Twelve folds, three years, sequential and parallel

match ← All linear growth benchmarks

Prophet's default model on three years of daily rows, with twelve monthly cutoffs forecasting 30 days each. Python Prophet is also timed with parallel="threads" and parallel="processes", which must give the same forecasts as running sequentially.

Input

benchmark/inputs/v3/linear-long-history.json: 1095 history rows and 365 forecast rows.

Output

Largest difference: 0.22 (0.052% of the input's range).

Each row is one forecast made during cross-validation, next to the value that actually happened.

Date	Actual	Effect Prophet	Python Prophet	Difference
2022-01-02	247.4845	249.4687	249.4689	0.00017
2022-01-03	247.9985	249.1054	249.1071	0.0017
2022-01-04	250.9901	249.6220	249.6254	0.0034
2022-01-05	251.2120	250.9387	250.9439	0.0052
2022-01-06	251.1885	252.4220	252.4295	0.0074
2022-01-07	253.9641	253.0253	253.0352	0.0099
2022-01-08	254.6540	252.4625	252.4751	0.013
2022-01-09	251.3803	251.5582	251.5739	0.016
2022-01-10	250.4844	251.1908	251.2098	0.019
2022-01-11	253.2622	251.7039	251.7264	0.022
2022-01-12	253.9025	253.0179	253.0439	0.026
2022-01-13	252.7291	254.4993	254.5292	0.030
2022-01-14	254.2625	255.1016	255.1356	0.034
2022-01-15	255.5510	254.5389	254.5771	0.038
2022-01-16	252.7853	253.6358	253.6785	0.043
2022-01-17	251.0825	253.2707	253.3181	0.047
2022-01-18	254.0671	253.7873	253.8395	0.052
2022-01-19	256.3301	255.1059	255.1628	0.057
2022-01-20	255.5859	256.5930	256.6549	0.062
2022-01-21	256.5866	257.2020	257.2691	0.067
2022-01-22	258.7042	256.6469	256.7192	0.072
2022-01-23	256.9688	255.7522	255.8298	0.078
2022-01-24	254.4117	255.3961	255.4792	0.083
2022-01-25	256.4301	255.9221	256.0108	0.089
2022-01-26	259.1693	257.2503	257.3443	0.094
2022-01-27	258.1911	258.7470	258.8467	0.10
2022-01-28	257.5578	259.3655	259.4708	0.11
2022-01-29	259.2236	258.8193	258.9303	0.11
2022-01-30	258.2893	257.9328	258.0497	0.12
2022-01-31	255.3471	257.5840	257.7067	0.12
2022-02-01	256.5991	258.2684	258.3412	0.073
2022-02-02	260.3858	259.6215	259.7009	0.079
2022-02-03	260.6900	261.0567	261.1437	0.087
2022-02-04	259.7344	261.7153	261.8098	0.095
2022-02-05	261.4424	261.2615	261.3635	0.10
2022-02-06	262.2243	260.3283	260.4377	0.11
2022-02-07	259.8835	259.9449	260.0616	0.12
2022-02-08	260.2769	260.5958	260.7203	0.12
2022-02-09	264.2745	261.9491	262.0794	0.13
2022-02-10	265.4254	263.3815	263.5183	0.14
2022-02-11	263.6723	264.0341	264.1769	0.14
2022-02-12	264.2739	263.5711	263.7194	0.15
2022-02-13	265.3932	262.6252	262.7787	0.15
2022-02-14	263.3564	262.2257	262.3839	0.16
2022-02-15	262.6971	262.8572	263.0202	0.16
2022-02-16	266.5974	264.1877	264.3534	0.17
2022-02-17	269.2112	265.5942	265.7629	0.17
2022-02-18	267.9074	266.2180	266.3890	0.17
