From 23022439746a17e1f2291a27c3e8d03374e0177f Mon Sep 17 00:00:00 2001 From: Jakub Date: Sat, 17 Oct 2026 22:23:38 +0200 Subject: [PATCH] 30k_experiment_hruska --- README.md | 66 + .../configs/base_hpo_config.yaml | 50 + .../configs/trial_000_lr_2.000e-05.yaml | 50 + .../configs/trial_001_lr_5.000e-05.yaml | 50 + .../configs/trial_002_lr_1.000e-04.yaml | 50 + .../configs/trial_003_lr_2.000e-04.yaml | 50 + .../configs/trial_004_lr_1.869e-04.yaml | 50 + .../configs/trial_006_lr_6.257e-05.yaml | 50 + .../configs/trial_007_lr_2.028e-05.yaml | 50 + .../configs/trial_008_lr_1.865e-04.yaml | 50 + .../logs/trial_000_lr_2.000e-05.log | 12418 +++++++++++++++ .../logs/trial_001_lr_5.000e-05.log | 12421 +++++++++++++++ .../logs/trial_002_lr_1.000e-04.log | 12418 +++++++++++++++ .../logs/trial_003_lr_2.000e-04.log | 12726 ++++++++++++++++ .../logs/trial_004_lr_1.869e-04.log | 12416 +++++++++++++++ .../logs/trial_006_lr_6.257e-05.log | 12457 +++++++++++++++ .../logs/trial_007_lr_2.028e-05.log | 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learning rate na 30k Aya príkladoch + +Po sérii 100k porovnávacích experimentov som na Hruške vyskúšal menší skúšobný experiment s automatickým výberom learning rate pomocou framewrku Optuna. Cieľom bolo vybrať sľubnú oblasť LR pre následné overenie na väčšej dátovej množine. Táto časť sumarizuje **osem úspešne dokončených trialov**. + +Konfigurácie, súhrnné výsledky, grafy a podrobné záznamy úspešných trialov sú v priečinku [optuna_30k_experiments/](optuna_30k_experiments/). + +Tréningové logy všetkých ôsmich dokončených trialov sú v priečinku [logs/](optuna_30k_experiments/logs/). + +## Metodika a spoločné nastavenia + +Optimalizovaný bol iba parameter `learning_rate` v rozsahu **2e-5 až 2e-4**. Prvé štyri referenčné hodnoty boli vložené ručne: `2e-5`, `5e-5`, `1e-4` a `2e-4`. Ďalšie hodnoty navrhovala Optuna. + + +| Parameter | Hodnota | +|---|---| +| Základný model | `slovak-nlp/mistral-sk-7b` | +| Dataset | fixný `aya_slovak_hpo_30k`, bez streamingu | +| Rozdelenie dát | 29 000 tréningových + 1 000 validačných príkladov | +| Hardvér | 1× NVIDIA RTX A4500 na Hruške, GPU 0 | +| Compute type | `bf16` | +| Framework | LLaMA-Factory + Unsloth | +| Fine-tuning | LoRA, bez nastavenej 4-bit kvantizácie | +| Template / max. dĺžka | `alpaca` / 1024 tokenov | +| Packing / train on prompt | `false` / `false` | +| LoRA rank / alpha / dropout | 16 / 32 / 0.0 | +| LoRA target moduly | `q_proj,k_proj,v_proj,o_proj,gate_proj,up_proj,down_proj` | +| Batch size / gradient accumulation | 1 / 16, effective batch 16 | +| Rozsah tréningu | 1 epocha, 1 813 optimizer krokov | +| Optimizer / scheduler | AdamW (`adamw_torch`) / cosine | +| Warmup | 150 krokov | +| Max grad norm | 0.5 | +| Eval interval / eval batch size | každých 300 krokov + finálna evaluácia / 1 | +| Seed | 42 | + + +## Výsledky ôsmich dokončených trialov + +| Poradie | Trial | Learning rate | Finálny eval loss | Maximum zaznamenaného grad_norm | +|---:|---:|---:|---:|---:| +| 1 | 3 | 0.0002000000 | 0.740409 | 14.7127 | +| 2 | 8 | 0.0001864520 | 0.740567 | 3.4996 | +| 3 | 4 | 0.0001869045 | 0.741250 | 29.0258 | +| 4 | 2 | 0.0001000000 | 0.752890 | 7.8035 | +| 5 | 6 | 0.0000625750 | 0.766744 | 8.2603 | +| 6 | 1 | 0.0000500000 | 0.774108 | 9.5442 | +| 7 | 7 | 0.0000202781 | 0.800064 | 16.1318 | +| 8 | 0 | 0.0000200000 | 0.800524 | 17.8756 | + +Presné hodnoty LR, finálne aj minimálne eval loss, kroky, training loss a runtime sú v [CSV súhrne](optuna_30k_experiments/results/optuna_lr_results.csv). + +![Finálny eval loss v závislosti od learning rate](optuna_30k_experiments/results/lr_vs_eval_loss.png) + +![Maximum zaznamenaného grad_norm v závislosti od learning rate](optuna_30k_experiments/results/lr_vs_max_grad_norm.png) + + +## Súhrn + +- Najnižší finálny eval loss dosiahol **trial 3 s LR 0.0002: 0.740409**. +- Trial 8 s LR približne **0.00018645** dosiahol veľmi blízky výsledok **0.740567**; rozdiel je približne 0.000157. +- Na tomto 30k tréningu mali nižšie skúšané LR vyšší finálny eval loss. +- Najlepší skúšaný LR leží na hornej hranici rozsahu. + diff --git a/optuna_30k_experiments/configs/base_hpo_config.yaml b/optuna_30k_experiments/configs/base_hpo_config.yaml new file mode 100644 index 0000000..5f92d5f --- /dev/null +++ b/optuna_30k_experiments/configs/base_hpo_config.yaml @@ -0,0 +1,50 @@ +stage: sft +do_train: true +do_eval: true +model_name_or_path: slovak-nlp/mistral-sk-7b +trust_remote_code: true +dataset_dir: data +dataset: aya_slovak_hpo_30k +template: alpaca +cutoff_len: 1024 +packing: false +train_on_prompt: false +finetuning_type: lora +lora_rank: 16 +lora_alpha: 32 +lora_dropout: 0.0 +lora_target: q_proj,k_proj,v_proj,o_proj,gate_proj,up_proj,down_proj +per_device_train_batch_size: 1 +per_device_eval_batch_size: 1 +gradient_accumulation_steps: 16 +learning_rate: 0.0001 +lr_scheduler_type: cosine +warmup_steps: 150 +max_grad_norm: 0.5 +bf16: true +fp16: false +optim: adamw_torch +flash_attn: auto +plot_loss: true +ddp_timeout: 180000000 +ddp_find_unused_parameters: false +include_num_input_tokens_seen: true +enable_thinking: false +use_unsloth: true +use_unsloth_gc: true +streaming: false +eval_strategy: steps +val_size: 1000 +eval_steps: 300 +overwrite_cache: false +overwrite_output_dir: true +output_dir: /home/schwarc/diplomovka/optuna_lr_hpo_1gpu/template +logging_steps: 10 +save_steps: 1800 +save_total_limit: 1 +report_to: none +seed: 42 +accelerator_config: + dispatch_batches: false + split_batches: false +num_train_epochs: 1.0 diff --git a/optuna_30k_experiments/configs/trial_000_lr_2.000e-05.yaml b/optuna_30k_experiments/configs/trial_000_lr_2.000e-05.yaml new file mode 100644 index 0000000..25672e9 --- /dev/null +++ b/optuna_30k_experiments/configs/trial_000_lr_2.000e-05.yaml @@ -0,0 +1,50 @@ +stage: sft +do_train: true +do_eval: true +model_name_or_path: slovak-nlp/mistral-sk-7b +trust_remote_code: true +dataset_dir: data +dataset: aya_slovak_hpo_30k +template: alpaca +cutoff_len: 1024 +packing: false +train_on_prompt: false +finetuning_type: lora +lora_rank: 16 +lora_alpha: 32 +lora_dropout: 0.0 +lora_target: q_proj,k_proj,v_proj,o_proj,gate_proj,up_proj,down_proj +per_device_train_batch_size: 1 +per_device_eval_batch_size: 1 +gradient_accumulation_steps: 16 +learning_rate: 2.0e-05 +lr_scheduler_type: cosine +warmup_steps: 150 +max_grad_norm: 0.5 +bf16: true +fp16: false +optim: adamw_torch +flash_attn: auto +plot_loss: true +ddp_timeout: 180000000 +ddp_find_unused_parameters: false +include_num_input_tokens_seen: true +enable_thinking: false +use_unsloth: true +use_unsloth_gc: true +streaming: false +eval_strategy: steps +val_size: 1000 +eval_steps: 300 +overwrite_cache: false +overwrite_output_dir: true +output_dir: /home/schwarc/diplomovka/optuna_lr_hpo_1gpu/trials/trial_000_lr_2.000e-05 +logging_steps: 10 +save_steps: 1800 +save_total_limit: 1 +report_to: none +seed: 42 +accelerator_config: + dispatch_batches: false + split_batches: false +num_train_epochs: 1.0 diff --git a/optuna_30k_experiments/configs/trial_001_lr_5.000e-05.yaml b/optuna_30k_experiments/configs/trial_001_lr_5.000e-05.yaml new file mode 100644 index 0000000..c4987b1 --- /dev/null +++ b/optuna_30k_experiments/configs/trial_001_lr_5.000e-05.yaml @@ -0,0 +1,50 @@ +stage: sft +do_train: true +do_eval: true +model_name_or_path: slovak-nlp/mistral-sk-7b +trust_remote_code: true +dataset_dir: data +dataset: aya_slovak_hpo_30k +template: alpaca +cutoff_len: 1024 +packing: false +train_on_prompt: false +finetuning_type: lora +lora_rank: 16 +lora_alpha: 32 +lora_dropout: 0.0 +lora_target: q_proj,k_proj,v_proj,o_proj,gate_proj,up_proj,down_proj +per_device_train_batch_size: 1 +per_device_eval_batch_size: 1 +gradient_accumulation_steps: 16 +learning_rate: 5.0e-05 +lr_scheduler_type: cosine +warmup_steps: 150 +max_grad_norm: 0.5 +bf16: true +fp16: false +optim: adamw_torch +flash_attn: auto +plot_loss: true +ddp_timeout: 180000000 +ddp_find_unused_parameters: false +include_num_input_tokens_seen: true +enable_thinking: false +use_unsloth: true +use_unsloth_gc: true +streaming: false +eval_strategy: steps +val_size: 1000 +eval_steps: 300 +overwrite_cache: false +overwrite_output_dir: true +output_dir: /home/schwarc/diplomovka/optuna_lr_hpo_1gpu/trials/trial_001_lr_5.000e-05 +logging_steps: 10 +save_steps: 1800 +save_total_limit: 1 +report_to: none +seed: 42 +accelerator_config: + dispatch_batches: false + split_batches: false +num_train_epochs: 1.0 diff --git a/optuna_30k_experiments/configs/trial_002_lr_1.000e-04.yaml b/optuna_30k_experiments/configs/trial_002_lr_1.000e-04.yaml new file mode 100644 index 0000000..f7965c8 --- /dev/null +++ b/optuna_30k_experiments/configs/trial_002_lr_1.000e-04.yaml @@ -0,0 +1,50 @@ +stage: sft +do_train: true +do_eval: true +model_name_or_path: slovak-nlp/mistral-sk-7b +trust_remote_code: true +dataset_dir: data +dataset: aya_slovak_hpo_30k +template: alpaca +cutoff_len: 1024 +packing: false +train_on_prompt: false +finetuning_type: lora +lora_rank: 16 +lora_alpha: 32 +lora_dropout: 0.0 +lora_target: q_proj,k_proj,v_proj,o_proj,gate_proj,up_proj,down_proj +per_device_train_batch_size: 1 +per_device_eval_batch_size: 1 +gradient_accumulation_steps: 16 +learning_rate: 0.0001 +lr_scheduler_type: cosine +warmup_steps: 150 +max_grad_norm: 0.5 +bf16: true +fp16: false +optim: adamw_torch +flash_attn: auto +plot_loss: true +ddp_timeout: 180000000 +ddp_find_unused_parameters: false +include_num_input_tokens_seen: true +enable_thinking: false +use_unsloth: true +use_unsloth_gc: true +streaming: false +eval_strategy: steps +val_size: 1000 +eval_steps: 300 +overwrite_cache: false +overwrite_output_dir: true +output_dir: /home/schwarc/diplomovka/optuna_lr_hpo_1gpu/trials/trial_002_lr_1.000e-04 +logging_steps: 10 +save_steps: 1800 +save_total_limit: 1 +report_to: none +seed: 42 +accelerator_config: + dispatch_batches: false + split_batches: false +num_train_epochs: 1.0 diff --git a/optuna_30k_experiments/configs/trial_003_lr_2.000e-04.yaml b/optuna_30k_experiments/configs/trial_003_lr_2.000e-04.yaml new file mode 100644 index 0000000..6b20820 --- /dev/null +++ b/optuna_30k_experiments/configs/trial_003_lr_2.000e-04.yaml @@ -0,0 +1,50 @@ +stage: sft +do_train: true +do_eval: true +model_name_or_path: slovak-nlp/mistral-sk-7b +trust_remote_code: true +dataset_dir: data +dataset: aya_slovak_hpo_30k +template: alpaca +cutoff_len: 1024 +packing: false +train_on_prompt: false +finetuning_type: lora +lora_rank: 16 +lora_alpha: 32 +lora_dropout: 0.0 +lora_target: q_proj,k_proj,v_proj,o_proj,gate_proj,up_proj,down_proj +per_device_train_batch_size: 1 +per_device_eval_batch_size: 1 +gradient_accumulation_steps: 16 +learning_rate: 0.0002 +lr_scheduler_type: cosine +warmup_steps: 150 +max_grad_norm: 0.5 +bf16: true +fp16: false +optim: adamw_torch +flash_attn: auto +plot_loss: true +ddp_timeout: 180000000 +ddp_find_unused_parameters: false +include_num_input_tokens_seen: true +enable_thinking: false +use_unsloth: true +use_unsloth_gc: true +streaming: false +eval_strategy: steps +val_size: 1000 +eval_steps: 300 +overwrite_cache: false +overwrite_output_dir: true +output_dir: /home/schwarc/diplomovka/optuna_lr_hpo_1gpu/trials/trial_003_lr_2.000e-04 +logging_steps: 10 +save_steps: 1800 +save_total_limit: 1 +report_to: none +seed: 42 +accelerator_config: + dispatch_batches: false + split_batches: false +num_train_epochs: 1.0 diff --git a/optuna_30k_experiments/configs/trial_004_lr_1.869e-04.yaml b/optuna_30k_experiments/configs/trial_004_lr_1.869e-04.yaml new file mode 100644 index 0000000..8a503cb --- /dev/null +++ b/optuna_30k_experiments/configs/trial_004_lr_1.869e-04.yaml @@ -0,0 +1,50 @@ +stage: sft +do_train: true +do_eval: true +model_name_or_path: slovak-nlp/mistral-sk-7b +trust_remote_code: true +dataset_dir: data +dataset: aya_slovak_hpo_30k +template: alpaca +cutoff_len: 1024 +packing: false +train_on_prompt: false +finetuning_type: lora +lora_rank: 16 +lora_alpha: 32 +lora_dropout: 0.0 +lora_target: q_proj,k_proj,v_proj,o_proj,gate_proj,up_proj,down_proj +per_device_train_batch_size: 1 +per_device_eval_batch_size: 1 +gradient_accumulation_steps: 16 +learning_rate: 0.00018690446893209942 +lr_scheduler_type: cosine +warmup_steps: 150 +max_grad_norm: 0.5 +bf16: true +fp16: false +optim: adamw_torch +flash_attn: auto +plot_loss: true +ddp_timeout: 180000000 +ddp_find_unused_parameters: false +include_num_input_tokens_seen: true +enable_thinking: false +use_unsloth: true +use_unsloth_gc: true +streaming: false +eval_strategy: steps +val_size: 1000 +eval_steps: 300 +overwrite_cache: false +overwrite_output_dir: true +output_dir: /home/schwarc/diplomovka/optuna_lr_hpo_1gpu/trials/trial_004_lr_1.869e-04 +logging_steps: 10 +save_steps: 1800 +save_total_limit: 1 +report_to: none +seed: 42 +accelerator_config: + dispatch_batches: false + split_batches: false +num_train_epochs: 1.0 diff --git a/optuna_30k_experiments/configs/trial_006_lr_6.257e-05.yaml b/optuna_30k_experiments/configs/trial_006_lr_6.257e-05.yaml new file mode 100644 index 0000000..5238637 --- /dev/null +++ b/optuna_30k_experiments/configs/trial_006_lr_6.257e-05.yaml @@ -0,0 +1,50 @@ +stage: sft +do_train: true +do_eval: true +model_name_or_path: slovak-nlp/mistral-sk-7b +trust_remote_code: true +dataset_dir: data +dataset: aya_slovak_hpo_30k +template: alpaca +cutoff_len: 1024 +packing: false +train_on_prompt: false +finetuning_type: lora +lora_rank: 16 +lora_alpha: 32 +lora_dropout: 0.0 +lora_target: q_proj,k_proj,v_proj,o_proj,gate_proj,up_proj,down_proj +per_device_train_batch_size: 1 +per_device_eval_batch_size: 1 +gradient_accumulation_steps: 16 +learning_rate: 6.257495330311199e-05 +lr_scheduler_type: cosine +warmup_steps: 150 +max_grad_norm: 0.5 +bf16: true +fp16: false +optim: adamw_torch +flash_attn: auto +plot_loss: true +ddp_timeout: 180000000 +ddp_find_unused_parameters: false +include_num_input_tokens_seen: true +enable_thinking: false +use_unsloth: true +use_unsloth_gc: true +streaming: false +eval_strategy: steps +val_size: 1000 +eval_steps: 300 +overwrite_cache: false +overwrite_output_dir: true +output_dir: /home/schwarc/diplomovka/optuna_lr_hpo_1gpu/trials/trial_006_lr_6.257e-05 +logging_steps: 10 +save_steps: 1800 +save_total_limit: 1 +report_to: none +seed: 42 +accelerator_config: + dispatch_batches: false + split_batches: false +num_train_epochs: 1.0 diff --git a/optuna_30k_experiments/configs/trial_007_lr_2.028e-05.yaml b/optuna_30k_experiments/configs/trial_007_lr_2.028e-05.yaml new file mode 100644 index 0000000..2a3029c --- /dev/null +++ b/optuna_30k_experiments/configs/trial_007_lr_2.028e-05.yaml @@ -0,0 +1,50 @@ +stage: sft +do_train: true +do_eval: true +model_name_or_path: slovak-nlp/mistral-sk-7b +trust_remote_code: true +dataset_dir: data +dataset: aya_slovak_hpo_30k +template: alpaca +cutoff_len: 1024 +packing: false +train_on_prompt: false +finetuning_type: lora +lora_rank: 16 +lora_alpha: 32 +lora_dropout: 0.0 +lora_target: q_proj,k_proj,v_proj,o_proj,gate_proj,up_proj,down_proj +per_device_train_batch_size: 1 +per_device_eval_batch_size: 1 +gradient_accumulation_steps: 16 +learning_rate: 2.0278096180761755e-05 +lr_scheduler_type: cosine +warmup_steps: 150 +max_grad_norm: 0.5 +bf16: true +fp16: false +optim: adamw_torch +flash_attn: auto +plot_loss: true +ddp_timeout: 180000000 +ddp_find_unused_parameters: false +include_num_input_tokens_seen: true +enable_thinking: false +use_unsloth: true +use_unsloth_gc: true +streaming: false +eval_strategy: steps +val_size: 1000 +eval_steps: 300 +overwrite_cache: false +overwrite_output_dir: true +output_dir: /home/schwarc/diplomovka/optuna_lr_hpo_1gpu/trials/trial_007_lr_2.028e-05 +logging_steps: 10 +save_steps: 1800 +save_total_limit: 1 +report_to: none +seed: 42 +accelerator_config: + dispatch_batches: false + split_batches: false +num_train_epochs: 1.0 diff --git a/optuna_30k_experiments/configs/trial_008_lr_1.865e-04.yaml b/optuna_30k_experiments/configs/trial_008_lr_1.865e-04.yaml new file mode 100644 index 0000000..744552e --- /dev/null +++ b/optuna_30k_experiments/configs/trial_008_lr_1.865e-04.yaml @@ -0,0 +1,50 @@ +stage: sft +do_train: true +do_eval: true +model_name_or_path: slovak-nlp/mistral-sk-7b +trust_remote_code: true +dataset_dir: data +dataset: aya_slovak_hpo_30k +template: alpaca +cutoff_len: 1024 +packing: false +train_on_prompt: false +finetuning_type: lora +lora_rank: 16 +lora_alpha: 32 +lora_dropout: 0.0 +lora_target: q_proj,k_proj,v_proj,o_proj,gate_proj,up_proj,down_proj +per_device_train_batch_size: 1 +per_device_eval_batch_size: 1 +gradient_accumulation_steps: 16 +learning_rate: 0.00018645202585249604 +lr_scheduler_type: cosine +warmup_steps: 150 +max_grad_norm: 0.5 +bf16: true +fp16: false +optim: adamw_torch +flash_attn: auto +plot_loss: true +ddp_timeout: 180000000 +ddp_find_unused_parameters: false +include_num_input_tokens_seen: true +enable_thinking: false +use_unsloth: true +use_unsloth_gc: true +streaming: false +eval_strategy: steps +val_size: 1000 +eval_steps: 300 +overwrite_cache: false +overwrite_output_dir: true +output_dir: /home/schwarc/diplomovka/optuna_lr_hpo_1gpu/trials/trial_008_lr_1.865e-04 +logging_steps: 10 +save_steps: 1800 +save_total_limit: 1 +report_to: none +seed: 42 +accelerator_config: + dispatch_batches: false + split_batches: false +num_train_epochs: 1.0 diff --git a/optuna_30k_experiments/logs/trial_000_lr_2.000e-05.log b/optuna_30k_experiments/logs/trial_000_lr_2.000e-05.log new file mode 100644 index 0000000..5483024 --- /dev/null +++ b/optuna_30k_experiments/logs/trial_000_lr_2.000e-05.log @@ -0,0 +1,12418 @@ +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/torch/cuda/__init__.py:734: UserWarning: Can't initialize NVML + warnings.warn("Can't initialize NVML") +[INFO|2026-10-12 20:00:26] llamafactory.hparams.parser:651 >> Process rank: 0, world size: 1, device: cuda:0, distributed training: False, compute dtype: torch.bfloat16 +[INFO|configuration_utils.py:765] 2026-10-12 20:00:26,781 >> loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +[INFO|configuration_utils.py:841] 2026-10-12 20:00:26,790 >> Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads. +[INFO|configuration_utils.py:765] 2026-10-12 20:00:28,414 >> loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +[INFO|configuration_utils.py:841] 2026-10-12 20:00:28,418 >> Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +[INFO|configuration_utils.py:765] 2026-10-12 20:00:28,561 >> loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +[INFO|configuration_utils.py:841] 2026-10-12 20:00:28,565 >> Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +[INFO|2026-10-12 20:00:29] llamafactory.data.loader:144 >> Loading dataset aya_slovak_hpo_30k.jsonl... +training example: +input_ids: +[20548, 336, 349, 396, 13126, 369, 13966, 264, 3638, 28723, 12018, 264, 2899, 369, 6582, 1999, 2691, 274, 272, 2159, 28723, 13, 13, 27332, 3133, 3112, 28747, 13, 28828, 2176, 28711, 28863, 29114, 10268, 28709, 6612, 28714, 2892, 493, 363, 6294, 10719, 363, 3811, 28723, 7379, 626, 28889, 307, 14637, 311, 28768, 2218, 22885, 3748, 28725, 446, 6909, 28820, 637, 3531, 598, 28820, 284, 8341, 6729, 345, 28738, 28739, 363, 8357, 28710, 307, 14637, 311, 28768, 626, 363, 29826, 17339, 28723, 524, 4634, 28711, 570, 1879, 261, 28863, 532, 613, 14483, 28718, 28723, 367, 280, 28879, 570, 9335, 3175, 29826, 626, 323, 7509, 17984, 2950, 28718, 16986, 29826, 28708, 345, 15962, 28739, 363, 3292, 10719, 6612, 529, 28710, 818, 5237, 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Write a response that appropriately completes the request. + +### Instruction: +Zhrnúť tento článok v jednej vete. Textový nástroj je ikona, ktorá sa podobá písmenu "T" v paneli nástrojov vľavo. Kliknite na túto ikonu. Použite rozbaľovaciu ponuku vedľa "Character" v hornej časti obrazovky na výber písma. Použite druhé rozbaľovacie menu vedľa "Character" na výber formátu (t. j. pravidelný, tučný, kurzor, atď.). Tradičné písmo ako Times New Roman alebo Garamond môže pridať formálny vzhľad loga. Bezšerifové písmo ako Helvetica môže pridať modernejší vzhľad písmu. Nepoužívajte príliš dekoratívne písma, ktoré sa ťažko čítajú. Tiež sa vyhýbajte zmiešanému písmu v návrhu loga. Ak si z internetu stiahnete bezplatné písma, mali by ste si uvedomiť licenčnú zmluvu pre tieto písma. Mnohé voľné písma sú voľné na osobné použitie, ale nie sú povolené na komerčné použitie. S vybraným textovým nástrojom kliknite kdekoľvek na grafickej doske, aby ste pridali textový kurzor. Potom napíšte svoj text. Zvážte pridanie samostatného textového objektu pre každé slovo. Obzvlášť ak plánujete používať rôzne farby alebo veľkosti pre rôzne slová vo vašom návrhu loga. Nepridávaj ešte farbu do loga. Farebná tlač nemusí byť vždy možnosťou. Návrh jednoduchého čierno-bieleho loga na začiatok zabezpečí, že vaše logo bude vyzerať dobre v jeho najjednoduchšej forme. Môžete tiež použiť nástroj Text na ceste na pridanie textu v kruhu alebo zakrivenom tvare. Dvakrát kliknite na text, aby ste ho vyzdvihli. Potom kliknite na položku znak v hornej časti obrazovky, aby sa zobrazila ponuka nastavenia znakov. Použite nasledujúce kroky na úpravu textu v ponuke znak. Veľkosť písma: Rozbaľovacia ponuka s malým "T" vedľa veľkého "T" upravuje veľkosť písma. Môžete tiež použiť nástroj výberu (ikona, ktorá pripomína čierny kurzor myši v paneli nástrojov vľavo) na zmenu veľkosti písma. Vedenie: Vedenie mení priestor medzi riadkami textu. Použite rozbaľovaciu ponuku vedľa ikony, ktorá sa podobá "A" na vrchu iného "A" zmeniť vedúce. Kerning: Kerning upravuje medzery medzi konkrétnymi znakmi. Ak chcete nastaviť kerning, vyzdvihnite znaky, ktoré chcete nastaviť, a potom použite rozbaľovaciu ponuku vedľa ikony s "A" aVyberte textový nástroj. Vyberte písmo. Pridajte svoj text. Upravte veľkosť a odstup textu. Vyznačte vektor písma. + + +label_ids: +[-100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, 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Vyberte písmo. Pridajte svoj text. Upravte veľkosť a odstup textu. Vyznačte vektor písma. + + +eval example: +input_ids: +[20548, 336, 349, 396, 13126, 369, 13966, 264, 3638, 28723, 12018, 264, 2899, 369, 6582, 1999, 2691, 274, 272, 2159, 28723, 13, 13, 27332, 3133, 3112, 28747, 13, 