cantillation/Teamim-tiny_WeightDecay-0.05_Augmented_Combined-Data_date-10-07-2024_14-33

he-cantillation

This model is a fine-tuned version of openai/whisper-tiny on an unknown dataset. It achieves the following results on the evaluation set:

• Loss: 0.2681
• Wer: 16.4952
• Avg Precision Exact: 0.8439
• Avg Recall Exact: 0.8446
• Avg F1 Exact: 0.8437
• Avg Precision Letter Shift: 0.8665
• Avg Recall Letter Shift: 0.8674
• Avg F1 Letter Shift: 0.8664
• Avg Precision Word Level: 0.8711
• Avg Recall Word Level: 0.8725
• Avg F1 Word Level: 0.8713
• Avg Precision Word Shift: 0.9505
• Avg Recall Word Shift: 0.9538
• Avg F1 Word Shift: 0.9515
• Precision Median Exact: 0.9231
• Recall Median Exact: 0.9231
• F1 Median Exact: 0.9286
• Precision Max Exact: 1.0
• Recall Max Exact: 1.0
• F1 Max Exact: 1.0
• Precision Min Exact: 0.0
• Recall Min Exact: 0.0
• F1 Min Exact: 0.0
• Precision Min Letter Shift: 0.0
• Recall Min Letter Shift: 0.0
• F1 Min Letter Shift: 0.0
• Precision Min Word Level: 0.0
• Recall Min Word Level: 0.0
• F1 Min Word Level: 0.0
• Precision Min Word Shift: 0.1429
• Recall Min Word Shift: 0.125
• F1 Min Word Shift: 0.1333