2022-02-19	268.0179	265.7234	265.8962	0.17
2022-02-20	270.0612	264.7435	264.9175	0.17
2022-02-21	269.3271	264.3080	264.4827	0.17
2022-02-22	268.1310	264.9017	265.0771	0.18
2022-02-23	271.2582	266.1931	266.3673	0.17
2022-02-24	274.5037	267.5597	267.7329	0.17
2022-02-25	273.1327	268.1431	268.3148	0.17
2022-02-26	271.6122	267.6080	267.7778	0.17
2022-02-27	273.0118	266.5882	266.7557	0.17
2022-02-28	272.8794	266.1135	266.2786	0.17
2022-03-01	271.1045	266.6693	266.8322	0.16
2022-03-02	273.1610	267.9245	268.0834	0.16
2022-03-03	277.1583	273.2936	273.2856	0.0080
2022-03-04	276.9590	273.7956	273.7876	0.0081
2022-03-05	275.1011	273.2680	273.2599	0.0081
2022-03-06	276.5327	272.3073	272.2992	0.0081
2022-03-07	277.9394	271.7741	271.7660	0.0081
2022-03-08	276.7574	272.2363	272.2282	0.0081
2022-03-09	277.9098	273.5448	273.5366	0.0081
2022-03-10	281.9897	274.8497	274.8415	0.0082
2022-03-11	282.5472	275.3009	275.2928	0.0081
2022-03-12	279.7528	274.7318	274.7237	0.0081
2022-03-13	279.7227	273.7388	273.7308	0.0080
2022-03-14	281.3051	273.1825	273.1746	0.0079
2022-03-15	280.2837	273.6302	273.6224	0.0078
2022-03-16	280.1554	274.9324	274.9247	0.0077
2022-03-17	283.7964	276.2385	276.2309	0.0076
2022-03-18	285.5681	276.6974	276.6899	0.0074
2022-03-19	283.1294	276.1416	276.1343	0.0072
2022-03-20	282.5301	275.1665	275.1595	0.0070
2022-03-21	285.0162	274.6316	274.6248	0.0068
2022-03-22	285.4836	275.1030	275.0965	0.0065
2022-03-23	285.1026	276.4301	276.4238	0.0063
2022-03-24	288.1820	277.7611	277.7551	0.0060
2022-03-25	290.8026	278.2440	278.2383	0.0057
2022-03-26	288.5662	277.7102	277.7049	0.0054
2022-03-27	286.4696	276.7543	276.7493	0.0050
2022-03-28	288.2471	276.2349	276.2303	0.0047
2022-03-29	289.2176	276.7177	276.7134	0.0043
2022-03-30	288.1322	278.0513	278.0473	0.0040
2022-03-31	289.8585	279.3839	279.3801	0.0037
2022-04-01	292.8975	279.8630	279.8596	0.0034
2022-04-02	291.6381	290.9205	290.9291	0.0087
2022-04-03	289.0806	290.1965	290.2061	0.0096
2022-04-04	290.7580	289.9624	289.9730	0.011
2022-04-05	293.2819	290.6229	290.6344	0.012
2022-04-06	293.0056	292.1059	292.1177	0.012
2022-04-07	294.0576	293.7295	293.7424	0.013
2022-04-08	297.3727	294.4500	294.4640	0.014
2022-04-09	297.1483	294.0321	294.0472	0.015
2022-04-10	293.9302	293.2842	293.3004	0.016
2022-04-11	294.2305	293.0281	293.0453	0.017
2022-04-12	296.8925	293.6684	293.6865	0.018
2022-04-13	296.7386	295.1330	295.1513	0.018
2022-04-14	296.3564	296.7398	296.7591	0.019
2022-04-15	298.9138	297.4451	297.4653	0.020
2022-04-16	299.6192	297.0135	297.0345	0.021
2022-04-17	296.5856	296.2531	296.2749	0.022
2022-04-18	296.1329	295.9854	296.0079	0.023
2022-04-19	299.5533	296.6147	296.6379	0.023
2022-04-20	300.9548	298.0688	298.0919	0.023
2022-04-21	300.5203	299.6653	299.6891	0.024
