024 + }, + "1": { + "polysemantic_indices": [ + 147, + 205, + 288, + 597, + 610, + 789, + 897, + 908 + ], + "n_polysemantic": 8, + "num_mlp": 1024 + }, + "2": { + "polysemantic_indices": [ + 293, + 566, + 739 + ], + "n_polysemantic": 3, + "num_mlp": 1024 + } + }, + "+->-": { + "0": { + "polysemantic_indices": [ + 189, + 238, + 306, + 460, + 532 + ], + "n_polysemantic": 5, + "num_mlp": 1024 + }, + "1": { + "polysemantic_indices": [ + 72, + 379, + 446, + 595 + ], + "n_polysemantic": 4, + "num_mlp": 1024 + }, + "2": { + "polysemantic_indices": [ + 786 + ], + "n_polysemantic": 1, + "num_mlp": 1024 + } + }, + "-->*": { + "0": { + "polysemantic_indices": [ + 20, + 49, + 891, + 1000, + 1027 + ], + "n_polysemantic": 5, + "num_mlp": 1024 + }, + "1": { + "polysemantic_indices": [ + 126, + 232, + 251, + 288, + 290, + 456, + 1026 + ], + "n_polysemantic": 7, + "num_mlp": 1024 + }, + "2": { + "polysemantic_indices": [ + 105, + 117, + 179, + 443, + 475, + 509, + 779, + 809 + ], + "n_polysemantic": 8, + "num_mlp": 1024 + } + }, + "-->+": { + "0": { + "polysemantic_indices": [ + 26, + 138, + 164, + 238, + 279, + 333, + 348, + 804, + 1027 + ], + "n_polysemantic": 9, + "num_mlp": 1024 + }, + "1": { + "polysemantic_indices": [ + 83, + 126, + 151, + 288, + 446, + 456, + 541, + 595, + 1027 + ], + "n_polysemantic": 9, + "num_mlp": 1024 + }, + "2": { + "polysemantic_indices": [ + 105, + 548, + 602, + 742, + 786 + ], + "n_polysemantic": 5, + "num_mlp": 1024 + } + } + }, + "j31_carry_borrow_dual": { + "0": { + "dual_neurons": [ + 234, + 249, + 351, + 404, + 430, + 503, + 698, + 959 + ] + }, + "1": { + "dual_neurons": [ + 0, + 17, + 39, + 133, + 164, + 187, + 232, + 257, + 265, + 279, + 315, + 367, + 396, + 417, + 427, + 534, + 574, + 621, + 657, + 707, + 711, + 718, + 767, + 839, + 887, + 899, + 931, + 944, + 985, + 1005 + ] + }, + "2": { + "dual_neurons": [ + 16, + 81, + 88, + 108, + 149, + 181, + 185, + 207, + 267, + 280, + 353, + 355, + 374, + 386, + 399, + 414, + 509, + 548, + 561, + 592, + 605, + 611, + 629, + 636, + 668, + 698, + 753, + 831, + 848, + 860, + 866, + 915, + 999 + ] + } + }, + "j32_intrinsic_dimensionality": { + "0": { + "std": { + "n_pcs_90pct_opA": 10, + "n_pcs_90pct_opB": 10, + "subspace_overlap": 0.7859357595443726, + "total_dims": 256 + }, + "over": { + "n_pcs_90pct_opA": 9, + "n_pcs_90pct_opB": 10, + "subspace_overlap": 0.7973807454109192, + "total_dims": 256 + } + }, + "1": { + "std": { + "n_pcs_90pct_opA": 16, + "n_pcs_90pct_opB": 32, + "subspace_overlap": 0.2810564339160919, + "total_dims": 256 + }, + "over": { + "n_pcs_90pct_opA": 18, + "n_pcs_90pct_opB": 34, + "subspace_overlap": 0.2819153070449829, + "total_dims": 256 + } + }, + "2": { + "std": { + "n_pcs_90pct_opA": 2, + "n_pcs_90pct_opB": 10, + "subspace_overlap": 0.25681787729263306, + "total_dims": 256 + }, + "over": { + "n_pcs_90pct_opA": 6, + "n_pcs_90pct_opB": 16, + "subspace_overlap": 0.2868887484073639, + "total_dims": 256 + } + } + } +} \ No newline at end of file diff --git a/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/superposition/out.txt b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/superposition/out.txt new file mode 100644 index 0000000000000000000000000000000000000000..8df1d1ac492425474544b8c9de97878aef66ff83 --- /dev/null +++ b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/superposition/out.txt @@ -0,0 +1,138 @@ +====================================================================== +SUPERPOSITION AND POLYSEMANTICITY ANALYSIS (J30–J32) +====================================================================== + +Loading results... +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=minus]_[oop=mul]_[int=False].pt: 10000 results for -->* +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=minus]_[oop=plus]_[int=False].pt: 10000 results for -->+ +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=minus]_[int=False].pt: 10000 results for *->- +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=plus]_[int=False].pt: 10000 results for *->+ +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=plus]_[oop=minus]_[int=False].pt: 10000 results for +->- +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=plus]_[oop=mul]_[int=False].pt: 10000 results for +->* + -->*: 10000 prompts + -->+: 10000 prompts + *->-: 10000 prompts + *->+: 10000 prompts + +->-: 10000 prompts + +->*: 10000 prompts +Layers: [0, 1, 2] + +Loading lasso JSONs... + Loaded 6 lasso JSONs: ['*->+', '*->-', '+->*', '+->-', '-->*', '-->+'] + +Running J30 (polysemantic neurons)... + J30: polysemantic neurons: 0%| | 0/6 [00:00+ +┏━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ +┃ Layer ┃ n_polysemantic ┃ Top polysemantic indices ┃ +┡━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ +│ L0 │ 6 │ [26, 402, 541, 983, 1000, 1027] │ +├───────┼────────────────┼─────────────────────────────────┤ +│ L1 │ 5 │ [126, 288, 789, 897, 908] │ +├───────┼────────────────┼─────────────────────────────────┤ +│ L2 │ 5 │ [377, 427, 566, 722, 739] │ +└───────┴────────────────┴─────────────────────────────────┘ + J30: Polysemantic neurons — *->- +┏━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ +┃ Layer ┃ n_polysemantic ┃ Top polysemantic indices ┃ +┡━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ +│ L0 │ 3 │ [305, 763, 929] │ +├───────┼────────────────┼────────────────────────────┤ +│ L1 │ 5 │ [126, 444, 707, 789, 1026] │ +├───────┼────────────────┼────────────────────────────┤ +│ L2 │ 4 │ [694, 775, 779, 1008] │ +└───────┴────────────────┴────────────────────────────┘ + J30: Polysemantic neurons — +->* +┏━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ +┃ Layer ┃ n_polysemantic ┃ Top polysemantic indices ┃ +┡━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ +│ L0 │ 0 │ [] │ +├───────┼────────────────┼──────────────────────────────────────────┤ +│ L1 │ 8 │ [147, 205, 288, 597, 610, 789, 897, 908] │ +├───────┼────────────────┼──────────────────────────────────────────┤ +│ L2 │ 3 │ [293, 566, 739] │ +└───────┴────────────────┴──────────────────────────────────────────┘ + J30: Polysemantic neurons — +->- +┏━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ +┃ Layer ┃ n_polysemantic ┃ Top polysemantic indices ┃ +┡━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ +│ L0 │ 5 │ [189, 238, 306, 460, 532] │ +├───────┼────────────────┼───────────────────────────┤ +│ L1 │ 4 │ [72, 379, 446, 595] │ +├───────┼────────────────┼───────────────────────────┤ +│ L2 │ 1 │ [786] │ +└───────┴────────────────┴───────────────────────────┘ + J30: Polysemantic neurons — -->* +┏━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ +┃ Layer ┃ n_polysemantic ┃ Top polysemantic indices ┃ +┡━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ +│ L0 │ 5 │ [20, 49, 891, 1000, 1027] │ +├───────┼────────────────┼──────────────────────────────────────────┤ +│ L1 │ 7 │ [126, 232, 251, 288, 290, 456, 1026] │ +├───────┼────────────────┼──────────────────────────────────────────┤ +│ L2 │ 8 │ [105, 117, 179, 443, 475, 509, 779, 809] │ +└───────┴────────────────┴──────────────────────────────────────────┘ + J30: Polysemantic neurons — -->+ +┏━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ +┃ Layer ┃ n_polysemantic ┃ Top polysemantic indices ┃ +┡━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ +│ L0 │ 9 │ [26, 138, 164, 238, 279, 333, 348, 804, 1027] │ +├───────┼────────────────┼───────────────────────────────────────────────┤ +│ L1 │ 9 │ [83, 126, 151, 288, 446, 456, 541, 595, 1027] │ +├───────┼────────────────┼───────────────────────────────────────────────┤ +│ L2 │ 5 │ [105, 548, 602, 742, 786] │ +└───────┴────────────────┴───────────────────────────────────────────────┘ + J31: Dual-role neurons (carry + borrow) +┏━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ +┃ Layer ┃ n_dual (>0.7 AUROC both) ┃ Dual neuron indices ┃ +┡━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ +│ L0 │ 8 │ [234, 249, 351, 404, 430, 503, 698, 959] │ +├───────┼──────────────────────────┼───────────────────────────────────────────┤ +│ L1 │ 30 │ [0, 17, 39, 133, 164, 187, 232, 257, 265, │ +│ │ │ 279]... │ +├───────┼──────────────────────────┼───────────────────────────────────────────┤ +│ L2 │ 33 │ [16, 81, 88, 108, 149, 181, 185, 207, │ +│ │ │ 267, 280]... │ +└───────┴──────────────────────────┴───────────────────────────────────────────┘ + J32: Intrinsic dimensionality — std context +┏━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓ +┃ Layer ┃ PCs (opA, 90%) ┃ PCs (opB, 90%) ┃ Subspace overlap ┃ Total dims ┃ +┡━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩ +│ L0 │ 10 │ 10 │ 0.786 │ 256 │ +├───────┼────────────────┼────────────────┼──────────────────┼────────────┤ +│ L1 │ 16 │ 32 │ 0.281 │ 256 │ +├───────┼────────────────┼────────────────┼──────────────────┼────────────┤ +│ L2 │ 2 │ 10 │ 0.257 │ 256 │ +└───────┴────────────────┴────────────────┴──────────────────┴────────────┘ + J32: Intrinsic dimensionality — over context +┏━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┓ +┃ Layer ┃ PCs (opA, 90%) ┃ PCs (opB, 90%) ┃ Subspace overlap ┃ Total dims ┃ +┡━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━┩ +│ L0 │ 9 │ 10 │ 0.797 │ 256 │ +├───────┼────────────────┼────────────────┼──────────────────┼────────────┤ +│ L1 │ 18 │ 34 │ 0.282 │ 256 │ +├───────┼────────────────┼────────────────┼──────────────────┼────────────┤ +│ L2 │ 6 │ 16 │ 0.287 │ 256 │ +└───────┴────────────────┴────────────────┴──────────────────┴────────────┘ + +Generating plots... + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/superposition/j30_polysemantic_neurons.png + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/superposition/j31_carry_borrow_neurons.png + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/superposition/j32_intrinsic_dimensionality.png + + Saved: +results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-25 +6D-3L-4H-1024I/analysis/superposition/metrics.json + +====================================================================== +Superposition and polysemanticity analysis complete. + Output: +results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-25 +6D-3L-4H-1024I/analysis/superposition +====================================================================== diff --git a/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/zeroing_1000/*_to_+/ablation_analysis.json b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/zeroing_1000/*_to_+/ablation_analysis.json new file mode 100644 index 0000000000000000000000000000000000000000..e3b7b3b9d4fb253e736d2b3497be98e059aa51f1 --- /dev/null +++ b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/zeroing_1000/*_to_+/ablation_analysis.json @@ -0,0 +1,20333 @@ +{ + "pair": "*->+", + "baseline_acc_std": 0.993, + "baseline_acc_over": 0.993, + "significance_threshold": 0.01, + "summary": { + "std_only": 44, + "over_only": 3, + "shared": 11, + "null": 1505 + }, + "neurons": [ + { + "layer_idx": 0, + "feature_idx": 8, + "type": "mlp", + "local_idx": 8, + "in_std": false, + "in_over": true, + "lasso_category": "over", + "delta_acc_std": 0.0010000000000000009, + "delta_acc_over": 0.0, + "specificity": 0.999990000099999, + "causal_category": "null" + }, + { + "layer_idx": 0, + "feature_idx": 10, + "type": "mlp", + "local_idx": 10, + "in_std": false, + "in_over": true, + "lasso_category": "over", + "delta_acc_std": 0.0010000000000000009, + "delta_acc_over": 0.0, + "specificity": 0.999990000099999, + "causal_category": "null" + }, + { + "layer_idx": 0, + "feature_idx": 11, + "type": "mlp", + "local_idx": 11, + "in_std": false, + "in_over": true, + "lasso_category": "over", + "delta_acc_std": 0.0, + "delta_acc_over": 0.0, + "specificity": 0.0, + "causal_category": "null" + }, + { + "layer_idx": 0, + "feature_idx": 14, + "type": "mlp", + "local_idx": 14, + "in_std": false, + "in_over": true, + "lasso_category": "over", + "delta_acc_std": 0.0010000000000000009, + "delta_acc_over": 0.0, + "specificity": 0.999990000099999, + "causal_category": "null" + }, + { + "layer_idx": 0, + "feature_idx": 15, + "type": "mlp", + "local_idx": 15, + "in_std": true, + "in_over": false, + "lasso_category": "std", + "delta_acc_std": 0.0010000000000000009, + "delta_acc_over": 0.0, + "specificity": 0.999990000099999, + "causal_category": "null" + }, + { + "layer_idx": 0, + "feature_idx": 17, + "type": "mlp", + "local_idx": 17, + "in_std": false, + "in_over": true, + "lasso_category": "over", + "delta_acc_std": 0.0, + "delta_acc_over": 0.0, + "specificity": 0.0, + "causal_category": "null" + }, + { + "layer_idx": 0, + "feature_idx": 19, + "type": "mlp", + "local_idx": 19, + "in_std": false, + "in_over": true, + "lasso_category": "over", + "delta_acc_std": 0.0010000000000000009, + "delta_acc_over": 0.0, + "specificity": 0.999990000099999, + "causal_category": "null" + }, + { + "layer_idx": 0, + "feature_idx": 20, + "type": "mlp", + "local_idx": 20, + "in_std": true, + "in_over": false, + "lasso_category": "std", + "delta_acc_std": 0.0010000000000000009, + "delta_acc_over": 0.0010000000000000009, + "specificity": 0.49999750001249993, + "causal_category": "null" + }, + { + "layer_idx": 0, + "feature_idx": 22, + "type": "mlp", + "local_idx": 22, + "in_std": false, + "in_over": true, + "lasso_category": "over", + "delta_acc_std": 0.0, + "delta_acc_over": 0.0, + "specificity": 0.0, + "causal_category": "null" + }, + { + "layer_idx": 0, + "feature_idx": 23, + "type": "mlp", + "local_idx": 23, + "in_std": false, + "in_over": true, + "lasso_category": "over", + "delta_acc_std": 0.0010000000000000009, + "delta_acc_over": 0.0, + "specificity": 0.999990000099999, + "causal_category": "null" + }, + { + "layer_idx": 0, + "feature_idx": 25, + "type": "mlp", + "local_idx": 25, + "in_std": false, + "in_over": true, + "lasso_category": "over", + "delta_acc_std": 0.0, + "delta_acc_over": 0.0, + "specificity": 0.0, + "causal_category": "null" + }, + { + "layer_idx": 0, + "feature_idx": 26, + "type": "mlp", + "local_idx": 26, + "in_std": true, + "in_over": true, + "lasso_category": "shared", + "delta_acc_std": 0.0010000000000000009, + "delta_acc_over": 0.0, + "specificity": 0.999990000099999, + "causal_category": "null" + }, + { + "layer_idx": 0, + "feature_idx": 27, + "type": "mlp", + "local_idx": 27, + "in_std": true, + "in_over": false, + "lasso_category": "std", + "delta_acc_std": 0.0010000000000000009, + "delta_acc_over": 0.0, + "specificity": 0.999990000099999, + "causal_category": "null" + }, + { + "layer_idx": 