ENOSYS/GigaChat3.1-10B-A1.8B-750-v1-GGUF

Experimental global target bits‑per‑weight quantization of ai-sage/GigaChat3.1-10B-A1.8B-bf16

• Using non-standard (forked) LLaMA C++ branch for quantization.
• Using a CLI tool to build KLD evaluation and imatrix calibration datasets for GGUF models, sourced from eaddario/imatrix-calibration.
• Using dataset sources: tools, math, code, text_en, text_ru.
• Using dataset chunks: 750.
• Tensors quantinization F16 instead of BF16, Nvidia Pascal architecture friendly like P100.
• Small set of patches added.

Many thanks to Ed Addario for an impressive job.

Quantization comparison

BPW/TGS	SIZE (MiB)	PPL correlation	PPL mean ratio	ΔPPL	Mean KLD	Median KLD	Maximum KLD	99.9% KLD	Mean Δp	RMS Δp
2.750	3504	90.09%	1.468708 ± 0.005521	7.175448 ± 0.098913	0.633578 ± 0.002363	0.313926	30.660967	10.392284	-3.925 ± 0.046 %	21.062 ± 0.068 %
2.875	3663	90.85%	1.367633 ± 0.004848	5.628103 ± 0.082593	0.562811 ± 0.002170	0.277341	25.643534	10.194194	-3.832 ± 0.044 %	20.141 ± 0.067 %
3.000	3822	91.16%	1.358840 ± 0.004750	5.493483 ± 0.081473	0.538277 ± 0.002095	0.263967	27.631903	9.956902	-3.381 ± 0.043 %	19.653 ± 0.067 %
3.125	3981	93.15%	1.238643 ± 0.003773	3.653381 ± 0.062362	0.421670 ± 0.001800	0.200371	28.351372	9.239901	-2.627 ± 0.038 %	17.619 ± 0.064 %
3.250	4140	93.72%	1.236406 ± 0.003615	3.619143 ± 0.060636	0.385529 ± 0.001704	0.183709	28.903301	8.885584	-3.066 ± 0.037 %	17.138 ± 0.064 %
3.375	4299	94.49%	1.182225 ± 0.003213	2.789691 ± 0.052334	0.335596 ± 0.001537	0.161642	26.339941	8.339195	-2.754 ± 0.035 %	16.065 ± 0.062 %
3.500	4458	95.70%	1.098661 ± 0.002612	1.510403 ± 0.040558	0.242724 ± 0.001334	0.095245	30.348700	7.182995	-2.212 ± 0.031 %	14.103 ± 0.063 %
3.625	4617	95.60%	1.077755 ± 0.002564	1.190348 ± 0.038773	0.254184 ± 0.001299	0.107248	34.746563	6.869932	-1.966 ± 0.031 %	14.120 ± 0.061 %
3.750	4776	96.46%	1.059019 ± 0.002278	0.903527 ± 0.034863	0.199596 ± 0.001136	0.079606	28.798738	6.495603	-1.650 ± 0.028 %	12.762 ± 0.060 %
3.875	4935	96.56%	1.014364 ± 0.002130	0.219904 ± 0.032325	0.193066 ± 0.001097	0.080995	28.850201	6.062064	-1.619 ± 0.027 %	12.511 ± 0.058 %
4.000	5094	96.14%	1.040658 ± 0.002317	0.622426 ± 0.034936	0.212281 ± 0.001107	0.095067	34.268818	5.975020	-0.839 ± 0.028 %	12.849 ± 0.057 %
4.125	5253	97.13%	0.989743 ± 0.001899	-0.157030 ± 0.029319	0.158050 ± 0.000985	0.066715	33.086075	5.331661	-1.389 ± 0.025 %	11.412 ± 0.056 %
4.250	5412	97.56%	0.991427 ± 0.001760	-0.131246 ± 0.027099	0.128950 ± 0.000883	0.053147	33.578720	4.832679	-0.858 ± 0.023 %	10.258 ± 0.054 %