2022-04-22	302.6884	300.3600	300.3845	0.024
2022-04-23	304.4650	299.9174	299.9425	0.025
2022-04-24	301.9610	299.1453	299.1710	0.026
2022-04-25	300.2501	298.8649	298.8912	0.026
2022-04-26	303.0226	299.4804	299.5072	0.027
2022-04-27	304.9521	300.9192	300.9460	0.027
2022-04-28	303.7988	302.4990	302.5265	0.027
2022-04-29	304.4095	303.1754	303.2036	0.028
2022-04-30	306.2936	302.7128	302.7418	0.029
2022-05-01	304.5405	301.9190	301.9489	0.030
2022-05-02	302.1741	304.0927	304.0737	0.019
2022-05-03	304.6087	304.8080	304.7886	0.019
2022-05-04	307.9782	306.2527	306.2325	0.020
2022-05-05	307.7325	307.7969	307.7762	0.021
2022-05-06	307.8145	308.5446	308.5235	0.021
2022-05-07	310.1221	308.1607	308.1392	0.022
2022-05-08	309.6832	307.3150	307.2931	0.022
2022-05-09	306.9906	307.0405	307.0181	0.022
2022-05-10	308.2351	307.7280	307.7052	0.023
2022-05-11	311.8262	309.1442	309.1208	0.023
2022-05-12	311.7904	310.6593	310.6357	0.024
2022-05-13	310.4008	311.3776	311.3537	0.024
2022-05-14	311.7102	310.9641	310.9399	0.024
2022-05-15	311.9404	310.0888	310.0644	0.024
2022-05-16	309.2367	309.7848	309.7601	0.025
2022-05-17	309.4774	310.4431	310.4183	0.025
2022-05-18	313.5734	311.8307	311.8054	0.025
2022-05-19	315.0322	313.3178	313.2925	0.025
2022-05-20	313.6756	314.0089	313.9835	0.025
2022-05-21	314.6800	313.5692	313.5437	0.025
2022-05-22	316.1507	312.6687	312.6432	0.025
2022-05-23	314.3035	312.3405	312.3149	0.026
2022-05-24	313.5828	312.9759	312.9503	0.026
2022-05-25	317.1887	314.3415	314.3158	0.026
2022-05-26	319.3184	315.8079	315.7823	0.026
2022-05-27	317.3580	316.4794	316.4539	0.025
2022-05-28	316.7188	316.0210	315.9957	0.025
2022-05-29	318.0634	315.1027	315.0776	0.025
2022-05-30	316.7687	314.7576	314.7326	0.025
2022-05-31	315.1805	315.3767	315.3519	0.025
2022-06-01	318.1442	318.5423	318.4948	0.047
2022-06-02	321.4909	320.0152	319.9627	0.052
2022-06-03	320.4123	320.6533	320.5956	0.058
2022-06-04	319.2757	320.2653	320.2022	0.063
2022-06-05	321.0970	319.4190	319.3504	0.069
2022-06-06	321.3380	319.0225	318.9482	0.074
2022-06-07	319.7577	319.6481	319.5681	0.080
2022-06-08	321.7722	321.1005	321.0151	0.085
2022-06-09	325.5143	322.5505	322.4591	0.091
2022-06-10	324.8509	323.1659	323.0684	0.097
2022-06-11	322.3382	322.7555	322.6519	0.10
2022-06-12	323.0377	321.8873	321.7776	0.11
2022-06-13	323.7641	321.4692	321.3533	0.12
2022-06-14	322.0110	322.0740	321.9518	0.12
2022-06-15	322.7581	323.5059	323.3782	0.13
2022-06-16	326.6841	324.9362	324.8023	0.13
2022-06-17	327.3461	325.5325	325.3925	0.14
2022-06-18	324.8311	325.1039	324.9578	0.15
2022-06-19	325.1933	324.2181	324.0659	0.15
2022-06-20	327.2292	323.7832	323.6250	0.16
2022-06-21	326.6002	324.3718	324.2077	0.16
2022-06-22	326.6812	325.7884	325.6190	0.17
2022-06-23	330.3217	327.2040	327.0287	0.18