0, + "feature_idx": 29, + "type": "mlp", + "local_idx": 29, + "in_std": false, + "in_over": true, + "lasso_category": "over", + "delta_acc_std": 0.0, + "delta_acc_over": 0.0, + "specificity": 0.0, + "causal_category": "null" + }, + { + "layer_idx": 0, + "feature_idx": 33, + "type": "mlp", + "local_idx": 33, + "in_std": false, + "in_over": true, + "lasso_category": "over", + "delta_acc_std": 0.0010000000000000009, + "delta_acc_over": 0.0, + "specificity": 0.999990000099999, + "causal_category": "null" + }, + { + "layer_idx": 0, + 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intervention files... + Loading intervention files: 0%| | 0/6 [00:00* +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=1000]_[fs=8]_[rv=True]_[pz=True]_[op=minus]_[oop=plus]_[int=True].pt: 1574 ablations for -->+ +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=1000]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=minus]_[int=True].pt: 1551 ablations for *->- +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=1000]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=plus]_[int=True].pt: 1563 ablations for *->+ +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=1000]_[fs=8]_[rv=True]_[pz=True]_[op=plus]_[oop=minus]_[int=True].pt: 1598 ablations for +->- +✓ Loaded [m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=1000]_[fs=8]_[rv=True]_[pz=True]_[op=plus]_[oop=mul]_[int=True].pt: 1477 ablations for +->* + Analysing pairs: 0%| | 0/6 [00:00* (1507 neurons, 1000 prompts) +====================================================================== + Baseline: std=1.000 over=0.945 + + Neurons: 0%| | 0/1507 [00:00* + + Std Std Std Ov… Ov… Ov… No No No + on… on… on… on… on… on… Sh… Sh… Sh… ef… e… ef… + Layer Δs… Δo… n Δs… Δo… n Δs… Δo… n Δs… Δ… n + ────────────────────────────────────────────────────────────────────────────── + 0 -0… -0… 1 -0… -0… 7 -0… -0… 3 -0… 0… 332 + 1 nan nan 0 0.… -0… 27 -0… -0… 4 -0… -… 515 + 2 nan nan 0 -0… -0… 22 -0… -0… 5 -0… -… 591 + + + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/zeroing_1000/-_to_*/ablation_analysis.json + Generating plots... + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/zeroing_1000/-_to_*/ablation_scatter.png + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/zeroing_1000/-_to_*/category_summary.png + Top-20 most impactful components — -->* + + Rank Layer Type Index Δacc-std Δacc-over Category + ──────────────────────────────────────────────────────────────── + 1 1 head 2 -0.9900 -0.9450 shared + 2 0 head 2 -0.9490 -0.8940 shared + 3 0 head 3 -0.8960 -0.9440 shared + 4 1 head 0 -0.8860 -0.9410 shared + 5 1 head 1 -0.8490 -0.9440 shared + 6 0 head 1 -0.8210 -0.9280 shared + 7 2 head 2 -0.7300 -0.8990 shared + 8 2 head 3 -0.4100 -0.8170 shared + 9 2 head 1 -0.2390 -0.9050 shared + 10 1 head 3 -0.2090 -0.9340 shared + 11 2 head 0 -0.1110 -0.9150 shared + 12 2 mlp 356 0.0000 -0.7000 over_only + 13 2 mlp 236 0.0000 -0.3680 over_only + 14 2 mlp 931 0.0000 -0.3450 over_only + 15 0 mlp 882 0.0000 -0.2720 over_only + 16 2 mlp 977 -0.0820 -0.1550 shared + 17 2 mlp 801 -0.0070 -0.1770 over_only + 18 0 mlp 415 -0.0020 -0.1790 over_only + 19 2 mlp 997 0.0000 -0.1040 over_only + 20 1 mlp 195 0.0000 -0.0860 over_only + + Analysing pairs: 17%|█▋ | 1/6 [00:03<00:17, 3.52s/it] +====================================================================== +PAIR: -->+ (1574 neurons, 1000 prompts) +====================================================================== + Baseline: std=1.000 over=0.988 + + Neurons: 0%| | 0/1574 [00:00+ + + Std Std Std Ov… Ov… Ov… No No No + on… on… on… on… on… on… Sh… Sh… Sh… ef… e… ef… + Layer Δs… Δo… n Δs… Δo… n Δs… Δo… n Δs… Δ… n + ────────────────────────────────────────────────────────────────────────────── + 0 nan nan 0 nan nan 0 -0… -0… 2 -0… -… 369 + 1 nan nan 0 0.… -0… 1 -0… -0… 3 -0… -… 558 + 2 nan nan 0 -0… -0… 10 -0… -0… 5 -0… -… 626 + + + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/zeroing_1000/-_to_+/ablation_analysis.json + Generating plots... + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/zeroing_1000/-_to_+/ablation_scatter.png + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/zeroing_1000/-_to_+/category_summary.png + Top-20 most impactful components — -->+ + + Rank Layer Type Index Δacc-std Δacc-over Category + ──────────────────────────────────────────────────────────────── + 1 1 head 2 -0.9900 -0.9800 shared + 2 0 head 3 -0.8960 -0.9750 shared + 3 1 head 0 -0.8860 -0.8490 shared + 4 0 head 1 -0.8210 -0.9020 shared + 5 2 head 2 -0.7300 -0.5310 shared + 6 2 head 1 -0.2390 -0.5570 shared + 7 1 head 3 -0.2090 -0.4240 shared + 8 2 head 3 -0.4100 -0.2110 shared + 9 2 mlp 977 -0.0820 -0.1590 shared + 10 2 head 0 -0.1110 -0.0400 shared + 11 2 mlp 931 0.0000 -0.1150 over_only + 12 1 mlp 603 0.0000 -0.0460 over_only + 13 2 mlp 300 -0.0060 -0.0340 over_only + 14 2 mlp 589 0.0000 -0.0390 over_only + 15 2 mlp 801 -0.0070 -0.0260 over_only + 16 2 mlp 814 -0.0010 -0.0320 over_only + 17 2 mlp 356 0.0000 -0.0220 over_only + 18 2 mlp 690 -0.0010 -0.0190 over_only + 19 2 mlp 232 0.0000 -0.0150 over_only + 20 2 mlp 384 0.0000 -0.0120 over_only + + Analysing pairs: 33%|███▎ | 2/6 [00:07<00:15, 3.97s/it] +====================================================================== +PAIR: *->- (1551 neurons, 1000 prompts) +====================================================================== + Baseline: std=0.993 over=0.986 + + Neurons: 0%| | 0/1551 [00:00- + + Std Std Std Ov… Ov… Ov… No No No + on… on… on… on… on… on… Sh… Sh… Sh… ef… e… ef… + Layer Δs… Δo… n Δs… Δo… n Δs… Δo… n Δs… Δ… n + ────────────────────────────────────────────────────────────────────────────── + 0 -0… -0… 3 nan nan 0 -0… -0… 2 0.… 0… 302 + 1 -0… 0.… 11 0.… -0… 4 -0… -0… 4 -0… 0… 552 + 2 -0… -0… 23 -0… -0… 2 -0… -0… 6 0.… -… 642 + + + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/zeroing_1000/*_to_-/ablation_analysis.json + Generating plots... + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/zeroing_1000/*_to_-/ablation_scatter.png + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/zeroing_1000/*_to_-/category_summary.png + Top-20 most impactful components — *->- + + Rank Layer Type Index Δacc-std Δacc-over Category + ─────────────────────────────────────────────────────────────── + 1 1 head 2 -0.9900 -0.9770 shared + 2 0 head 3 -0.9890 -0.9080 shared + 3 1 head 1 -0.9910 -0.9040 shared + 4 1 head 0 -0.9850 -0.9050 shared + 5 0 head 0 -0.9820 -0.9030 shared + 6 2 head 2 -0.9020 -0.6970 shared + 7 1 head 3 -0.9750 -0.3750 shared + 8 2 head 3 -0.8330 -0.4260 shared + 9 2 head 1 -0.9370 -0.2630 shared + 10 2 head 0 -0.9340 -0.1420 shared + 11 2 mlp 356 -0.7130 -0.0040 std_only + 12 2 mlp 931 -0.3370 0.0010 std_only + 13 2 mlp 300 -0.2710 -0.0190 shared + 14 2 mlp 977 -0.1490 -0.0740 shared + 15 2 mlp 622 -0.1820 0.0000 std_only + 16 0 mlp 882 -0.1650 -0.0040 std_only + 17 2 mlp 801 -0.1120 -0.0040 std_only + 18 1 mlp 195 -0.0840 0.0000 std_only + 19 2 mlp 169 -0.0790 0.0000 std_only + 20 2 mlp 450 -0.0790 0.0000 std_only + + Analysing pairs: 50%|█████ | 3/6 [00:12<00:12, 4.26s/it] +====================================================================== +PAIR: *->+ (1563 neurons, 1000 prompts) +====================================================================== + Baseline: std=0.993 over=0.993 + + Neurons: 0%| | 0/1563 [00:00+ + + Std Std Std Ov… Ov… Ov… No No No + on… on… on… on… on… on… Sh… Sh… Sh… ef… e… ef… + Layer Δs… Δo… n Δs… Δo… n Δs… Δo… n Δs… Δ… n + ────────────────────────────────────────────────────────────────────────────── + 0 -0… -0… 4 nan nan 0 -0… -0… 2 0.… 0… 308 + 1 -0… -0… 16 0.… -0… 2 -0… -0… 3 0.… -… 568 + 2 -0… -0… 24 -0… -0… 1 -0… -0… 6 0.… -… 629 + + + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/zeroing_1000/*_to_+/ablation_analysis.json + Generating plots... + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/zeroing_1000/*_to_+/ablation_scatter.png + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/zeroing_1000/*_to_+/category_summary.png + Top-20 most impactful components — *->+ + + Rank Layer Type Index Δacc-std Δacc-over Category + ──────────────────────────────────────────────────────────────── + 1 1 head 2 -0.9900 -0.9880 shared + 2 0 head 3 -0.9890 -0.9710 shared + 3 1 head 0 -0.9850 -0.8870 shared + 4 1 head 1 -0.9910 -0.8570 shared + 5 0 head 0 -0.9820 -0.8450 shared + 6 2 head 2 -0.9020 -0.5540 shared + 7 2 head 1 -0.9370 -0.4420 shared + 8 2 head 0 -0.9340 -0.0270 shared + 9 2 head 3 -0.8330 -0.0750 shared + 10 2 mlp 356 -0.7130 -0.0230 shared + 11 2 mlp 236 -0.3160 0.0000 std_only + 12 2 mlp 622 -0.1820 0.0000 std_only + 13 0 mlp 882 -0.1650 0.0000 std_only + 14 2 mlp 157 -0.1420 0.0000 std_only + 15 2 mlp 801 -0.1120 -0.0030 std_only + 16 1 mlp 603 0.0010 -0.1000 over_only + 17 2 mlp 27 -0.0670 -0.0270 shared + 18 1 mlp 195 -0.0840 0.0000 std_only + 19 2 mlp 450 -0.0790 0.0000 std_only + 20 2 mlp 613 -0.0790 0.0000 std_only + + Analysing pairs: 67%|██████▋ | 4/6 [00:16<00:08, 4.36s/it] +====================================================================== +PAIR: +->- (1598 neurons, 1000 prompts) +====================================================================== + Baseline: std=1.000 over=0.992 + + Neurons: 0%| | 0/1598 [00:00- + + Std Std Std Ov… Ov… Ov… No No No + on… on… on… on… on… on… Sh… Sh… Sh… ef… e… ef… + Layer Δs… Δo… n Δs… Δo… n Δs… Δo… n Δs… Δ… n + ────────────────────────────────────────────────────────────────────────────── + 0 nan nan 0 nan nan 0 -0… -0… 1 0.… -… 391 + 1 -0… 0.