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Global Metrics

Metric		r0	r1	r2
Total Time (s)		3.55	4.00	4.08
Max (Thread Active Time) (s)		1.77	2.00	2.22
Average Active Time (s)		0.99	0.84	0.85
Activity Ratio (%)		71.5	60.2	60.1
Average number of active threads		17.862	13.452	13.296
Affinity Stability (%)		76.6	64.5	64.3
Time in analyzed loops (%)		79.0	94.8	94.3
Time in analyzed innermost loops (%)		77.4	92.0	90.9
Time in user code (%)		79.3	95.2	94.8
Compilation Options Score (%)		99.7	75.0	87.5
Array Access Efficiency (%)		73.9	74.4	74.1
Potential Speedups
Perfect Flow Complexity		1.00	1.01	1.01
Perfect OpenMP/MPI/Pthread/TBB		1.03	1.01	1.01
Perfect OpenMP/MPI/Pthread/TBB + Perfect Load Distribution		2.23	2.47	2.73
No Scalar Integer	Potential Speedup	1.01	1.01	1.02
	Nb Loops to get 80%	1	2	3
FP Vectorised	Potential Speedup	1.13	1.17	1.17
	Nb Loops to get 80%	1	1	1
Fully Vectorised	Potential Speedup	2.51	3.58	3.51
	Nb Loops to get 80%	1	1	2
Only FP Arithmetic	Potential Speedup	2.57	3.74	3.76
	Nb Loops to get 80%	1	1	2

Cumulated Speedup If No Scalar Integer

Cumulated Speedup If FP Vectorized

Cumulated Speedup If Fully Vectorized

Cumulated Speedup If Only FP Arithmetic

Loop Based Profiles

Innermost / Single Loops

Inbetween Loops

Outermost Loops

Cumulated Coverage With All Loops

Innermost Loop Based Profiles

Coverage

Count

Application Categorization

Time

Coverage

Compilation Options

r0r1r2

Source Object	Issue
▼libllama.so–
▼hashtable.h–
○	-mcpu=native is missing.
▼llama-vocab.cpp–
○	-mcpu=native is missing.
▼llama-impl.cpp–
○	-mcpu=native is missing.
▼libggml-cpu.so–
▼binary-ops.cpp–
○
▼kai_rhs_pack_nxk_qsi4c32pscalef16_qsu4c32s16s0.c–
○
▼kai_matmul_clamp_f32_qsi8d32p4x8_qsi4c32p4x8_16x4_neon_i8mm.c–
○
▼kleidiai.cpp–
○
▼quants.c–
○
▼kai_lhs_quant_pack_qsi8d32p4x8sb_f32_neon.c–
○
▼vec.cpp–
○
▼ggml-cpu.c–
○
▼ops.cpp–
○
▼libggml-base.so–
▼–
○	-g is missing for some functions (possibly ones added by the compiler), it is needed to have more accurate reports. Other recommended flags are: -O2/-O3, -march=(target)
○	-O2, -O3 or -Ofast is missing.
○	-mcpu=native is missing.
▼[vdso]–
▼–
○	-g is missing for some functions (possibly ones added by the compiler), it is needed to have more accurate reports. Other recommended flags are: -O2/-O3, -march=(target)
○	-O2, -O3 or -Ofast is missing.
○	-mcpu=native is missing.

Source Object	Issue
▼libllama.so–
▼hashtable.h–
○	-funroll-loops is missing.
▼llama-vocab.cpp–
○	-funroll-loops is missing.
▼hashtable_policy.h–
○	-funroll-loops is missing.
▼libggml-cpu.so–
▼binary-ops.cpp–
○	-funroll-loops is missing.
▼vec.cpp–
○	-funroll-loops is missing.
▼kai_lhs_quant_pack_qsi8d32p4x8sb_f32_neon.c–
○	-funroll-loops is missing.
▼kai_matmul_clamp_f32_qsi8d32p4x8_qsi4c32p4x8_16x4_neon_i8mm.c–
○	-funroll-loops is missing.
▼kai_rhs_pack_nxk_qsi4c32pscalef16_qsu4c32s16s0.c–
○	-funroll-loops is missing.
▼ops.cpp–
○	-funroll-loops is missing.
▼ggml-cpu.c–
○	-funroll-loops is missing.
▼quants.c–
○	-funroll-loops is missing.
▼libggml-base.so–
▼–
○	-g is missing for some functions (possibly ones added by the compiler), it is needed to have more accurate reports. Other recommended flags are: -O2/-O3, -march=(target)
○	-O2, -O3 or -Ofast is missing.
○	-mcpu=native is missing.

Source Object	Issue
▼libllama.so–
▼hashtable.h–
○	-O3 or -Ofast is missing.
▼llama-vocab.cpp–
○	-O3 or -Ofast is missing.
▼llama-impl.cpp–
○	-O3 or -Ofast is missing.
▼libggml-cpu.so–
▼binary-ops.cpp–
○	-O3 or -Ofast is missing.
▼traits.cpp–
○	-O3 or -Ofast is missing.
▼kai_rhs_pack_nxk_qsi4c32pscalef16_qsu4c32s16s0.c–
○	-O3 or -Ofast is missing.
▼kai_matmul_clamp_f32_qsi8d32p4x8_qsi4c32p4x8_16x4_neon_i8mm.c–
○	-O3 or -Ofast is missing.
▼ops.cpp–
○	-O3 or -Ofast is missing.
▼kai_lhs_quant_pack_qsi8d32p4x8sb_f32_neon.c–
○	-O3 or -Ofast is missing.
▼vec.cpp–
○	-O3 or -Ofast is missing.
▼ggml-cpu.c–
○	-O3 or -Ofast is missing.
▼quants.c–
○	-O3 or -Ofast is missing.
▼libggml-base.so–
▼–
○	-g is missing for some functions (possibly ones added by the compiler), it is needed to have more accurate reports. Other recommended flags are: -O2/-O3, -march=(target)
○	-O2, -O3 or -Ofast is missing.
○	-mcpu=native is missing.

Path Count Profiles

Coverage

Count

Low Iteration Count Profiles

Coverage

Count

Average Number of Active Threads

Run 1 - orig_default

Run 2 - gcc_default

Run 3 - gcc_6