2022-06-24	331.8829	327.7863	327.6051	0.18
2022-06-25	328.9989	327.3442	327.1571	0.19
2022-06-26	327.7645	326.4454	326.2526	0.19
2022-06-27	329.5546	325.9979	325.7993	0.20
2022-06-28	329.3595	326.5743	326.3699	0.20
2022-06-29	328.4014	327.9789	327.7693	0.21
2022-06-30	331.0840	329.3826	329.1672	0.22
2022-07-01	333.5709	332.3614	332.3370	0.024
2022-07-02	331.4386	331.9142	331.8853	0.029
2022-07-03	329.6199	331.1087	331.0752	0.033
2022-07-04	331.8183	330.7658	330.7277	0.038
2022-07-05	333.2760	331.3468	331.3039	0.043
2022-07-06	332.6007	332.7785	332.7288	0.050
2022-07-07	334.5693	334.3120	334.2577	0.054
2022-07-08	337.6645	334.9285	334.8693	0.059
2022-07-09	336.2361	334.4750	334.4106	0.064
2022-07-10	333.2577	333.6635	333.5943	0.069
2022-07-11	334.3411	333.3151	333.2408	0.074
2022-07-12	336.2128	333.8908	333.8113	0.079
2022-07-13	335.2879	335.3170	335.2306	0.086
2022-07-14	335.7703	336.8451	336.7538	0.091
2022-07-15	338.7160	337.4559	337.3594	0.096
2022-07-16	338.3773	336.9961	336.8944	0.10
2022-07-17	335.2625	336.1780	336.0712	0.11
2022-07-18	335.8574	335.8224	335.7104	0.11
2022-07-19	338.9806	336.3902	336.2729	0.12
2022-07-20	339.3421	337.8080	337.6835	0.12
2022-07-21	339.3938	339.3269	339.1974	0.13
2022-07-22	342.2458	339.9280	339.7931	0.13
2022-07-23	343.0675	339.4581	339.3177	0.14
2022-07-24	339.9018	338.6294	338.4836	0.15
2022-07-25	339.0669	338.2629	338.1114	0.15
2022-07-26	341.9505	338.8196	338.6624	0.16
2022-07-27	342.7403	340.2263	340.0615	0.16
2022-07-28	341.6719	341.7342	341.5638	0.17
2022-07-29	343.2964	342.3245	342.1483	0.18
2022-07-30	344.7394	341.8443	341.6619	0.18
2022-07-31	342.1337	342.9966	343.0009	0.0044
2022-08-01	340.5326	342.7334	342.7380	0.0046
2022-08-02	343.6341	343.4160	343.4209	0.0049
2022-08-03	346.0641	344.8585	344.8637	0.0051
2022-08-04	345.4489	346.4123	346.4177	0.0054
2022-08-05	346.5311	347.1559	347.1616	0.0057
2022-08-06	348.7743	346.7642	346.7703	0.0060
2022-08-07	347.1907	345.9451	345.9515	0.0064
2022-08-08	344.7301	345.6902	345.6969	0.0067
2022-08-09	346.8386	346.3814	346.3884	0.0070
2022-08-10	349.7330	347.8328	347.8402	0.0074
2022-08-11	348.9082	349.3958	349.4035	0.0077
2022-08-12	348.3797	350.1489	350.1570	0.0081
2022-08-13	350.1852	349.7667	349.7752	0.0084
2022-08-14	349.4445	348.9571	348.9659	0.0088
2022-08-15	346.6578	348.7117	348.7209	0.0092
2022-08-16	348.0326	349.4124	349.4219	0.0095
2022-08-17	351.9950	350.8732	350.8831	0.0099
2022-08-18	352.4895	352.4453	352.4556	0.010
2022-08-19	351.6617	353.2074	353.2180	0.011
2022-08-20	353.4954	352.8340	352.8449	0.011
2022-08-21	354.1486	352.0330	352.0443	0.011
2022-08-22	351.6580	351.7960	351.8076	0.012
2022-08-23	351.8511	352.5049	352.5168	0.012
2022-08-24	355.6892	353.9739	353.9860	0.012
2022-08-25	356.7271	355.5540	355.5664	0.012