… 1 nan nan 0 -0… -0… 4 -0… -… 554 + 2 -0… -0… 1 -0… -0… 2 -0… -0… 4 -0… -… 640 + + + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/zeroing_1000/+_to_-/ablation_analysis.json + Generating plots... + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/zeroing_1000/+_to_-/ablation_scatter.png + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/zeroing_1000/+_to_-/category_summary.png + Top-20 most impactful components — +->- + + Rank Layer Type Index Δacc-std Δacc-over Category + ──────────────────────────────────────────────────────────────── + 1 1 head 2 -0.9970 -0.9800 shared + 2 1 head 1 -0.8200 -0.8950 shared + 3 1 head 0 -0.7950 -0.8930 shared + 4 0 head 0 -0.7950 -0.8730 shared + 5 2 head 2 -0.5460 -0.7010 shared + 6 2 head 1 -0.4270 -0.2440 shared + 7 1 head 3 -0.2450 -0.2790 shared + 8 2 head 3 -0.0710 -0.4130 shared + 9 2 mlp 977 -0.1450 -0.0870 shared + 10 2 head 0 -0.0030 -0.1220 over_only + 11 1 mlp 603 -0.0390 0.0000 std_only + 12 2 mlp 300 -0.0010 -0.0160 over_only + 13 2 mlp 400 -0.0130 -0.0010 std_only + 14 2 mlp 356 -0.0090 0.0000 null + 15 1 mlp 416 0.0000 -0.0080 null + 16 2 mlp 690 0.0000 -0.0070 null + 17 2 mlp 390 0.0000 -0.0060 null + 18 0 mlp 719 0.0000 -0.0050 null + 19 1 mlp 151 0.0000 -0.0040 null + 20 2 mlp 113 0.0000 -0.0040 null + + Analysing pairs: 83%|████████▎ | 5/6 [00:21<00:04, 4.56s/it] +====================================================================== +PAIR: +->* (1477 neurons, 1000 prompts) +====================================================================== + Baseline: std=1.000 over=0.987 + + Neurons: 0%| | 0/1477 [00:00* + + Std Std Std Ov… Ov… Ov… No No No + on… on… on… on… on… on… Sh… Sh… Sh… ef… e… ef… + Layer Δs… Δo… n Δs… Δo… n Δs… Δo… n Δs… Δ… n + ────────────────────────────────────────────────────────────────────────────── + 0 nan nan 0 0.… -0… 5 -0… -0… 2 0.… -… 314 + 1 -0… -0… 1 0.… -0… 26 -0… -0… 3 -0… -… 496 + 2 nan nan 0 -0… -0… 25 -0… -0… 6 0.… -… 599 + + + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/zeroing_1000/+_to_*/ablation_analysis.json + Generating plots... + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/zeroing_1000/+_to_*/ablation_scatter.png + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/zeroing_1000/+_to_*/category_summary.png + Top-20 most impactful components — +->* + + Rank Layer Type Index Δacc-std Δacc-over Category + ──────────────────────────────────────────────────────────────── + 1 1 head 2 -0.9970 -0.9830 shared + 2 0 head 3 -0.9470 -0.9830 shared + 3 1 head 0 -0.7950 -0.9820 shared + 4 2 head 2 -0.5460 -0.9130 shared + 5 0 head 2 -0.5710 -0.8800 shared + 6 2 head 1 -0.4270 -0.9400 shared + 7 1 head 3 -0.2450 -0.9680 shared + 8 2 head 0 -0.0030 -0.9460 over_only + 9 2 head 3 -0.0710 -0.8260 shared + 10 2 mlp 400 -0.0130 -0.5740 shared + 11 2 mlp 236 0.0000 -0.3520 over_only + 12 2 mlp 977 -0.1450 -0.1670 shared + 13 0 mlp 696 0.0000 -0.2100 over_only + 14 2 mlp 801 0.0000 -0.1710 over_only + 15 0 mlp 312 0.0000 -0.1280 over_only + 16 0 mlp 415 0.0000 -0.1100 over_only + 17 2 mlp 27 -0.0230 -0.0710 shared + 18 2 mlp 169 0.0000 -0.0850 over_only + 19 2 mlp 450 0.0000 -0.0840 over_only + 20 1 mlp 195 0.0000 -0.0780 over_only + + Analysing pairs: 100%|██████████| 6/6 [00:26<00:00, 4.54s/it] Analysing pairs: 100%|██████████| 6/6 [00:26<00:00, 4.39s/it] + +====================================================================== +COMBINED CROSS-PAIR ANALYSIS +====================================================================== + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/zeroing_1000/combined/combined_ablation_scatter.png + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/zeroing_1000/combined/operation_scatter.png + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/zeroing_1000/combined/cross_operation_scatter.png + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/zeroing_1000/combined/jaccard_heatmap.png + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/zeroing_1000/combined/delta_accuracy_heatmap.png + Saved: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/zeroing_1000/combined/circuit_overlap_profile.png + Jaccard similarity: plain-T vs + overloaded-T circuits + (threshold=0.01) + + Layer '*' '+' '-' + ─────────────────────────────── + 0 0.308 0.500 0.200 + 1 0.386 0.833 0.571 + 2 0.587 0.312 0.714 + + Circuit overlap summary per pair (threshold=0.01) + + Pair Std only Over only Shared No effect Total + ────────────────────────────────────────────────────────── + *->+ 44 3 11 1505 1563 + *->- 37 6 12 1496 1551 + +->* 1 56 11 1409 1477 + +->- 2 2 9 1585 1598 + -->* 1 56 12 1438 1507 + -->+ 0 11 10 1553 1574 + + +====================================================================== +Ablation analysis complete! + Output: results/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/analysis/zeroing_1000 +====================================================================== diff --git 