28965, 28709, 637, 8631, 25991, 3026, 28725, 13067, 10531, 28729, 350, 2591, 686, 3023, 28862, 28827, 284, 28873, 269, 13096, 28711, 28863, 6149, 3399, 28804, 550, 13881, 29826, 316, 300, 1879, 7871, 338, 28820, 6936, 1150, 28863, 7340, 6957, 8905, 3907, 12235, 28827, 28873, 424, 5765, 772, 28725, 446, 6909, 28889, 14848, 912, 12214, 4321, 28720, 751, 29365, 28723, 351, 28906, 18765, 298, 486, 29114, 28705, 28740, 387, 28705, 28750, 28734, 22116, 28827, 28723, 8294, 772, 28747, 13, 13, 27332, 12107, 28747, 13, 15774, 4295, 28873, 841, 335, 681, 28820, 9335, 1294, 17122, 29114, 549, 350, 5905, 2218, 6612, 28710, 26041, 28862, 485, 686, 350, 28720, 2947, 20946, 6670, 298, 28725, 23374, 17984, 28863, 28729, 433, 408, 28906, 7745, 271, 350, 385, 29114, 363, 1879, 28873, 300, 6294, 291, 28723, 560, 12423, 841, 335, 681, 28820, 9335, 1294, 17122, 29114, 28725, 9335, 1294, 17122, 29114, 12121, 28714, 363, 408, 10422, 1189, 6294, 8269, 2124, 4415, 9538, 28725, 307, 10422, 14628, 28879, 17984, 28863, 2117, 1776, 29826, 7330, 363, 1879, 28873, 15808, 1117, 458, 28723, 9532, 686, 346, 28716, 28820, 6149, 311, 1705, 363, 1326, 493, 517, 28863, 267, 28725, 668, 328, 412, 28716, 433, 637, 1879, 1627, 29826, 28711, 1371, 3382, 350, 5856, 1252, 28718, 9335, 1294, 17122, 29114, 28725, 534, 28724, 991, 28706, 13288, 626, 28718, 686, 293, 316, 2689, 284, 28906, 670, 7988, 28862, 9619, 4147, 15690, 28723, 9532, 284, 374, 284, 374, 626, 380, 29826, 686, 3023, 28862, 28827, 6149, 3399, 284, 28873, 269, 535, 28725, 290, 28906, 28879, 5037, 363, 12472, 1006, 5872, 28863, 675, 6739, 686, 293, 12035, 29114, 4321, 328, 10719, 28873, 7509, 4321, 3399, 284, 28873, 269, 535, 28725, 3061, 28862, 300, 637, 668, 328, 412, 28716, 433, 1879, 363, 28711, 24043, 2737, 841, 335, 681, 28863, 9335, 1294, 17122, 29114, 28723, 351, 28906, 28879, 5037, 637, 363, 28764, 1705, 29114, 1219, 28729, 9041, 284, 28873, 269, 535, 363, 711, 28768, 532, 818, 4081, 28710, 264, 363, 846, 12035, 29114, 6149, 452, 485, 297, 28889, 4415, 28716, 28725, 668, 328, 412, 28716, 1150, 28863, 28717, 637, 1879, 1342, 28764, 313, 551, 28716, 626, 28863, 9335, 1294, 17122, 29114, 28723, 384, 493, 266, 2591, 23371, 1627, 29826, 28711, 1371, 3382, 350, 5856, 9883, 668, 5053, 28862, 21775, 29114, 28725, 446, 6909, 28820, 2413, 5856, 485, 284, 374, 12214, 1326, 493, 517, 28863, 643, 28725, 637, 363, 4273, 28862, 279, 300, 3614, 314, 4371, 28718, 668, 328, 412, 2799, 1879, 287, 2563, 2023, 28764, 6454, 28723, 2, 13, 13] +inputs: +Below is an instruction that describes a task. Write a response that appropriately completes the request. + +### Instruction: +Čo sa používa, ak škodca zničí pšeničnú úrodu? Vzhľadom na predchádzajúcu otázku napíšte kontext, ktorý obsahuje odpoveď. Môže to byť 1 - 20 vetí. Kontext: + +### Response: +Medzišpecifická rozmanitosť plodín je čiastočne zodpovedná za to, že ponúkame rôznorodosť v našom jedle. Intraspecifická rozmanitosť, rozmanitosť alel v rámci jedného druhu, nám tiež ponúka voľbu v našej strave. Ak zlyhá úroda v monokultúre, spoliehame sa na poľnohospodársku rozmanitosť, aby sme znovu zasadili pôdu niečím novým. Ak pest pestovateľ zničí úrodu pšenice, môžeme v nasledujúcom roku zasadiť odolnejšiu odrodu pšenice, pričom sa spoliehame na vnútrospecifickú rozmanitosť. Môžeme sa vzdať produkcie pšenice v tejto oblasti a vysadiť úplne iný druh, spoliehajúc sa na medzidruhovú rozmanitosť. Dokonca aj poľnohospodárska spoločnosť, ktorá primárne pestuje monokultúry, sa v určitom okamihu spolieha na biodiverzitu. + + +label_ids: +[-100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, 15774, 4295, 28873, 841, 335, 681, 28820, 9335, 1294, 17122, 29114, 549, 350, 5905, 2218, 6612, 28710, 26041, 28862, 485, 686, 350, 28720, 2947, 20946, 6670, 298, 28725, 23374, 17984, 28863, 28729, 433, 408, 28906, 7745, 271, 350, 385, 29114, 363, 1879, 28873, 300, 6294, 291, 28723, 560, 12423, 841, 335, 681, 28820, 9335, 1294, 17122, 29114, 28725, 9335, 1294, 17122, 29114, 12121, 28714, 363, 408, 10422, 1189, 6294, 8269, 2124, 4415, 9538, 28725, 307, 10422, 14628, 28879, 17984, 28863, 2117, 1776, 29826, 7330, 363, 1879, 28873, 15808, 1117, 458, 28723, 9532, 686, 346, 28716, 28820, 6149, 311, 1705, 363, 1326, 493, 517, 28863, 267, 28725, 668, 328, 412, 28716, 433, 637, 1879, 1627, 29826, 28711, 1371, 3382, 350, 5856, 1252, 28718, 9335, 1294, 17122, 29114, 28725, 534, 28724, 991, 28706, 13288, 626, 28718, 686, 293, 316, 2689, 284, 28906, 670, 7988, 28862, 9619, 4147, 15690, 28723, 9532, 284, 374, 284, 374, 626, 380, 29826, 686, 3023, 28862, 28827, 6149, 3399, 284, 28873, 269, 535, 28725, 290, 28906, 28879, 5037, 363, 12472, 1006, 5872, 28863, 675, 6739, 686, 293, 12035, 29114, 4321, 328, 10719, 28873, 7509, 4321, 3399, 284, 28873, 269, 535, 28725, 3061, 28862, 300, 637, 668, 328, 412, 28716, 433, 1879, 363, 28711, 24043, 2737, 841, 335, 681, 28863, 9335, 1294, 17122, 29114, 28723, 351, 28906, 28879, 5037, 637, 363, 28764, 1705, 29114, 1219, 28729, 9041, 284, 28873, 269, 535, 363, 711, 28768, 532, 818, 4081, 28710, 264, 363, 846, 12035, 29114, 6149, 452, 485, 297, 28889, 4415, 28716, 28725, 668, 328, 412, 28716, 1150, 28863, 28717, 637, 1879, 1342, 28764, 313, 551, 28716, 626, 28863, 9335, 1294, 17122, 29114, 28723, 384, 493, 266, 2591, 23371, 1627, 29826, 28711, 1371, 3382, 350, 5856, 9883, 668, 5053, 28862, 21775, 29114, 28725, 446, 6909, 28820, 2413, 5856, 485, 284, 374, 12214, 1326, 493, 517, 28863, 643, 28725, 637, 363, 4273, 28862, 279, 300, 3614, 314, 4371, 28718, 668, 328, 412, 2799, 1879, 287, 2563, 2023, 28764, 6454, 28723, 2, 13, 13] +labels: +Medzišpecifická rozmanitosť plodín je čiastočne zodpovedná za to, že ponúkame rôznorodosť v našom jedle. Intraspecifická rozmanitosť, rozmanitosť alel v rámci jedného druhu, nám tiež ponúka voľbu v našej strave. Ak zlyhá úroda v monokultúre, spoliehame sa na poľnohospodársku rozmanitosť, aby sme znovu zasadili pôdu niečím novým. Ak pest pestovateľ zničí úrodu pšenice, môžeme v nasledujúcom roku zasadiť odolnejšiu odrodu pšenice, pričom sa spoliehame na vnútrospecifickú rozmanitosť. Môžeme sa vzdať produkcie pšenice v tejto oblasti a vysadiť úplne iný druh, spoliehajúc sa na medzidruhovú rozmanitosť. Dokonca aj poľnohospodárska spoločnosť, ktorá primárne pestuje monokultúry, sa v určitom okamihu spolieha na biodiverzitu. + + +[INFO|configuration_utils.py:765] 2026-10-12 20:00:30,063 >> loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +[INFO|configuration_utils.py:841] 2026-10-12 20:00:30,066 >> Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +[INFO|2026-10-12 20:00:30] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training. +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/unsloth/__init__.py:165: UserWarning: WARNING: Unsloth should be imported before [trl, transformers, peft] to ensure all optimizations are applied. Your code may run slower or encounter memory issues without these optimizations. + +Please restructure your imports with 'import unsloth' at the top of your file. + from ._gpu_init import * +🦥 Unsloth: Will patch your computer to enable 2x faster free finetuning. +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/torch/cuda/__init__.py:734: UserWarning: Can't initialize NVML + warnings.warn("Can't initialize NVML") +🦥 Unsloth Zoo will now patch everything to make training faster! +loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +Unsloth: WARNING `trust_remote_code` is True. +Are you certain you want to do remote code execution? +==((====))== Unsloth 2026.6.1: Fast Mistral patching. Transformers: 5.5.0. + \\ /| NVIDIA RTX A4500. Num GPUs = 1. Max memory: 19.698 GB. Platform: Linux. +O^O/ \_/ \ Torch: 2.6.0+cu124. CUDA: 8.6. CUDA Toolkit: 12.4. Triton: 3.2.0 +\ / Bfloat16 = TRUE. FA [Xformers = 0.0.29.post3. FA2 = False] + "-____-" Free license: http://github.com/unslothai/unsloth +Unsloth: Fast downloading is enabled - ignore downloading bars which are red colored! +loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +loading weights file model.safetensors from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/model.safetensors.index.json +Will use dtype=torch.bfloat16 as defined in model's config object +Generate config GenerationConfig { + "bos_token_id": 1, + "eos_token_id": 2, + "output_attentions": false, + "output_hidden_states": false, + "pad_token_id": 2, + "use_cache": true +} + + +Loading weights: 0%| | 0/291 [00:00). Using pad_token = . +/home/schwarc/LLaMA-Factory/src/llamafactory/model/model_utils/checkpointing.py:68: FutureWarning: `torch.cuda.amp.custom_fwd(args...)` is deprecated. Please use `torch.amp.custom_fwd(args..., device_type='cuda')` instead. + @torch.cuda.amp.custom_fwd +/home/schwarc/LLaMA-Factory/src/llamafactory/model/model_utils/checkpointing.py:85: FutureWarning: `torch.cuda.amp.custom_bwd(args...)` is deprecated. Please use `torch.amp.custom_bwd(args..., device_type='cuda')` instead. + @torch.cuda.amp.custom_bwd +[INFO|2026-10-12 20:00:47] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled. +[INFO|2026-10-12 20:00:47] llamafactory.model.adapter:144 >> Upcasting trainable params to float32. +[INFO|2026-10-12 20:00:47] llamafactory.model.adapter:144 >> Fine-tuning method: LoRA +Unsloth 2026.6.1 patched 32 layers with 32 QKV layers, 32 O layers and 32 MLP layers. +[INFO|2026-10-12 20:00:50] llamafactory.model.loader:144 >> trainable params: 41,943,040 || all params: 7,283,675,136 || trainable%: 0.5758 +The tokenizer has new PAD/BOS/EOS tokens that differ from the model config and generation config. The model config and generation config were aligned accordingly, being updated with the tokenizer's values. Updated tokens: {'pad_token_id': 2}. +==((====))== Unsloth - 2x faster free finetuning | Num GPUs used = 1 + \\ /| Num examples = 29,000 | Num Epochs = 1 | Total steps = 1,813 +O^O/ \_/ \ Batch size per device = 1 | Gradient accumulation steps = 16 +\ / Data Parallel GPUs = 1 | Total batch size (1 x 16 x 1) = 16 + "-____-" Trainable parameters = 41,943,040 of 7,283,675,136 (0.58% trained) + + 0%| | 0/1813 [00:00> No metric eval_accuracy to plot. + +***** Running Evaluation ***** + Num examples = 1000 + Batch size = 1 +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:71: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:281: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:172: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:202: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:254: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) + + 0%| | 0/1000 [00:00> Process rank: 0, world size: 1, device: cuda:0, distributed training: False, compute dtype: torch.bfloat16 +Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads. +[INFO|configuration_utils.py:765] 2026-10-12 23:28:07,192 >> loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +[INFO|configuration_utils.py:841] 2026-10-12 23:28:07,201 >> Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +[INFO|configuration_utils.py:765] 2026-10-12 23:28:08,818 >> loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +[INFO|configuration_utils.py:841] 2026-10-12 23:28:08,821 >> Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +[INFO|configuration_utils.py:765] 2026-10-12 23:28:08,965 >> loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +[INFO|configuration_utils.py:841] 2026-10-12 23:28:08,969 >> Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +[INFO|2026-10-12 23:28:09] llamafactory.data.loader:144 >> Loading dataset aya_slovak_hpo_30k.jsonl... +training example: +input_ids: +[20548, 336, 349, 396, 13126, 369, 13966, 264, 3638, 28723, 12018, 264, 2899, 369, 6582, 1999, 2691, 274, 272, 2159, 28723, 13, 13, 27332, 3133, 3112, 28747, 13, 28828, 2176, 28711, 28863, 29114, 10268, 28709, 6612, 28714, 2892, 493, 363, 6294, 10719, 363, 3811, 28723, 7379, 626, 28889, 307, 14637, 311, 28768, 2218, 22885, 3748, 28725, 446, 6909, 28820, 637, 3531, 598, 28820, 284, 8341, 6729, 345, 28738, 28739, 363, 8357, 28710, 307, 14637, 311, 28768, 626, 363, 29826, 17339, 28723, 524, 4634, 28711, 570, 1879, 261, 28863, 532, 613, 14483, 28718, 28723, 367, 280, 28879, 570, 9335, 3175, 29826, 626, 323, 7509, 17984, 2950, 28718, 16986, 29826, 28708, 345, 15962, 28739, 363, 3292, 10719, 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Write a response that appropriately completes the request. + +### Instruction: +Zhrnúť tento článok v jednej vete. Textový nástroj je ikona, ktorá sa podobá písmenu "T" v paneli nástrojov vľavo. Kliknite na túto ikonu. Použite rozbaľovaciu ponuku vedľa "Character" v hornej časti obrazovky na výber písma. Použite druhé rozbaľovacie menu vedľa "Character" na výber formátu (t. j. pravidelný, tučný, kurzor, atď.). Tradičné písmo ako Times New Roman alebo Garamond môže pridať formálny vzhľad loga. Bezšerifové písmo ako Helvetica môže pridať modernejší vzhľad písmu. Nepoužívajte príliš dekoratívne písma, ktoré sa ťažko čítajú. Tiež sa vyhýbajte zmiešanému písmu v návrhu loga. Ak si z internetu stiahnete bezplatné písma, mali by ste si uvedomiť licenčnú zmluvu pre tieto písma. Mnohé voľné písma sú voľné na osobné použitie, ale nie sú povolené na komerčné použitie. S vybraným textovým nástrojom kliknite kdekoľvek na grafickej doske, aby ste pridali textový kurzor. Potom napíšte svoj text. Zvážte pridanie samostatného textového objektu pre každé slovo. Obzvlášť ak plánujete používať rôzne farby alebo veľkosti pre rôzne slová vo vašom návrhu loga. Nepridávaj ešte farbu do loga. Farebná tlač nemusí byť vždy možnosťou. Návrh jednoduchého čierno-bieleho loga na začiatok zabezpečí, že vaše logo bude vyzerať dobre v jeho najjednoduchšej forme. Môžete tiež použiť nástroj Text na ceste na pridanie textu v kruhu alebo zakrivenom tvare. Dvakrát kliknite na text, aby ste ho vyzdvihli. Potom kliknite na položku znak v hornej časti obrazovky, aby sa zobrazila ponuka nastavenia znakov. Použite nasledujúce kroky na úpravu textu v ponuke znak. Veľkosť písma: Rozbaľovacia ponuka s malým "T" vedľa veľkého "T" upravuje veľkosť písma. Môžete tiež použiť nástroj výberu (ikona, ktorá pripomína čierny kurzor myši v paneli nástrojov vľavo) na zmenu veľkosti písma. Vedenie: Vedenie mení priestor medzi riadkami textu. Použite rozbaľovaciu ponuku vedľa ikony, ktorá sa podobá "A" na vrchu iného "A" zmeniť vedúce. Kerning: Kerning upravuje medzery medzi konkrétnymi znakmi. Ak chcete nastaviť kerning, vyzdvihnite znaky, ktoré chcete nastaviť, a potom použite rozbaľovaciu ponuku vedľa ikony s "A" aVyberte textový nástroj. Vyberte písmo. Pridajte svoj text. Upravte veľkosť a odstup textu. Vyznačte vektor písma. + + +label_ids: +[-100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, 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Vyberte písmo. Pridajte svoj text. Upravte veľkosť a odstup textu. Vyznačte vektor písma. + + +eval example: +input_ids: +[20548, 336, 349, 396, 13126, 369, 13966, 264, 3638, 28723, 12018, 264, 2899, 369, 6582, 1999, 2691, 274, 272, 2159, 28723, 13, 13, 27332, 3133, 3112, 28747, 13, 28965, 28709, 637, 8631, 25991, 3026, 28725, 13067, 10531, 28729, 350, 2591, 686, 3023, 28862, 28827, 284, 28873, 269, 13096, 28711, 28863, 6149, 3399, 28804, 550, 13881, 29826, 316, 300, 1879, 7871, 338, 28820, 6936, 1150, 28863, 7340, 6957, 8905, 3907, 12235, 28827, 28873, 424, 5765, 772, 28725, 446, 6909, 28889, 14848, 912, 12214, 4321, 28720, 751, 29365, 28723, 351, 28906, 18765, 298, 486, 29114, 28705, 28740, 387, 28705, 28750, 28734, 22116, 28827, 28723, 8294, 772, 28747, 13, 13, 27332, 12107, 28747, 13, 15774, 4295, 28873, 841, 335, 681, 28820, 9335, 1294, 17122, 29114, 549, 350, 5905, 2218, 6612, 28710, 26041, 28862, 485, 686, 350, 28720, 2947, 20946, 6670, 298, 28725, 23374, 17984, 28863, 28729, 433, 408, 28906, 7745, 271, 350, 385, 29114, 363, 1879, 28873, 300, 6294, 291, 28723, 560, 12423, 841, 335, 681, 28820, 9335, 1294, 17122, 29114, 28725, 9335, 1294, 17122, 29114, 12121, 28714, 363, 408, 10422, 1189, 6294, 8269, 2124, 4415, 9538, 28725, 307, 10422, 14628, 28879, 17984, 28863, 2117, 1776, 29826, 7330, 363, 1879, 28873, 15808, 1117, 458, 28723, 9532, 686, 346, 28716, 28820, 6149, 311, 1705, 363, 1326, 493, 517, 28863, 267, 28725, 668, 328, 412, 28716, 433, 637, 1879, 1627, 29826, 28711, 1371, 3382, 350, 5856, 1252, 28718, 9335, 1294, 17122, 29114, 28725, 534, 28724, 991, 28706, 13288, 626, 28718, 686, 293, 316, 2689, 284, 28906, 670, 7988, 28862, 9619, 4147, 15690, 28723, 9532, 284, 374, 284, 374, 626, 380, 29826, 686, 3023, 28862, 28827, 6149, 3399, 284, 28873, 269, 535, 28725, 290, 28906, 28879, 5037, 363, 12472, 1006, 5872, 28863, 675, 6739, 686, 293, 12035, 29114, 4321, 328, 10719, 28873, 7509, 4321, 3399, 284, 28873, 269, 535, 28725, 3061, 28862, 300, 637, 668, 328, 412, 28716, 433, 1879, 363, 28711, 24043, 2737, 841, 335, 681, 28863, 9335, 1294, 17122, 29114, 28723, 351, 28906, 28879, 5037, 637, 363, 28764, 1705, 29114, 1219, 28729, 9041, 284, 28873, 269, 535, 363, 711, 28768, 532, 818, 4081, 28710, 264, 363, 846, 12035, 29114, 6149, 452, 485, 297, 28889, 4415, 28716, 28725, 668, 328, 412, 28716, 1150, 28863, 28717, 637, 1879, 1342, 28764, 313, 551, 28716, 626, 28863, 9335, 1294, 17122, 29114, 28723, 384, 493, 266, 2591, 23371, 1627, 29826, 28711, 1371, 3382, 350, 5856, 9883, 668, 5053, 28862, 21775, 29114, 28725, 446, 6909, 28820, 2413, 5856, 485, 284, 374, 12214, 1326, 493, 517, 28863, 643, 28725, 637, 363, 4273, 28862, 279, 300, 3614, 314, 4371, 28718, 668, 328, 412, 2799, 1879, 287, 2563, 2023, 28764, 6454, 28723, 2, 13, 13] +inputs: +Below is an instruction that describes a task. Write a response that appropriately completes the request. + +### Instruction: +Čo sa používa, ak škodca zničí pšeničnú úrodu? Vzhľadom na predchádzajúcu otázku napíšte kontext, ktorý obsahuje odpoveď. Môže to byť 1 - 20 vetí. Kontext: + +### Response: +Medzišpecifická rozmanitosť plodín je čiastočne zodpovedná za to, že ponúkame rôznorodosť v našom jedle. Intraspecifická rozmanitosť, rozmanitosť alel v rámci jedného druhu, nám tiež ponúka voľbu v našej strave. Ak zlyhá úroda v monokultúre, spoliehame sa na poľnohospodársku rozmanitosť, aby sme znovu zasadili pôdu niečím novým. Ak pest pestovateľ zničí úrodu pšenice, môžeme v nasledujúcom roku zasadiť odolnejšiu odrodu pšenice, pričom sa spoliehame na vnútrospecifickú rozmanitosť. Môžeme sa vzdať produkcie pšenice v tejto oblasti a vysadiť úplne iný druh, spoliehajúc sa na medzidruhovú rozmanitosť. Dokonca aj poľnohospodárska spoločnosť, ktorá primárne pestuje monokultúry, sa v určitom okamihu spolieha na biodiverzitu. + + +label_ids: +[-100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, 15774, 4295, 28873, 841, 335, 681, 28820, 9335, 1294, 17122, 29114, 549, 350, 5905, 2218, 6612, 28710, 26041, 28862, 485, 686, 350, 28720, 2947, 20946, 6670, 298, 28725, 23374, 17984, 28863, 28729, 433, 408, 28906, 7745, 271, 350, 385, 29114, 363, 1879, 28873, 300, 6294, 291, 28723, 560, 12423, 841, 335, 681, 28820, 9335, 1294, 17122, 29114, 28725, 9335, 1294, 17122, 29114, 12121, 28714, 363, 408, 10422, 1189, 6294, 8269, 2124, 4415, 9538, 28725, 307, 10422, 14628, 28879, 17984, 28863, 2117, 1776, 29826, 7330, 363, 1879, 28873, 15808, 1117, 458, 28723, 9532, 686, 346, 28716, 28820, 6149, 311, 1705, 363, 1326, 493, 517, 28863, 267, 28725, 668, 328, 412, 28716, 433, 637, 1879, 1627, 29826, 28711, 1371, 3382, 350, 5856, 1252, 28718, 9335, 1294, 17122, 29114, 28725, 534, 28724, 991, 28706, 13288, 626, 28718, 686, 293, 316, 2689, 284, 28906, 670, 7988, 28862, 9619, 4147, 15690, 28723, 9532, 284, 374, 284, 374, 626, 380, 29826, 686, 3023, 28862, 28827, 6149, 3399, 284, 28873, 269, 535, 28725, 290, 28906, 28879, 5037, 363, 12472, 1006, 5872, 28863, 675, 6739, 686, 293, 12035, 29114, 4321, 328, 10719, 28873, 7509, 4321, 3399, 284, 28873, 269, 535, 28725, 3061, 28862, 300, 637, 668, 328, 412, 28716, 433, 1879, 363, 28711, 24043, 2737, 841, 335, 681, 28863, 9335, 1294, 17122, 29114, 28723, 351, 28906, 28879, 5037, 637, 363, 28764, 1705, 29114, 1219, 28729, 9041, 284, 28873, 269, 535, 363, 711, 28768, 532, 818, 4081, 28710, 264, 363, 846, 12035, 29114, 6149, 452, 485, 297, 28889, 4415, 28716, 28725, 668, 328, 412, 28716, 1150, 28863, 28717, 637, 1879, 1342, 28764, 313, 551, 28716, 626, 28863, 9335, 1294, 17122, 29114, 28723, 384, 493, 266, 2591, 23371, 1627, 29826, 28711, 1371, 3382, 350, 5856, 9883, 668, 5053, 28862, 21775, 29114, 28725, 446, 6909, 28820, 2413, 5856, 485, 284, 374, 12214, 1326, 493, 517, 28863, 643, 28725, 637, 363, 4273, 28862, 279, 300, 3614, 314, 4371, 28718, 668, 328, 412, 2799, 1879, 287, 2563, 2023, 28764, 6454, 28723, 2, 13, 13] +labels: +Medzišpecifická rozmanitosť plodín je čiastočne zodpovedná za to, že ponúkame rôznorodosť v našom jedle. Intraspecifická rozmanitosť, rozmanitosť alel v rámci jedného druhu, nám tiež ponúka voľbu v našej strave. Ak zlyhá úroda v monokultúre, spoliehame sa na poľnohospodársku rozmanitosť, aby sme znovu zasadili pôdu niečím novým. Ak pest pestovateľ zničí úrodu pšenice, môžeme v nasledujúcom roku zasadiť odolnejšiu odrodu pšenice, pričom sa spoliehame na vnútrospecifickú rozmanitosť. Môžeme sa vzdať produkcie pšenice v tejto oblasti a vysadiť úplne iný druh, spoliehajúc sa na medzidruhovú rozmanitosť. Dokonca aj poľnohospodárska spoločnosť, ktorá primárne pestuje monokultúry, sa v určitom okamihu spolieha na biodiverzitu. + + +[INFO|configuration_utils.py:765] 2026-10-12 23:28:10,443 >> loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +[INFO|configuration_utils.py:841] 2026-10-12 23:28:10,447 >> Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +[INFO|2026-10-12 23:28:10] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training. +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/unsloth/__init__.py:165: UserWarning: WARNING: Unsloth should be imported before [trl, transformers, peft] to ensure all optimizations are applied. Your code may run slower or encounter memory issues without these optimizations. + +Please restructure your imports with 'import unsloth' at the top of your file. + from ._gpu_init import * +🦥 Unsloth: Will patch your computer to enable 2x faster free finetuning. +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/torch/cuda/__init__.py:734: UserWarning: Can't initialize NVML + warnings.warn("Can't