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Global Metrics

Metric		r0	r1	r2
Total Time (s)		7.65	8.01	7.97
Max (Thread Active Time) (s)		5.06	5.38	5.42
Average Active Time (s)		4.37	4.37	4.34
Activity Ratio (%)		74.9	74.6	74.9
Average number of active threads		54.764	52.400	52.283
Affinity Stability (%)		95.2	92.5	92.2
Time in analyzed loops (%)		64.5	63.9	63.6
Time in analyzed innermost loops (%)		61.6	58.0	57.7
Time in user code (%)		65.7	64.3	64.0
Compilation Options Score (%)		99.2	75.0	100.0
Array Access Efficiency (%)		70.5	76.9	77.4
Potential Speedups
Perfect Flow Complexity		1.00	1.01	1.00
Perfect OpenMP/MPI/Pthread/TBB		1.22	1.25	1.31
Perfect OpenMP/MPI/Pthread/TBB + Perfect Load Distribution		1.74	1.89	1.93
No Scalar Integer	Potential Speedup	1.01	1.01	1.01
	Nb Loops to get 80%	4	4	4
FP Vectorised	Potential Speedup	1.00	1.01	1.00
	Nb Loops to get 80%	2	2	2
Fully Vectorised	Potential Speedup	1.37	1.34	1.34
	Nb Loops to get 80%	2	2	1
Only FP Arithmetic	Potential Speedup	1.77	1.70	1.78
	Nb Loops to get 80%	2	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–
▼–
○	-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.
▼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–
○
▼exec–
▼–
○	-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.
▼libggml-base.so–
▼ggml.c–
○	-mcpu=native is missing.

Source Object	Issue
▼libllama.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.
▼libggml-cpu.so–
▼vec.cpp–
○	-funroll-loops is missing.
▼traits.cpp–
○	-funroll-loops is missing.
▼kai_rhs_pack_nxk_qsi4c32pscalef16_qsu4c32s16s0.c–
○	-funroll-loops is missing.
▼kai_matmul_clamp_f32_qsi8d32p4x8_qsi4c32p4x8_16x4_neon_i8mm.c–
○	-funroll-loops is missing.
▼ops.cpp–
○	-funroll-loops is missing.
▼kleidiai.cpp–
○	-funroll-loops is missing.
▼ggml-cpu.cpp–
○	-funroll-loops is missing.
▼kai_lhs_quant_pack_qsi8d32p4x8sb_f32_neon.c–
○	-funroll-loops is missing.
▼binary-ops.cpp–
○	-funroll-loops is missing.
▼ggml-cpu.c–
○	-funroll-loops is missing.
▼quants.c–
○	-funroll-loops is missing.
▼libggml-base.so–
▼ggml.c–
○	-funroll-loops is missing.

Source Object	Issue
▼libllama.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.
▼libggml-cpu.so–
▼binary-ops.cpp–
○
▼traits.cpp–
○
▼kai_rhs_pack_nxk_qsi4c32pscalef16_qsu4c32s16s0.c–
○
▼kai_matmul_clamp_f32_qsi8d32p4x8_qsi4c32p4x8_16x4_neon_i8mm.c–
○
▼kleidiai.cpp–
○
▼vec.cpp–
○
▼kai_lhs_quant_pack_qsi8d32p4x8sb_f32_neon.c–
○
▼ops.cpp–
○
▼ggml-cpu.c–
○
▼quants.c–
○
▼libggml-base.so–
▼ggml.c–
○

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_2