4.375	5571	98.42%	1.014575 ± 0.001460	0.223132 ± 0.022368	0.080255 ± 0.000676	0.027194	25.935036	3.807253	-0.339 ± 0.018 %	8.266 ± 0.053 %
4.500	5730	98.53%	1.020259 ± 0.001424	0.310144 ± 0.021933	0.074827 ± 0.000709	0.024782	28.591846	3.737915	-0.211 ± 0.017 %	7.880 ± 0.052 %
4.625	5890	98.43%	1.012727 ± 0.001456	0.194840 ± 0.022305	0.077205 ± 0.000675	0.025733	25.961536	3.821413	-0.249 ± 0.018 %	8.150 ± 0.053 %
4.750	6049	98.69%	1.005256 ± 0.001318	0.080470 ± 0.020171	0.065456 ± 0.000611	0.021828	23.609543	3.366829	-0.227 ± 0.017 %	7.487 ± 0.052 %
4.875	6208	98.68%	1.007570 ± 0.001329	0.115888 ± 0.020355	0.064722 ± 0.000622	0.022027	23.776411	3.370074	-0.192 ± 0.016 %	7.400 ± 0.051 %
5.000	6367	98.76%	1.003428 ± 0.001279	0.052475 ± 0.019572	0.060466 ± 0.000579	0.020747	25.811150	3.064398	-0.248 ± 0.016 %	7.209 ± 0.051 %
5.125	6526	98.77%	1.006995 ± 0.001282	0.107087 ± 0.019632	0.059681 ± 0.000599	0.020448	32.101528	2.992807	-0.140 ± 0.016 %	7.118 ± 0.050 %
5.250	6685	98.83%	1.002481 ± 0.001243	0.037985 ± 0.019023	0.056570 ± 0.000609	0.019174	33.078915	2.996349	-0.198 ± 0.015 %	6.909 ± 0.050 %
5.375	6844	98.89%	1.006384 ± 0.001216	0.097726 ± 0.018624	0.053188 ± 0.000581	0.017634	29.220249	2.952291	-0.157 ± 0.015 %	6.679 ± 0.050 %
5.500	7003	98.98%	1.011065 ± 0.001177	0.169390 ± 0.018105	0.048359 ± 0.000525	0.015868	24.784534	2.487171	0.002 ± 0.014 %	6.533 ± 0.049 %
5.625	7162	99.18%	0.993691 ± 0.001026	-0.096579 ± 0.015738	0.035009 ± 0.000502	0.010065	24.782936	2.058697	-0.135 ± 0.012 %	5.578 ± 0.050 %
5.750	7321	99.21%	1.001571 ± 0.001022	0.024053 ± 0.015656	0.032926 ± 0.000478	0.009236	28.890903	1.993644	-0.053 ± 0.012 %	5.388 ± 0.049 %
5.875	7480	99.28%	1.000869 ± 0.000974	0.013302 ± 0.014916	0.029095 ± 0.000409	0.008163	22.879532	1.781184	-0.064 ± 0.011 %	5.062 ± 0.047 %
6.000	7639	99.32%	1.008715 ± 0.000956	0.133418 ± 0.014736	0.027239 ± 0.000437	0.007511	22.681236	1.728597	-0.083 ± 0.011 %	4.871 ± 0.048 %
6.125	7798	99.34%	1.002073 ± 0.000939	0.031741 ± 0.014379	0.025381 ± 0.000372	0.007354	22.027390	1.516017	-0.093 ± 0.010 %	4.741 ± 0.046 %
6.250	7957	99.37%	1.020782 ± 0.000945	0.318146 ± 0.014972	0.024460 ± 0.000432	0.006627	25.393843	1.640636	-0.052 ± 0.010 %	4.564 ± 0.047 %
6.375	8116	99.39%	1.012039 ± 0.000919	0.184303 ± 0.014282	0.023308 ± 0.000416	0.006228	23.982016	1.526792	-0.043 ± 0.010 %	4.502 ± 0.047 %
6.500	8275	99.40%	1.020302 ± 0.000918	0.310798 ± 0.014536	0.022949 ± 0.000411	0.006061	25.441256	1.560629	-0.073 ± 0.010 %	4.459 ± 0.047 %
6.625	8434	99.50%	1.015903 ± 0.000836	0.243456 ± 0.013148	0.017084 ± 0.000349	0.004404	21.899401	1.088672	-0.047 ± 0.009 %	3.880 ± 0.046 %