initialize NVML") +🦥 Unsloth Zoo will now patch everything to make training faster! +loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +Unsloth: WARNING `trust_remote_code` is True. +Are you certain you want to do remote code execution? +==((====))== Unsloth 2026.6.1: Fast Mistral patching. Transformers: 5.5.0. + \\ /| NVIDIA RTX A4500. Num GPUs = 1. Max memory: 19.698 GB. Platform: Linux. +O^O/ \_/ \ Torch: 2.6.0+cu124. CUDA: 8.6. CUDA Toolkit: 12.4. Triton: 3.2.0 +\ / Bfloat16 = TRUE. FA [Xformers = 0.0.29.post3. FA2 = False] + "-____-" Free license: http://github.com/unslothai/unsloth +Unsloth: Fast downloading is enabled - ignore downloading bars which are red colored! +loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +loading weights file model.safetensors from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/model.safetensors.index.json +Will use dtype=torch.bfloat16 as defined in model's config object +Generate config GenerationConfig { + "bos_token_id": 1, + "eos_token_id": 2, + "output_attentions": false, + "output_hidden_states": false, + "pad_token_id": 2, + "use_cache": true +} + + +Loading weights: 0%| | 0/291 [00:00). Using pad_token = . +/home/schwarc/LLaMA-Factory/src/llamafactory/model/model_utils/checkpointing.py:68: FutureWarning: `torch.cuda.amp.custom_fwd(args...)` is deprecated. Please use `torch.amp.custom_fwd(args..., device_type='cuda')` instead. + @torch.cuda.amp.custom_fwd +/home/schwarc/LLaMA-Factory/src/llamafactory/model/model_utils/checkpointing.py:85: FutureWarning: `torch.cuda.amp.custom_bwd(args...)` is deprecated. Please use `torch.amp.custom_bwd(args..., device_type='cuda')` instead. + @torch.cuda.amp.custom_bwd +[INFO|2026-10-12 23:28:27] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled. +[INFO|2026-10-12 23:28:27] llamafactory.model.adapter:144 >> Upcasting trainable params to float32. +[INFO|2026-10-12 23:28:27] llamafactory.model.adapter:144 >> Fine-tuning method: LoRA +Unsloth 2026.6.1 patched 32 layers with 32 QKV layers, 32 O layers and 32 MLP layers. +[INFO|2026-10-12 23:28:30] llamafactory.model.loader:144 >> trainable params: 41,943,040 || all params: 7,283,675,136 || trainable%: 0.5758 +The tokenizer has new PAD/BOS/EOS tokens that differ from the model config and generation config. The model config and generation config were aligned accordingly, being updated with the tokenizer's values. Updated tokens: {'pad_token_id': 2}. +==((====))== Unsloth - 2x faster free finetuning | Num GPUs used = 1 + \\ /| Num examples = 29,000 | Num Epochs = 1 | Total steps = 1,813 +O^O/ \_/ \ Batch size per device = 1 | Gradient accumulation steps = 16 +\ / Data Parallel GPUs = 1 | Total batch size (1 x 16 x 1) = 16 + "-____-" Trainable parameters = 41,943,040 of 7,283,675,136 (0.58% trained) + + 0%| | 0/1813 [00:00> No metric eval_accuracy to plot. + +***** Running Evaluation ***** + Num examples = 1000 + Batch size = 1 +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:71: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:281: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:172: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:202: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:254: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) + + 0%| | 0/1000 [00:00> Process rank: 0, world size: 1, device: cuda:0, distributed training: False, compute dtype: torch.bfloat16 +[INFO|configuration_utils.py:765] 2026-10-13 02:56:22,232 >> loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +[INFO|configuration_utils.py:841] 2026-10-13 02:56:22,241 >> Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads. +[INFO|configuration_utils.py:765] 2026-10-13 02:56:23,843 >> loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +[INFO|configuration_utils.py:841] 2026-10-13 02:56:23,846 >> Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +[INFO|configuration_utils.py:765] 2026-10-13 02:56:23,991 >> loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +[INFO|configuration_utils.py:841] 2026-10-13 02:56:23,995 >> Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +[INFO|2026-10-13 02:56:24] llamafactory.data.loader:144 >> Loading dataset aya_slovak_hpo_30k.jsonl... +training example: +input_ids: +[20548, 336, 349, 396, 13126, 369, 13966, 264, 3638, 28723, 12018, 264, 2899, 369, 6582, 1999, 2691, 274, 272, 2159, 28723, 13, 13, 27332, 3133, 3112, 28747, 13, 28828, 2176, 28711, 28863, 29114, 10268, 28709, 6612, 28714, 2892, 493, 363, 6294, 10719, 363, 3811, 28723, 7379, 626, 28889, 307, 14637, 311, 28768, 2218, 22885, 3748, 28725, 446, 6909, 28820, 637, 3531, 598, 28820, 284, 8341, 6729, 345, 28738, 28739, 363, 8357, 28710, 307, 14637, 311, 28768, 626, 363, 29826, 17339, 28723, 524, 4634, 28711, 570, 1879, 261, 28863, 532, 613, 14483, 28718, 28723, 367, 280, 28879, 570, 9335, 3175, 29826, 626, 323, 7509, 17984, 2950, 28718, 16986, 29826, 28708, 345, 15962, 28739, 363, 3292, 10719, 6612, 529, 28710, 818, 5237, 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Write a response that appropriately completes the request. + +### Instruction: +Zhrnúť tento článok v jednej vete. Textový nástroj je ikona, ktorá sa podobá písmenu "T" v paneli nástrojov vľavo. Kliknite na túto ikonu. Použite rozbaľovaciu ponuku vedľa "Character" v hornej časti obrazovky na výber písma. Použite druhé rozbaľovacie menu vedľa "Character" na výber formátu (t. j. pravidelný, tučný, kurzor, atď.). Tradičné písmo ako Times New Roman alebo Garamond môže pridať formálny vzhľad loga. Bezšerifové písmo ako Helvetica môže pridať modernejší vzhľad písmu. Nepoužívajte príliš dekoratívne písma, ktoré sa ťažko čítajú. Tiež sa vyhýbajte zmiešanému písmu v návrhu loga. Ak si z internetu stiahnete bezplatné písma, mali by ste si uvedomiť licenčnú zmluvu pre tieto písma. Mnohé voľné písma sú voľné na osobné použitie, ale nie sú povolené na komerčné použitie. S vybraným textovým nástrojom kliknite kdekoľvek na grafickej doske, aby ste pridali textový kurzor. Potom napíšte svoj text. Zvážte pridanie samostatného textového objektu pre každé slovo. Obzvlášť ak plánujete používať rôzne farby alebo veľkosti pre rôzne slová vo vašom návrhu loga. Nepridávaj ešte farbu do loga. Farebná tlač nemusí byť vždy možnosťou. Návrh jednoduchého čierno-bieleho loga na začiatok zabezpečí, že vaše logo bude vyzerať dobre v jeho najjednoduchšej forme. Môžete tiež použiť nástroj Text na ceste na pridanie textu v kruhu alebo zakrivenom tvare. Dvakrát kliknite na text, aby ste ho vyzdvihli. Potom kliknite na položku znak v hornej časti obrazovky, aby sa zobrazila ponuka nastavenia znakov. Použite nasledujúce kroky na úpravu textu v ponuke znak. Veľkosť písma: Rozbaľovacia ponuka s malým "T" vedľa veľkého "T" upravuje veľkosť písma. Môžete tiež použiť nástroj výberu (ikona, ktorá pripomína čierny kurzor myši v paneli nástrojov vľavo) na zmenu veľkosti písma. Vedenie: Vedenie mení priestor medzi riadkami textu. Použite rozbaľovaciu ponuku vedľa ikony, ktorá sa podobá "A" na vrchu iného "A" zmeniť vedúce. Kerning: Kerning upravuje medzery medzi konkrétnymi znakmi. Ak chcete nastaviť kerning, vyzdvihnite znaky, ktoré chcete nastaviť, a potom použite rozbaľovaciu ponuku vedľa ikony s "A" aVyberte textový nástroj. Vyberte písmo. Pridajte svoj text. Upravte veľkosť a odstup textu. Vyznačte vektor písma. + + +label_ids: +[-100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, 