{ "command": "train.py --corpus-dir data/glotlid_group_21 --initial-vocab /workspace/hf_home/hub/models--CohereLabs--tiny-aya-global/snapshots/b2f40192d990d66a6f28a4b90d72817ab9c613da/tokenizer.json --per-lang-counts-method soft --em-iterations 10 --results-dir results_tinyaya_soft_full --lang-batch-size 5 --max-lang-samples-per-lang 100000 --reuse-base", "timestamp": "2026-03-23T14:30:59.285253+00:00", "training_completed": true, "source": { "format": "corpus", "path": "/workspace/runpod/tinyAyaLid/data/glotlid_group_21", "max_samples": null, "total_samples": 4967824, "num_languages": 3, "samples_per_language": { "ell_Grek": 3745712, "kan_Knda": 677804, "swa_Latn": 544308 } }, "method": { "vocab_size": 261000, "base_training_method": "hf", "per_lang_counts_method": "soft", "byte_level": true, "seed": 42, "initial_vocab": "/workspace/hf_home/hub/models--CohereLabs--tiny-aya-global/snapshots/b2f40192d990d66a6f28a4b90d72817ab9c613da/tokenizer.json", "lang_batch_size": 5, "sampling": { "mode": "separate", "max_base_samples_per_lang": 10000, "max_lang_samples_per_lang": 100000, "shared_samples_per_lang": null }, "reuse": { "reuse_corpus": true, "reuse_base": true, "skip_existing_langs": true } }, "timing": { "total_seconds": 578.13, "base_tokenizer_seconds": 0.0, "language_tokenizers_seconds": 578.13, "base_tokenizer_reused": true }, "output": { "results_dir": "/workspace/runpod/tinyAyaLid/results_tinyaya_soft_full", "corpus_dir": "/workspace/runpod/tinyAyaLid/data/glotlid_group_21", "tokenizers_dir": "/workspace/runpod/tinyAyaLid/results_tinyaya_soft_full/tokenizers", "base_tokenizer": "/workspace/runpod/tinyAyaLid/results_tinyaya_soft_full/tokenizers/langspec_base_tokenizer.json", "num_languages_trained_this_run": 3, "language_tokenizers": { "base_path": "results_tinyaya_soft_full/tokenizers/langspec_base_tokenizer.json", "language_paths": { "ell_Grek": "results_tinyaya_soft_full/tokenizers/langspec_soft_ell_Grek.tokenizer.json", "kan_Knda": "results_tinyaya_soft_full/tokenizers/langspec_soft_kan_Knda.tokenizer.json", "swa_Latn": "results_tinyaya_soft_full/tokenizers/langspec_soft_swa_Latn.tokenizer.json" } } }, "languages": [ "ell_Grek", "kan_Knda", "swa_Latn" ] }