6.750	8593	99.54%	1.025129 ± 0.000819	0.384694 ± 0.013381	0.014613 ± 0.000324	0.003346	22.134905	1.044071	0.025 ± 0.008 %	3.586 ± 0.047 %
6.875	8752	99.53%	1.021068 ± 0.000819	0.322524 ± 0.013152	0.014827 ± 0.000345	0.003374	31.316954	1.047663	0.000 ± 0.008 %	3.596 ± 0.046 %
7.000	8911	99.55%	1.024709 ± 0.000805	0.378267 ± 0.013154	0.014163 ± 0.000307	0.003245	21.271984	1.047468	0.011 ± 0.008 %	3.549 ± 0.047 %
7.125	9070	99.55%	1.022398 ± 0.000807	0.342897 ± 0.013045	0.014525 ± 0.000327	0.003295	21.503429	1.024429	0.014 ± 0.008 %	3.593 ± 0.048 %
7.250	9229	99.56%	1.028127 ± 0.000808	0.430596 ± 0.013412	0.013705 ± 0.000289	0.003147	19.222500	1.020773	0.032 ± 0.008 %	3.505 ± 0.047 %
7.375	9388	99.57%	1.027008 ± 0.000792	0.413460 ± 0.013127	0.013062 ± 0.000278	0.002880	18.601868	0.991505	0.021 ± 0.008 %	3.478 ± 0.049 %
7.500	9547	99.58%	1.022934 ± 0.000782	0.351091 ± 0.012730	0.012368 ± 0.000291	0.002729	18.961008	0.900389	0.011 ± 0.007 %	3.332 ± 0.047 %
7.625	9706	99.57%	1.027221 ± 0.000793	0.416723 ± 0.013155	0.012728 ± 0.000334	0.002821	26.743662	0.889915	0.039 ± 0.007 %	3.399 ± 0.048 %
7.750	9865	99.58%	1.025006 ± 0.000784	0.382820 ± 0.012889	0.012181 ± 0.000286	0.002689	17.761831	0.925288	0.023 ± 0.007 %	3.367 ± 0.048 %
7.875	10024	99.58%	1.026968 ± 0.000785	0.412852 ± 0.013041	0.012134 ± 0.000297	0.002717	20.470541	0.858458	0.043 ± 0.007 %	3.291 ± 0.045 %
8.000	10183	99.59%	1.024610 ± 0.000777	0.376758 ± 0.012760	0.011861 ± 0.000302	0.002600	23.916935	0.892956	0.008 ± 0.007 %	3.292 ± 0.048 %
8.125	10342	99.60%	1.025372 ± 0.000763	0.388413 ± 0.012623	0.011646 ± 0.000280	0.002636	19.365534	0.855019	0.028 ± 0.007 %	3.250 ± 0.045 %
8.250	10501	99.60%	1.024733 ± 0.000765	0.378644 ± 0.012606	0.011539 ± 0.000290	0.002505	23.350641	0.838322	0.004 ± 0.007 %	3.250 ± 0.047 %
8.375	10661	99.60%	1.022929 ± 0.000761	0.351025 ± 0.012442	0.011353 ± 0.000303	0.002429	24.381865	0.840560	0.023 ± 0.007 %	3.225 ± 0.048 %
8.500	10819	99.61%	1.021716 ± 0.000752	0.332456 ± 0.012246	0.010923 ± 0.000278	0.002375	25.404078	0.804361	0.025 ± 0.007 %	3.175 ± 0.049 %
8.625	10978	99.61%	1.023591 ± 0.000750	0.361155 ± 0.012322	0.010546 ± 0.000277	0.002151	18.915178	0.821481	0.022 ± 0.007 %	3.139 ± 0.050 %
8.750	11137	99.66%	1.016991 ± 0.000696	0.260111 ± 0.011190	0.008489 ± 0.000264	0.001579	22.072056	0.705830	0.024 ± 0.006 %	2.832 ± 0.052 %
8.875	11296	99.66%	1.016703 ± 0.000691	0.255707 ± 0.011100	0.008476 ± 0.000277	0.001562	20.473799	0.683693	0.014 ± 0.006 %	2.759 ± 0.050 %
9.000	11456	99.66%	1.016588 ± 0.000695	0.253941 ± 0.011152	0.008375 ± 0.000274	0.001422	20.314676	0.684510	0.018 ± 0.006 %	2.763 ± 0.050 %