2022-08-26	354.8193	356.3241	356.3367	0.013
2022-08-27	355.2506	355.9587	355.9716	0.013
2022-08-28	356.2652	355.1657	355.1789	0.013
2022-08-29	354.1369	354.9369	354.9503	0.013
2022-08-30	353.3316	355.7108	355.7123	0.0015
2022-08-31	357.1015	357.2352	357.2368	0.0016
2022-09-01	359.6401	358.7786	358.7802	0.0016
2022-09-02	358.2290	359.5176	359.5193	0.0017
2022-09-03	358.1837	359.2156	359.2174	0.0018
2022-09-04	360.1130	358.4444	358.4463	0.0019
2022-09-05	359.2938	358.1521	358.1541	0.0019
2022-09-06	357.9573	358.9167	358.9186	0.0020
2022-09-07	360.9322	360.4543	360.4565	0.0021
2022-09-08	364.0892	362.0121	362.0143	0.0022
2022-09-09	362.6310	362.7664	362.7687	0.0022
2022-09-10	360.9742	362.4805	362.4828	0.0023
2022-09-11	362.2704	361.7260	361.7284	0.0023
2022-09-12	362.0934	361.4509	361.4533	0.0024
2022-09-13	360.2420	362.2329	362.2353	0.0024
2022-09-14	362.1902	363.7880	363.7906	0.0025
2022-09-15	366.1339	365.3631	365.3656	0.0025
2022-09-16	365.9028	366.1345	366.1370	0.0025
2022-09-17	363.9537	365.8651	365.8676	0.0025
2022-09-18	365.2891	365.1264	365.1289	0.0025
2022-09-19	366.6559	364.8663	364.8687	0.0025
2022-09-20	365.4156	365.6623	365.6647	0.0024
2022-09-21	366.4559	367.2305	367.2330	0.0025
2022-09-22	370.4591	368.8176	368.8200	0.0024
2022-09-23	370.9876	369.5999	369.6023	0.0024
2022-09-24	368.1239	369.3404	369.3428	0.0024
2022-09-25	368.0052	368.6107	368.6130	0.0023
2022-09-26	369.5646	368.3587	368.3610	0.0023
2022-09-27	368.5395	369.1620	369.1643	0.0023
2022-09-28	368.3561	370.7369	370.7393	0.0024
2022-09-29	371.9570	372.1876	372.1832	0.0044
2022-09-30	373.7488	372.9358	372.9313	0.0045
2022-10-01	371.3045	372.6447	372.6401	0.0046
2022-10-02	370.6507	371.9761	371.9714	0.0047
2022-10-03	373.1223	371.7555	371.7506	0.0049
2022-10-04	373.6071	372.4903	372.4853	0.0050
2022-10-05	373.1885	374.0908	374.0856	0.0052
2022-10-06	376.2125	375.7636	375.7583	0.0053
2022-10-07	378.8387	376.5259	376.5205	0.0054
2022-10-08	376.6111	376.2490	376.2435	0.0055
2022-10-09	374.4718	375.5947	375.5890	0.0057
2022-10-10	376.2352	375.3883	375.3824	0.0059
2022-10-11	377.2531	376.1373	376.1313	0.0060
2022-10-12	376.1880	377.7519	377.7458	0.0062
2022-10-13	377.9024	379.4386	379.4324	0.0063
2022-10-14	380.9852	380.2148	380.2084	0.0064
2022-10-15	379.7980	379.9514	379.9450	0.0065
2022-10-16	377.2568	379.3105	379.3039	0.0066
2022-10-17	378.9434	379.1172	379.1105	0.0067
2022-10-18	381.5336	379.8789	379.8722	0.0068
2022-10-19	381.3085	381.5061	381.4992	0.0069
2022-10-20	382.3544	383.2049	383.1980	0.0069
2022-10-21	385.6931	383.9929	383.9860	0.0069
2022-10-22	385.5398	383.7411	383.7342	0.0069
2022-10-23	382.3524	383.1114	383.1045	0.0070
2022-10-24	382.6586	382.9291	382.9221	0.0070
2022-10-25	385.3897	383.7016	383.6947	0.0070