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

• learning_rate: 1e-05
• train_batch_size: 8
• eval_batch_size: 32
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• lr_scheduler_warmup_steps: 500
• training_steps: 500000
• mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	Wer	Avg Precision Exact	Avg Recall Exact	Avg F1 Exact	Avg Precision Letter Shift	Avg Recall Letter Shift	Avg F1 Letter Shift	Avg Precision Word Level	Avg Recall Word Level	Avg F1 Word Level	Avg Precision Word Shift	Avg Recall Word Shift	Avg F1 Word Shift	Precision Median Exact	Recall Median Exact	F1 Median Exact	Precision Max Exact	Recall Max Exact	F1 Max Exact	Precision Min Exact	Recall Min Exact	F1 Min Exact	Precision Min Letter Shift	Recall Min Letter Shift	F1 Min Letter Shift	Precision Min Word Level	Recall Min Word Level	F1 Min Word Level	Precision Min Word Shift	Recall Min Word Shift	F1 Min Word Shift
No log	0.0001	1	7.6124	162.6042	0.0008	0.0010	0.0006	0.0056	0.0037	0.0039	0.0052	0.0137	0.0054	0.0457	0.0410	0.0382	0.0	0.0	0.0	0.1429	0.5	0.1667	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
0.1423	0.5167	10000	0.2069	31.4547	0.6926	0.6967	0.6938	0.7262	0.7306	0.7275	0.7344	0.7389	0.7357	0.8749	0.8835	0.8779	0.7857	0.8	0.7879	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
0.0563	1.0334	20000	0.1762	24.7742	0.7620	0.7678	0.7642	0.7918	0.7980	0.7942	0.7980	0.8041	0.8003	0.9138	0.9218	0.9169	0.8667	0.875	0.8696	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
0.0349	1.5501	30000	0.1775	23.2071	0.7764	0.7797	0.7774	0.8058	0.8095	0.8069	0.8123	0.8163	0.8136	0.9192	0.9257	0.9215	0.875	0.8824	0.8800	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0769	0.1	0.0870
0.0197	2.0668	40000	0.1815	21.6369	0.7865	0.7919	0.7886	0.8125	0.8185	0.8148	0.8185	0.8244	0.8208	0.9226	0.9301	0.9255	0.9	0.9	0.8966	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
0.0127	2.5834	50000	0.1851	21.2876	0.8007	0.7992	0.7993	0.8265	0.8250	0.8251	0.8320	0.8310	0.8309	0.9294	0.9301	0.9290	0.9091	0.9	0.9	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0909	0.0833	0.0870
0.028	3.1001	60000	0.1917	21.2719	0.7984	0.7993	0.7983	0.8243	0.8255	0.8243	0.8295	0.8315	0.8299	0.9263	0.9306	0.9276	0.9	0.9	0.9	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1	0.1	0.1000
0.0186	3.6168	70000	0.1984	20.3688	0.8036	0.8073	0.8049	0.8294	0.8333	0.8307	0.8349	0.8388	0.8362	0.9316	0.9382	0.9341	0.9091	0.9091	0.9091	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1429	0.125	0.1333
0.0056	4.1335	80000	0.2073	20.3751	0.8012	0.8009	0.8005	0.8268	0.8266	0.8261	0.8325	0.8324	0.8319	0.9334	0.9358	0.9338	0.9091	0.9091	0.9091	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0909	0.1	0.1053
0.0071	4.6502	90000	0.2081	19.6419	0.8040	0.8091	0.8060	0.8293	0.8347	0.8314	0.8351	0.8405	0.8372	0.9324	0.9396	0.9352	0.9091	0.9091	0.9091	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
0.0036	5.1669	100000	0.2132	19.3650	0.8079	0.8117	0.8092	0.8322	0.8364	0.8337	0.8373	0.8418	0.8389	0.9366	0.9426	0.9389	0.9091	0.9167	0.9091	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1429	0.1111	0.125
0.0063	5.6836	110000	0.2126	18.7954	0.8193	0.8210	0.8196	0.8443	0.8463	0.8447	0.8498	0.8517	0.8502	0.9414	0.9453	0.9427	0.9167	0.9167	0.9167	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1	0.1	0.1000
0.0019	6.2003	120000	0.2191	18.6633	0.8195	0.8200	0.8192	0.8435	0.8441	0.8432	0.8490	0.8496	0.8488	0.9403	0.9429	0.9409	0.9167	0.9167	0.9167	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1429	0.125	0.1333
0.0034	6.7170	130000	0.2204	18.7860	0.8138	0.8145	0.8136	0.8375	0.8384	0.8374	0.8426	0.8436	0.8425	0.9370	0.9403	0.9380	0.9167	0.9167	0.9167	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0909	0.0909	0.0909