9.125	11614	99.66%	1.017290 ± 0.000692	0.264687 ± 0.011147	0.008240 ± 0.000274	0.001384	20.799490	0.658757	0.029 ± 0.006 %	2.735 ± 0.050 %
9.250	11774	99.66%	1.018057 ± 0.000697	0.276428 ± 0.011269	0.008108 ± 0.000228	0.001403	16.491100	0.711742	0.035 ± 0.006 %	2.749 ± 0.048 %
9.375	11932	99.67%	1.015225 ± 0.000685	0.233083 ± 0.010937	0.007767 ± 0.000270	0.001289	19.463987	0.674894	0.012 ± 0.006 %	2.675 ± 0.048 %
9.500	12091	99.67%	1.018677 ± 0.000692	0.285927 ± 0.011223	0.008071 ± 0.000272	0.001354	22.177876	0.690820	0.034 ± 0.006 %	2.780 ± 0.051 %
9.625	12250	99.67%	1.014632 ± 0.000683	0.224007 ± 0.010875	0.007610 ± 0.000280	0.001276	24.419128	0.619948	0.015 ± 0.006 %	2.639 ± 0.048 %
9.750	12408	99.67%	1.014877 ± 0.000684	0.227755 ± 0.010913	0.007592 ± 0.000262	0.001231	19.517189	0.601438	0.014 ± 0.006 %	2.645 ± 0.050 %
9.875	12568	99.67%	1.013450 ± 0.000679	0.205913 ± 0.010769	0.007440 ± 0.000277	0.001202	20.140268	0.636559	0.022 ± 0.006 %	2.612 ± 0.050 %
10.000	12727	99.67%	1.014093 ± 0.000683	0.215754 ± 0.010861	0.007558 ± 0.000274	0.001231	19.714268	0.632921	0.014 ± 0.006 %	2.641 ± 0.050 %
10.125	12886	99.67%	1.013744 ± 0.000678	0.210406 ± 0.010762	0.007376 ± 0.000246	0.001186	19.442703	0.630977	0.010 ± 0.006 %	2.646 ± 0.053 %
10.250	13046	99.67%	1.013908 ± 0.000680	0.212922 ± 0.010808	0.007539 ± 0.000281	0.001231	23.797590	0.607142	0.013 ± 0.006 %	2.639 ± 0.050 %
10.375	13204	99.68%	1.014028 ± 0.000673	0.214749 ± 0.010714	0.007474 ± 0.000272	0.001193	20.718899	0.612245	0.013 ± 0.006 %	2.612 ± 0.050 %
10.500	13364	99.67%	1.013952 ± 0.000676	0.213597 ± 0.010750	0.007299 ± 0.000261	0.001145	19.410480	0.618763	0.013 ± 0.006 %	2.578 ± 0.049 %
10.625	13523	99.67%	1.013976 ± 0.000677	0.213963 ± 0.010763	0.007451 ± 0.000261	0.001189	20.569273	0.622427	0.019 ± 0.006 %	2.592 ± 0.049 %
10.750	13680	99.67%	1.014306 ± 0.000677	0.219003 ± 0.010782	0.007248 ± 0.000247	0.001148	19.228298	0.613274	0.011 ± 0.006 %	2.586 ± 0.050 %
10.875	13840	99.67%	1.015255 ± 0.000679	0.233540 ± 0.010856	0.007507 ± 0.000281	0.001193	20.199493	0.593870	0.017 ± 0.006 %	2.613 ± 0.050 %
11.000	13999	99.67%	1.014683 ± 0.000678	0.224779 ± 0.010816	0.007216 ± 0.000247	0.001145	17.941696	0.647005	0.016 ± 0.006 %	2.611 ± 0.051 %
11.125	14159	99.69%	1.013409 ± 0.000664	0.205278 ± 0.010543	0.007003 ± 0.000258	0.001083	18.874243	0.592008	0.017 ± 0.006 %	2.540 ± 0.048 %
11.250	14318	99.69%	1.012913 ± 0.000664	0.197686 ± 0.010520	0.006675 ± 0.000245	0.001053	19.168644	0.563273	0.015 ± 0.006 %	2.505 ± 0.050 %
11.375	14477	99.68%	1.013141 ± 0.000668	0.201168 ± 0.010595	0.006782 ± 0.000237	0.001087	18.673468	0.586665	0.015 ± 0.005 %	2.490 ± 0.048 %