2022-10-26	385.3282	385.3393	385.3323	0.0070
2022-10-27	384.9885	387.0485	387.0415	0.0070
2022-10-28	387.6014	387.8466	387.8397	0.0069
2022-10-29	388.4262	387.6647	387.6543	0.010
2022-10-30	385.4924	387.0061	386.9954	0.011
2022-10-31	385.0906	386.8835	386.8723	0.011
2022-11-01	388.6003	387.6953	387.6837	0.012
2022-11-02	390.1265	389.2879	389.2759	0.012
2022-11-03	389.7624	390.9979	390.9853	0.013
2022-11-04	391.9774	391.8720	391.8588	0.013
2022-11-05	393.8582	391.6083	391.5945	0.014
2022-11-06	391.4623	390.9553	390.9411	0.014
2022-11-07	389.8043	390.8382	390.8234	0.015
2022-11-08	392.6521	391.6555	391.6402	0.015
2022-11-09	394.7188	393.2537	393.2379	0.016
2022-11-10	393.6781	394.9695	394.9531	0.016
2022-11-11	394.3672	395.8499	395.8329	0.017
2022-11-12	396.3847	395.5931	395.5756	0.018
2022-11-13	394.7992	394.9477	394.9297	0.018
2022-11-14	392.5476	394.8388	394.8203	0.018
2022-11-15	395.0878	395.6652	395.6463	0.019
2022-11-16	398.6212	397.2733	397.2541	0.019
2022-11-17	398.5279	398.9998	398.9801	0.020
2022-11-18	398.7023	399.8917	399.8716	0.020
2022-11-19	401.1262	399.6471	399.6266	0.020
2022-11-20	400.8501	399.0145	398.9937	0.021
2022-11-21	398.2790	398.9189	398.8979	0.021
2022-11-22	399.6134	399.7589	399.7377	0.021
2022-11-23	403.3529	401.3807	401.3596	0.021
2022-11-24	403.4907	403.1210	403.0997	0.021
2022-11-25	402.2241	404.0264	404.0050	0.021
2022-11-26	403.6660	403.7949	403.7735	0.021
2022-11-27	404.0945	403.1749	403.1535	0.021
2022-11-28	401.5749	403.1275	403.1196	0.0079
2022-11-29	401.9505	404.0278	404.0190	0.0088
2022-11-30	406.2184	405.6914	405.6815	0.0098
2022-12-01	407.8879	407.3893	407.3784	0.011
2022-12-02	406.6894	408.2941	408.2820	0.012
2022-12-03	407.8231	408.1353	408.1218	0.013
2022-12-04	409.4766	407.4984	407.4836	0.015
2022-12-05	407.8166	407.3692	407.3530	0.016
2022-12-06	407.2235	408.2666	408.2489	0.018
2022-12-07	410.9716	409.9258	409.9066	0.019
2022-12-08	413.3034	411.6182	411.5974	0.021
2022-12-09	411.5217	412.5165	412.4940	0.022
2022-12-10	411.0229	412.3505	412.3263	0.024
2022-12-11	412.5601	411.7062	411.6802	0.026
2022-12-12	411.4964	411.5698	411.5419	0.028
2022-12-13	410.0893	412.4602	412.4304	0.030
2022-12-14	413.2225	414.1131	414.0815	0.032
2022-12-15	416.7979	415.8003	415.7667	0.034
2022-12-16	415.9408	416.6946	416.6591	0.035
2022-12-17	414.9639	416.5262	416.4888	0.037
2022-12-18	416.9633	415.8813	415.8419	0.039
2022-12-19	417.4284	415.7460	415.7045	0.041
2022-12-20	416.0295	416.6396	416.5961	0.043
2022-12-21	418.1866	418.2977	418.2522	0.045
2022-12-22	422.1237	419.9919	419.9445	0.047
2022-12-23	421.6804	420.8951	420.8458	0.049
2022-12-24	419.3352	420.7373	420.6860	0.051
2022-12-25	420.2060	420.1043	420.0511	0.053
2022-12-26	421.1697	419.9820	419.9269	0.055
2022-12-27	419.6437	420.8894	420.8323	0.057