0.005	7.2336	140000	0.2224	18.5877	0.8185	0.8247	0.8211	0.8419	0.8483	0.8445	0.8470	0.8532	0.8495	0.9384	0.9462	0.9416	0.9167	0.9167	0.9167	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1	0.0909	0.0952
0.0028	7.7503	150000	0.2273	19.2863	0.8180	0.8169	0.8169	0.8424	0.8415	0.8414	0.8480	0.8472	0.8471	0.9376	0.9389	0.9376	0.9167	0.9167	0.9167	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
0.0013	8.2670	160000	0.2303	18.4776	0.8220	0.8252	0.8230	0.8456	0.8491	0.8468	0.8512	0.8552	0.8526	0.9418	0.9474	0.9439	0.9167	0.9167	0.9167	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1	0.1	0.1000
0.004	8.7837	170000	0.2310	18.8238	0.8133	0.8142	0.8132	0.8378	0.8389	0.8378	0.8435	0.8446	0.8435	0.9389	0.9423	0.9399	0.9167	0.9167	0.9167	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
0.0017	9.3004	180000	0.2357	18.0371	0.8232	0.8248	0.8234	0.8478	0.8497	0.8482	0.8528	0.8551	0.8534	0.9464	0.9507	0.9479	0.9167	0.9167	0.9167	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1	0.1	0.1000
0.0039	9.8171	190000	0.2381	18.0717	0.8201	0.8216	0.8204	0.8438	0.8454	0.8441	0.8493	0.8510	0.8496	0.9435	0.9470	0.9445	0.9167	0.9167	0.9167	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
0.0034	10.3338	200000	0.2393	18.2668	0.8230	0.8253	0.8236	0.8469	0.8494	0.8476	0.8518	0.8546	0.8527	0.9406	0.9453	0.9423	0.9167	0.9167	0.9167	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
0.0012	10.8505	210000	0.2407	18.2857	0.8232	0.8268	0.8245	0.8485	0.8523	0.8498	0.8536	0.8574	0.8549	0.9392	0.9454	0.9415	0.9167	0.9167	0.9167	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0714	0.0833	0.0870
0.0003	11.3672	220000	0.2431	18.1409	0.8230	0.8240	0.8230	0.8464	0.8478	0.8465	0.8511	0.8529	0.8515	0.9408	0.9448	0.9421	0.9167	0.9167	0.9231	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1333	0.1	0.1176
0.0019	11.8838	230000	0.2458	18.2227	0.8211	0.8241	0.8221	0.8452	0.8483	0.8462	0.8506	0.8538	0.8517	0.9427	0.9482	0.9447	0.9167	0.9167	0.9167	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
0.0008	12.4005	240000	0.2445	18.0591	0.8262	0.8278	0.8265	0.8498	0.8514	0.8500	0.8549	0.8566	0.8552	0.9435	0.9470	0.9446	0.9167	0.9167	0.9231	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
0.0004	12.9172	250000	0.2486	17.9647	0.8285	0.8306	0.8290	0.8518	0.8541	0.8524	0.8565	0.8588	0.8571	0.9432	0.9472	0.9445	0.9167	0.9167	0.9167	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
0.0011	13.4339	260000	0.2550	17.8577	0.8237	0.8232	0.8229	0.8471	0.8467	0.8463	0.8518	0.8519	0.8513	0.9452	0.9481	0.9460	0.9167	0.9167	0.9231	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1	0.1	0.1000
0.0004	13.9506	270000	0.2535	17.9710	0.8245	0.8263	0.8248	0.8485	0.8506	0.8489	0.8537	0.8560	0.8543	0.9438	0.9485	0.9455	0.9167	0.9167	0.9231	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1429	0.1111	0.125
0.0008	14.4673	280000	0.2510	17.7570	0.8331	0.8334	0.8327	0.8569	0.8572	0.8565	0.8626	0.8632	0.8624	0.9458	0.9480	0.9462	0.9167	0.9167	0.9231	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
0.0004	14.9840	290000	0.2518	17.9081	0.8274	0.8268	0.8265	0.8509	0.8504	0.8501	0.8557	0.8554	0.8550	0.9443	0.9459	0.9444	0.9167	0.9167	0.9167	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
0.0001	15.5007	300000	0.2551	17.7885	0.8296	0.8303	0.8294	0.8531	0.8538	0.8529	0.8583	0.8592	0.8582	0.9433	0.9464	0.9441	0.9167	0.9167	0.9167	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1429	0.1111	0.125
0.0005	16.0174	310000	0.2559	17.4581	0.8316	0.8329	0.8317	0.8544	0.8558	0.8545	0.8600	0.8614	0.8601	0.9438	0.9479	0.9451	0.9231	0.9231	0.9231	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
0.0001	16.5340	320000	0.2566	17.1528	0.8355	0.8361	0.8353	0.8571	0.8579	0.8570	0.8617	0.8632	0.8619	0.9475	0.9510	0.9486	0.9231	0.9231	0.9286	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