11.500	14636	99.69%	1.012523 ± 0.000660	0.191714 ± 0.010454	0.006529 ± 0.000236	0.001042	18.647163	0.548347	0.019 ± 0.005 %	2.449 ± 0.049 %
11.625	14792	99.69%	1.013233 ± 0.000657	0.202580 ± 0.010438	0.006673 ± 0.000254	0.001027	18.959124	0.565285	0.015 ± 0.005 %	2.463 ± 0.051 %
11.750	14953	99.68%	1.013257 ± 0.000669	0.202953 ± 0.010613	0.007152 ± 0.000285	0.001047	18.918600	0.630295	0.018 ± 0.006 %	2.532 ± 0.051 %
11.875	15113	99.69%	1.013355 ± 0.000661	0.204458 ± 0.010493	0.006514 ± 0.000231	0.001013	19.042858	0.575434	0.011 ± 0.005 %	2.461 ± 0.048 %
12.000	15271	99.68%	1.013285 ± 0.000665	0.203384 ± 0.010551	0.006936 ± 0.000268	0.001065	21.028812	0.592060	0.013 ± 0.006 %	2.541 ± 0.051 %
12.125	15431	99.69%	1.013224 ± 0.000660	0.202447 ± 0.010488	0.006615 ± 0.000235	0.001027	19.068192	0.602703	0.024 ± 0.006 %	2.530 ± 0.051 %
12.250	15588	99.69%	1.013507 ± 0.000659	0.206774 ± 0.010476	0.006742 ± 0.000270	0.001005	19.197704	0.560796	0.016 ± 0.005 %	2.460 ± 0.049 %
12.375	15749	99.68%	1.012585 ± 0.000666	0.192658 ± 0.010549	0.006849 ± 0.000263	0.001032	19.046614	0.624302	0.023 ± 0.006 %	2.511 ± 0.050 %
12.500	15909	99.69%	1.013416 ± 0.000656	0.205388 ± 0.010426	0.006976 ± 0.000341	0.000996	30.070782	0.553184	0.015 ± 0.005 %	2.453 ± 0.051 %
12.625	16068	99.69%	1.013417 ± 0.000664	0.205405 ± 0.010551	0.006847 ± 0.000255	0.001034	18.872683	0.592905	0.021 ± 0.006 %	2.511 ± 0.051 %
12.750	16225	99.69%	1.013988 ± 0.000661	0.214149 ± 0.010524	0.006546 ± 0.000255	0.000997	19.983679	0.570902	0.020 ± 0.005 %	2.420 ± 0.047 %
12.875	16384	99.69%	1.012895 ± 0.000656	0.197416 ± 0.010405	0.006727 ± 0.000276	0.000977	20.882362	0.548220	0.020 ± 0.005 %	2.481 ± 0.052 %
13.000	16544	99.68%	1.012696 ± 0.000668	0.194360 ± 0.010572	0.006706 ± 0.000273	0.000997	21.368870	0.577613	0.015 ± 0.005 %	2.482 ± 0.051 %
13.125	16696	99.69%	1.012827 ± 0.000655	0.196367 ± 0.010396	0.006580 ± 0.000276	0.000961	19.636349	0.539285	0.022 ± 0.005 %	2.418 ± 0.049 %
13.250	16862	99.70%	1.013051 ± 0.000652	0.199793 ± 0.010356	0.006516 ± 0.000245	0.001011	18.378595	0.584926	0.018 ± 0.005 %	2.416 ± 0.049 %
13.375	17022	99.70%	1.012315 ± 0.000650	0.188526 ± 0.010298	0.006461 ± 0.000271	0.000967	19.541945	0.532116	0.014 ± 0.005 %	2.427 ± 0.050 %
13.500	17180	99.69%	1.012152 ± 0.000661	0.186035 ± 0.010446	0.006609 ± 0.000256	0.001001	19.819275	0.579343	0.012 ± 0.005 %	2.414 ± 0.050 %
13.625	17340	99.69%	1.012344 ± 0.000663	0.188980 ± 0.010478	0.006545 ± 0.000266	0.000967	21.722115	0.581532	0.014 ± 0.005 %	2.406 ± 0.049 %