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b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/inference/baseline/[m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=plus]_[oop=mul]_[int=False].pt new file mode 100644 index 0000000000000000000000000000000000000000..60f24a5cb33a4e06c1363cae34d20a19859e83a1 --- /dev/null +++ b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/inference/baseline/[m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=10000]_[fs=8]_[rv=True]_[pz=True]_[op=plus]_[oop=mul]_[int=False].pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:86cda1bc4ba05e080464fa1f6fe759dc5ca64fae88c136943a23a8cf8f3bab04 +size 1646308911 diff --git a/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/inference/zeroing_100/[m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=100]_[fs=8]_[rv=True]_[pz=True]_[op=minus]_[oop=mul]_[int=True].pt b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/inference/zeroing_100/[m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=100]_[fs=8]_[rv=True]_[pz=True]_[op=minus]_[oop=mul]_[int=True].pt new file mode 100644 index 0000000000000000000000000000000000000000..cc137e49a1af1ac636fe5bf5024d40da8e7473ed --- /dev/null +++ b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/inference/zeroing_100/[m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=100]_[fs=8]_[rv=True]_[pz=True]_[op=minus]_[oop=mul]_[int=True].pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f591399b91aa6770a2d1f09529cbaffe06ff338e425ae1db5e102a89cdae2aea +size 895105209 diff --git a/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/inference/zeroing_100/[m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=100]_[fs=8]_[rv=True]_[pz=True]_[op=minus]_[oop=plus]_[int=True].pt b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/inference/zeroing_100/[m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=100]_[fs=8]_[rv=True]_[pz=True]_[op=minus]_[oop=plus]_[int=True].pt new file mode 100644 index 0000000000000000000000000000000000000000..3f4d765e21a51a67a18768d85100a15f87dfd493 --- /dev/null +++ b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/inference/zeroing_100/[m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=100]_[fs=8]_[rv=True]_[pz=True]_[op=minus]_[oop=plus]_[int=True].pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ed290004be934036bf29760131033de9ec464fabb76804cef15cb761e41748fd +size 892619865 diff --git a/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/inference/zeroing_100/[m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=100]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=minus]_[int=True].pt b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/inference/zeroing_100/[m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=100]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=minus]_[int=True].pt new file mode 100644 index 0000000000000000000000000000000000000000..4fa827b211d614fd563ae07f4612f89f6f6146c4 --- /dev/null +++ b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/inference/zeroing_100/[m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=100]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=minus]_[int=True].pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8efc9135a9acd23a52d0d420c8a9056cff9b3787bb9f04877188f24b08757a89 +size 921378023 diff --git a/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/inference/zeroing_100/[m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=100]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=plus]_[int=True].pt b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/inference/zeroing_100/[m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=100]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=plus]_[int=True].pt new file mode 100644 index 0000000000000000000000000000000000000000..d075f4c0b66358c8d5bcb9d049db650ecacc7e40 --- /dev/null +++ b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/inference/zeroing_100/[m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=100]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=plus]_[int=True].pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4c09df881869ff0a3b4d30bdcc505f9439071667a33f812d6157cbb32f5e172c +size 932281705 diff --git a/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/inference/zeroing_100/[m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=100]_[fs=8]_[rv=True]_[pz=True]_[op=plus]_[oop=minus]_[int=True].pt b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/inference/zeroing_100/[m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=100]_[fs=8]_[rv=True]_[pz=True]_[op=plus]_[oop=minus]_[int=True].pt new file mode 100644 index 0000000000000000000000000000000000000000..fa63afd72842f3f88add2e85fe4fe886a9b768f7 --- /dev/null +++ b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/inference/zeroing_100/[m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=100]_[fs=8]_[rv=True]_[pz=True]_[op=plus]_[oop=minus]_[int=True].pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:77b0d7ea1c5505f8c907adda1a72aa38f81c5f861cca5ebd47768ce715c03e61 +size 905594817 diff --git a/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/inference/zeroing_100/[m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=100]_[fs=8]_[rv=True]_[pz=True]_[op=plus]_[oop=mul]_[int=True].pt b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/inference/zeroing_100/[m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=100]_[fs=8]_[rv=True]_[pz=True]_[op=plus]_[oop=mul]_[int=True].pt new file mode 100644 index 0000000000000000000000000000000000000000..d587b7792801bd6e2f59833c0623bd1cbed898c4 --- /dev/null +++ b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/inference/zeroing_100/[m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=100]_[fs=8]_[rv=True]_[pz=True]_[op=plus]_[oop=mul]_[int=True].pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5bc6842d9e743f864f6a0eb1310c51861795d72e023086023697828973b975a6 +size 881936425 diff --git a/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/inference/zeroing_1000/[m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=1000]_[fs=8]_[rv=True]_[pz=True]_[op=minus]_[oop=mul]_[int=True].pt b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/inference/zeroing_1000/[m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=1000]_[fs=8]_[rv=True]_[pz=True]_[op=minus]_[oop=mul]_[int=True].pt new file mode 100644 index 0000000000000000000000000000000000000000..c227191b32b4dd8e6581f576bc4b873f135a2152 --- /dev/null +++ b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/inference/zeroing_1000/[m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=1000]_[fs=8]_[rv=True]_[pz=True]_[op=minus]_[oop=mul]_[int=True].pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2fae0c64293d23febd16b17c334fb87eedaa145e1b14d666ecb98e2b364c4c5f +size 9072405627 diff --git a/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/inference/zeroing_1000/[m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=1000]_[fs=8]_[rv=True]_[pz=True]_[op=minus]_[oop=plus]_[int=True].pt b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/inference/zeroing_1000/[m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=1000]_[fs=8]_[rv=True]_[pz=True]_[op=minus]_[oop=plus]_[int=True].pt new file mode 100644 index 0000000000000000000000000000000000000000..17718d4b2f83d7f1ad0e10de028ef206dbb2016a --- /dev/null +++ b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/inference/zeroing_1000/[m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=1000]_[fs=8]_[rv=True]_[pz=True]_[op=minus]_[oop=plus]_[int=True].pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6b317fc8d2452a0f0a23a1823175ad218a0ce209cde10e3e37dd05c0e00c1a48 +size 9047577665 diff --git a/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/inference/zeroing_1000/[m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=1000]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=minus]_[int=True].pt b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/inference/zeroing_1000/[m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=1000]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=minus]_[int=True].pt new file mode 100644 index 0000000000000000000000000000000000000000..6d030c074a93aad733366c0e4727be12eb5b0295 --- /dev/null +++ b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/inference/zeroing_1000/[m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=1000]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=minus]_[int=True].pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:135cd16059c715810e8cabddd4413bc6c40e8050fb9d1857f7c8d7b2744a0255 +size 9337696342 diff --git a/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/inference/zeroing_1000/[m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=1000]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=plus]_[int=True].pt b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/inference/zeroing_1000/[m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=1000]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=plus]_[int=True].pt new file mode 100644 index 0000000000000000000000000000000000000000..1dee1d43a3ece8b619d548e0724f694e84cc9f0f --- /dev/null +++ b/Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I/inference/zeroing_1000/[m=arithmetic-circuit-overloading--Llama-3.3-70B-Instruct-3d-1M-100K-0.1-reverse-padzero-plus-mul-sub-99-256D-3L-4H-1024I]_[p=1000]_[fs=8]_[rv=True]_[pz=True]_[op=mul]_[oop=plus]_[int=True].pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:35a7ddc7759ede4c8f4fe15e07f2cb9c4335fef12974860588920ac5264fc3b8 +size 9428228399 diff --git 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