0.0002	17.0507	330000	0.2613	17.3605	0.8336	0.8353	0.8339	0.8563	0.8583	0.8567	0.8612	0.8634	0.8618	0.9483	0.9517	0.9494	0.9231	0.9231	0.9231	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1429	0.1111	0.125
0.0001	17.5674	340000	0.2607	17.1560	0.8381	0.8399	0.8385	0.8602	0.8623	0.8607	0.8652	0.8675	0.8658	0.9477	0.9518	0.9491	0.9231	0.9231	0.9286	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1	0.1	0.1000
0.0	18.0841	350000	0.2630	17.0962	0.8374	0.8390	0.8377	0.8608	0.8626	0.8612	0.8660	0.8681	0.8665	0.9472	0.9515	0.9487	0.9231	0.9231	0.9231	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
0.0008	18.6008	360000	0.2622	17.3763	0.8335	0.8353	0.8339	0.8555	0.8577	0.8561	0.8603	0.8632	0.8612	0.9443	0.9492	0.9461	0.9231	0.9231	0.9231	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
0.0	19.1175	370000	0.2637	17.1245	0.8343	0.8365	0.8349	0.8574	0.8598	0.8581	0.8623	0.8652	0.8632	0.9469	0.9518	0.9487	0.9231	0.9231	0.9231	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
0.0	19.6342	380000	0.2651	17.2535	0.8347	0.8359	0.8348	0.8572	0.8585	0.8573	0.8621	0.8638	0.8624	0.9461	0.9504	0.9476	0.9231	0.9231	0.9231	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0833	0.1	0.0909
0.0	20.1509	390000	0.2621	16.8130	0.8345	0.8358	0.8347	0.8569	0.8584	0.8572	0.8616	0.8632	0.8619	0.9495	0.9528	0.9506	0.9231	0.9231	0.9231	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
0.0001	20.6676	400000	0.2675	16.9420	0.8399	0.8397	0.8393	0.8622	0.8621	0.8616	0.8667	0.8673	0.8665	0.9490	0.9514	0.9495	0.9231	0.9231	0.9231	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1	0.1	0.1000
0.0007	21.1843	410000	0.2629	16.6557	0.8436	0.8446	0.8435	0.8659	0.8671	0.8659	0.8705	0.8722	0.8708	0.9495	0.9534	0.9508	0.9231	0.9231	0.9286	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1	0.1	0.1000
0.0	21.7009	420000	0.2677	16.7910	0.8367	0.8380	0.8368	0.8588	0.8604	0.8591	0.8635	0.8656	0.8641	0.9480	0.9522	0.9495	0.9231	0.9231	0.9231	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
0.0	22.2176	430000	0.2676	16.7626	0.8367	0.8387	0.8372	0.8595	0.8618	0.8601	0.8641	0.8667	0.8648	0.9474	0.9526	0.9493	0.9231	0.9231	0.9286	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
0.0	22.7343	440000	0.2664	16.8004	0.8392	0.8411	0.8397	0.8613	0.8634	0.8618	0.8659	0.8686	0.8667	0.9475	0.9518	0.9490	0.9231	0.9231	0.9286	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
0.0	23.2510	450000	0.2645	16.5455	0.8441	0.8445	0.8438	0.8665	0.8670	0.8662	0.8711	0.8721	0.8711	0.9504	0.9534	0.9513	0.9231	0.9231	0.9286	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1429	0.125	0.1333
0.0	23.7677	460000	0.2675	16.5927	0.8414	0.8427	0.8416	0.8638	0.8652	0.8640	0.8682	0.8700	0.8686	0.9490	0.9526	0.9502	0.9231	0.9231	0.9286	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1429	0.125	0.1333
0.0	24.2844	470000	0.2676	16.4857	0.8427	0.8438	0.8428	0.8648	0.8661	0.8650	0.8695	0.8711	0.8698	0.9497	0.9531	0.9508	0.9231	0.9231	0.9286	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
0.0	24.8011	480000	0.2673	16.5959	0.8431	0.8436	0.8428	0.8651	0.8658	0.8649	0.8697	0.8709	0.8698	0.9491	0.9523	0.9501	0.9231	0.9231	0.9286	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.125	0.1176	0.1212
0.0	25.3178	490000	0.2677	16.5707	0.8434	0.8440	0.8432	0.8656	0.8664	0.8655	0.8701	0.8714	0.8703	0.9500	0.9532	0.9510	0.9231	0.9231	0.9286	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1429	0.125	0.1333
0.0	25.8345	500000	0.2681	16.4952	0.8439	0.8446	0.8437	0.8665	0.8674	0.8664	0.8711	0.8725	0.8713	0.9505	0.9538	0.9515	0.9231	0.9231	0.9286	1.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1429	0.125	0.1333

Framework versions

• Transformers 4.41.2
• Pytorch 2.2.1
• Datasets 2.20.0
• Tokenizers 0.19.1