13.750	17492	99.69%	1.012725 ± 0.000656	0.194806 ± 0.010399	0.006602 ± 0.000311	0.000947	31.362030	0.558576	0.016 ± 0.005 %	2.458 ± 0.052 %
13.875	17657	99.69%	1.012659 ± 0.000654	0.193798 ± 0.010372	0.006449 ± 0.000240	0.000980	18.928963	0.584710	0.017 ± 0.005 %	2.418 ± 0.049 %
14.000	17813	99.70%	1.012146 ± 0.000651	0.185948 ± 0.010307	0.006304 ± 0.000235	0.000948	18.758667	0.537241	0.018 ± 0.005 %	2.407 ± 0.050 %
14.125	17975	99.68%	1.013601 ± 0.000667	0.208224 ± 0.010593	0.006542 ± 0.000246	0.000976	21.416483	0.633320	0.009 ± 0.005 %	2.474 ± 0.053 %
14.250	18134	99.69%	1.012774 ± 0.000655	0.195555 ± 0.010383	0.006236 ± 0.000247	0.000934	18.788988	0.538596	0.012 ± 0.005 %	2.376 ± 0.048 %
14.375	18288	99.70%	1.012470 ± 0.000649	0.190906 ± 0.010282	0.006284 ± 0.000296	0.000906	31.802967	0.547245	0.022 ± 0.005 %	2.411 ± 0.052 %
14.500	18453	99.70%	1.012954 ± 0.000653	0.198314 ± 0.010367	0.006192 ± 0.000230	0.000945	18.992279	0.574698	0.018 ± 0.005 %	2.371 ± 0.047 %
14.625	18609	99.70%	1.013029 ± 0.000652	0.199464 ± 0.010350	0.006264 ± 0.000297	0.000903	29.076559	0.532940	0.017 ± 0.005 %	2.400 ± 0.052 %
14.750	18771	99.70%	1.012923 ± 0.000650	0.197831 ± 0.010328	0.006385 ± 0.000257	0.000951	19.178585	0.540540	0.023 ± 0.005 %	2.390 ± 0.050 %
14.875	18929	99.69%	1.012335 ± 0.000657	0.188844 ± 0.010402	0.006149 ± 0.000233	0.000920	17.733660	0.523330	0.012 ± 0.005 %	2.344 ± 0.047 %
15.000	19084	99.70%	1.012698 ± 0.000649	0.194390 ± 0.010300	0.006208 ± 0.000292	0.000891	29.146189	0.530963	0.019 ± 0.005 %	2.389 ± 0.051 %
15.125	19247	99.69%	1.012992 ± 0.000655	0.198896 ± 0.010407	0.006141 ± 0.000245	0.000910	19.324158	0.547946	0.019 ± 0.005 %	2.343 ± 0.048 %
15.250	19406	99.70%	1.013381 ± 0.000646	0.204855 ± 0.010286	0.006350 ± 0.000257	0.000887	17.933092	0.592217	0.023 ± 0.005 %	2.422 ± 0.051 %
15.375	19564	99.70%	1.012699 ± 0.000650	0.194414 ± 0.010315	0.006196 ± 0.000285	0.000861	24.918396	0.519731	0.024 ± 0.005 %	2.337 ± 0.051 %
15.500	19719	99.70%	1.012664 ± 0.000652	0.193868 ± 0.010342	0.005820 ± 0.000237	0.000838	18.379749	0.492615	0.028 ± 0.005 %	2.299 ± 0.050 %
15.625	19884	99.70%	1.013846 ± 0.000651	0.211964 ± 0.010386	0.006172 ± 0.000278	0.000867	26.033194	0.505156	0.023 ± 0.005 %	2.343 ± 0.050 %
15.750	20039	99.70%	1.013008 ± 0.000651	0.199144 ± 0.010352	0.005814 ± 0.000238	0.000836	18.426023	0.492568	0.023 ± 0.005 %	2.297 ± 0.050 %
15.875	20202	99.70%	1.013150 ± 0.000650	0.201306 ± 0.010331	0.005794 ± 0.000236	0.000824	18.269939	0.495334	0.023 ± 0.005 %	2.287 ± 0.050 %
16.000	20354	99.71%	1.011306 ± 0.000639	0.173086 ± 0.010084	0.005484 ± 0.000244	0.000750	18.494905	0.477412	0.018 ± 0.005 %	2.187 ± 0.049 %