Timing

Median of all measured repetitions.

Effect Prophet runs cross-validation folds one at a time, so only Python Prophet has parallel timings.

Step	Effect Prophet	Python Prophet	Effect Prophet is
Cross-validate	953 ms	2.61 s	Not compared: different work
Cross-validate, Python parallel="threads"	—	1.10 s	—
Cross-validate, Python parallel="processes"	—	2.49 s	—
Cross-validate with ranges	964 ms	2.71 s	Not compared: different work
Cross-validate with ranges, Python parallel="threads"	—	1.15 s	—
Cross-validate with ranges, Python parallel="processes"	—	2.49 s	—

Some steps aren't compared, because the two libraries' public calls produce different outputs. Their times show what each call costs, not which library is faster.

• Cross-validate, Cross-validate with ranges: Python Prophet's cross-validation returns different outputs, and baselines, search and holdout reports have no Python API, so the benchmark times equivalent application code. The two libraries also compute ranges and some metrics differently.

Settings

The case declaration both libraries ran.

{
  "kind": "evaluation",
  "comparison": {
    "kind": "different-public-work",
    "evidenceId": "rolling-origin-evaluation-v1"
  },
  "configuration": {
    "growth": "linear",
    "scaling": "absmax",
    "seasonalityMode": "additive",
    "holidaysMode": "additive",
    "changepoints": {
      "mode": "auto",
      "count": 25,
      "range": 0.8
    },
    "changepointPriorScale": 0.05,
    "seasonalities": [
      {
        "name": "yearly-custom",
        "periodDays": 365.25,
        "fourierOrder": 10,
        "priorScale": 10
      },
      {
        "name": "weekly-custom",
        "periodDays": 7,
        "fourierOrder": 3,
        "priorScale": 10
      }
    ],
    "events": [],
    "regressors": []
  },
  "effectOptimizer": {
    "algorithm": "auto",
    "maxIterations": 10000,
    "fallback": "newton",
    "lbfgs": {
      "historySize": 5,
      "initAlpha": 0.001,
      "tolObj": 1e-12,
      "tolRelObj": 10000,
      "tolGrad": 1e-8,
      "tolRelGrad": 10000000,
      "tolParam": 1e-8
    }
  },
  "pythonOptimizer": {
    "algorithm": "Auto",
    "maxIterations": 10000,
    "newtonFallback": true,
    "sigFigs": 12
  },
  "plan": {
    "horizonMs": 2592000000,
    "cutoffs": [
      "2022-01-01T00:00:00.000Z",
      "2022-01-31T00:00:00.000Z",
      "2022-03-02T00:00:00.000Z",
      "2022-04-01T00:00:00.000Z",
      "2022-05-01T00:00:00.000Z",
      "2022-05-31T00:00:00.000Z",
      "2022-06-30T00:00:00.000Z",
      "2022-07-30T00:00:00.000Z",
      "2022-08-29T00:00:00.000Z",
      "2022-09-28T00:00:00.000Z",
      "2022-10-28T00:00:00.000Z",
      "2022-11-27T00:00:00.000Z"
    ]
  },
  "metricAggregation": "horizons",
  "interval": {
    "seed": 19,
    "samples": 256,
    "intervalWidth": 0.8
  }
}