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Vyberte písmo. Pridajte svoj text. Upravte veľkosť a odstup textu. Vyznačte vektor písma. + + +eval example: +input_ids: +[20548, 336, 349, 396, 13126, 369, 13966, 264, 3638, 28723, 12018, 264, 2899, 369, 6582, 1999, 2691, 274, 272, 2159, 28723, 13, 13, 27332, 3133, 3112, 28747, 13, 28965, 28709, 637, 8631, 25991, 3026, 28725, 13067, 10531, 28729, 350, 2591, 686, 3023, 28862, 28827, 284, 28873, 269, 13096, 28711, 28863, 6149, 3399, 28804, 550, 13881, 29826, 316, 300, 1879, 7871, 338, 28820, 6936, 1150, 28863, 7340, 6957, 8905, 3907, 12235, 28827, 28873, 424, 5765, 772, 28725, 446, 6909, 28889, 14848, 912, 12214, 4321, 28720, 751, 29365, 28723, 351, 28906, 18765, 298, 486, 29114, 28705, 28740, 387, 28705, 28750, 28734, 22116, 28827, 28723, 8294, 772, 28747, 13, 13, 27332, 12107, 28747, 13, 15774, 4295, 28873, 841, 335, 681, 28820, 9335, 1294, 17122, 29114, 549, 350, 5905, 2218, 6612, 28710, 26041, 28862, 485, 686, 350, 28720, 2947, 20946, 6670, 298, 28725, 23374, 17984, 28863, 28729, 433, 408, 28906, 7745, 271, 350, 385, 29114, 363, 1879, 28873, 300, 6294, 291, 28723, 560, 12423, 841, 335, 681, 28820, 9335, 1294, 17122, 29114, 28725, 9335, 1294, 17122, 29114, 12121, 28714, 363, 408, 10422, 1189, 6294, 8269, 2124, 4415, 9538, 28725, 307, 10422, 14628, 28879, 17984, 28863, 2117, 1776, 29826, 7330, 363, 1879, 28873, 15808, 1117, 458, 28723, 9532, 686, 346, 28716, 28820, 6149, 311, 1705, 363, 1326, 493, 517, 28863, 267, 28725, 668, 328, 412, 28716, 433, 637, 1879, 1627, 29826, 28711, 1371, 3382, 350, 5856, 1252, 28718, 9335, 1294, 17122, 29114, 28725, 534, 28724, 991, 28706, 13288, 626, 28718, 686, 293, 316, 2689, 284, 28906, 670, 7988, 28862, 9619, 4147, 15690, 28723, 9532, 284, 374, 284, 374, 626, 380, 29826, 686, 3023, 28862, 28827, 6149, 3399, 284, 28873, 269, 535, 28725, 290, 28906, 28879, 5037, 363, 12472, 1006, 5872, 28863, 675, 6739, 686, 293, 12035, 29114, 4321, 328, 10719, 28873, 7509, 4321, 3399, 284, 28873, 269, 535, 28725, 3061, 28862, 300, 637, 668, 328, 412, 28716, 433, 1879, 363, 28711, 24043, 2737, 841, 335, 681, 28863, 9335, 1294, 17122, 29114, 28723, 351, 28906, 28879, 5037, 637, 363, 28764, 1705, 29114, 1219, 28729, 9041, 284, 28873, 269, 535, 363, 711, 28768, 532, 818, 4081, 28710, 264, 363, 846, 12035, 29114, 6149, 452, 485, 297, 28889, 4415, 28716, 28725, 668, 328, 412, 28716, 1150, 28863, 28717, 637, 1879, 1342, 28764, 313, 551, 28716, 626, 28863, 9335, 1294, 17122, 29114, 28723, 384, 493, 266, 2591, 23371, 1627, 29826, 28711, 1371, 3382, 350, 5856, 9883, 668, 5053, 28862, 21775, 29114, 28725, 446, 6909, 28820, 2413, 5856, 485, 284, 374, 12214, 1326, 493, 517, 28863, 643, 28725, 637, 363, 4273, 28862, 279, 300, 3614, 314, 4371, 28718, 668, 328, 412, 2799, 1879, 287, 2563, 2023, 28764, 6454, 28723, 2, 13, 13] +inputs: +Below is an instruction that describes a task. Write a response that appropriately completes the request. + +### Instruction: +Čo sa používa, ak škodca zničí pšeničnú úrodu? Vzhľadom na predchádzajúcu otázku napíšte kontext, ktorý obsahuje odpoveď. Môže to byť 1 - 20 vetí. Kontext: + +### Response: +Medzišpecifická rozmanitosť plodín je čiastočne zodpovedná za to, že ponúkame rôznorodosť v našom jedle. Intraspecifická rozmanitosť, rozmanitosť alel v rámci jedného druhu, nám tiež ponúka voľbu v našej strave. Ak zlyhá úroda v monokultúre, spoliehame sa na poľnohospodársku rozmanitosť, aby sme znovu zasadili pôdu niečím novým. Ak pest pestovateľ zničí úrodu pšenice, môžeme v nasledujúcom roku zasadiť odolnejšiu odrodu pšenice, pričom sa spoliehame na vnútrospecifickú rozmanitosť. Môžeme sa vzdať produkcie pšenice v tejto oblasti a vysadiť úplne iný druh, spoliehajúc sa na medzidruhovú rozmanitosť. Dokonca aj poľnohospodárska spoločnosť, ktorá primárne pestuje monokultúry, sa v určitom okamihu spolieha na biodiverzitu. + + +label_ids: +[-100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, 15774, 4295, 28873, 841, 335, 681, 28820, 9335, 1294, 17122, 29114, 549, 350, 5905, 2218, 6612, 28710, 26041, 28862, 485, 686, 350, 28720, 2947, 20946, 6670, 298, 28725, 23374, 17984, 28863, 28729, 433, 408, 28906, 7745, 271, 350, 385, 29114, 363, 1879, 28873, 300, 6294, 291, 28723, 560, 12423, 841, 335, 681, 28820, 9335, 1294, 17122, 29114, 28725, 9335, 1294, 17122, 29114, 12121, 28714, 363, 408, 10422, 1189, 6294, 8269, 2124, 4415, 9538, 28725, 307, 10422, 14628, 28879, 17984, 28863, 2117, 1776, 29826, 7330, 363, 1879, 28873, 15808, 1117, 458, 28723, 9532, 686, 346, 28716, 28820, 6149, 311, 1705, 363, 1326, 493, 517, 28863, 267, 28725, 668, 328, 412, 28716, 433, 637, 1879, 1627, 29826, 28711, 1371, 3382, 350, 5856, 1252, 28718, 9335, 1294, 17122, 29114, 28725, 534, 28724, 991, 28706, 13288, 626, 28718, 686, 293, 316, 2689, 284, 28906, 670, 7988, 28862, 9619, 4147, 15690, 28723, 9532, 284, 374, 284, 374, 626, 380, 29826, 686, 3023, 28862, 28827, 6149, 3399, 284, 28873, 269, 535, 28725, 290, 28906, 28879, 5037, 363, 12472, 1006, 5872, 28863, 675, 6739, 686, 293, 12035, 29114, 4321, 328, 10719, 28873, 7509, 4321, 3399, 284, 28873, 269, 535, 28725, 3061, 28862, 300, 637, 668, 328, 412, 28716, 433, 1879, 363, 28711, 24043, 2737, 841, 335, 681, 28863, 9335, 1294, 17122, 29114, 28723, 351, 28906, 28879, 5037, 637, 363, 28764, 1705, 29114, 1219, 28729, 9041, 284, 28873, 269, 535, 363, 711, 28768, 532, 818, 4081, 28710, 264, 363, 846, 12035, 29114, 6149, 452, 485, 297, 28889, 4415, 28716, 28725, 668, 328, 412, 28716, 1150, 28863, 28717, 637, 1879, 1342, 28764, 313, 551, 28716, 626, 28863, 9335, 1294, 17122, 29114, 28723, 384, 493, 266, 2591, 23371, 1627, 29826, 28711, 1371, 3382, 350, 5856, 9883, 668, 5053, 28862, 21775, 29114, 28725, 446, 6909, 28820, 2413, 5856, 485, 284, 374, 12214, 1326, 493, 517, 28863, 643, 28725, 637, 363, 4273, 28862, 279, 300, 3614, 314, 4371, 28718, 668, 328, 412, 2799, 1879, 287, 2563, 2023, 28764, 6454, 28723, 2, 13, 13] +labels: +Medzišpecifická rozmanitosť plodín je čiastočne zodpovedná za to, že ponúkame rôznorodosť v našom jedle. Intraspecifická rozmanitosť, rozmanitosť alel v rámci jedného druhu, nám tiež ponúka voľbu v našej strave. Ak zlyhá úroda v monokultúre, spoliehame sa na poľnohospodársku rozmanitosť, aby sme znovu zasadili pôdu niečím novým. Ak pest pestovateľ zničí úrodu pšenice, môžeme v nasledujúcom roku zasadiť odolnejšiu odrodu pšenice, pričom sa spoliehame na vnútrospecifickú rozmanitosť. Môžeme sa vzdať produkcie pšenice v tejto oblasti a vysadiť úplne iný druh, spoliehajúc sa na medzidruhovú rozmanitosť. Dokonca aj poľnohospodárska spoločnosť, ktorá primárne pestuje monokultúry, sa v určitom okamihu spolieha na biodiverzitu. + + +[INFO|configuration_utils.py:765] 2026-10-13 02:56:25,469 >> loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +[INFO|configuration_utils.py:841] 2026-10-13 02:56:25,473 >> Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +[INFO|2026-10-13 02:56:25] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training. +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/unsloth/__init__.py:165: UserWarning: WARNING: Unsloth should be imported before [trl, transformers, peft] to ensure all optimizations are applied. Your code may run slower or encounter memory issues without these optimizations. + +Please restructure your imports with 'import unsloth' at the top of your file. + from ._gpu_init import * +🦥 Unsloth: Will patch your computer to enable 2x faster free finetuning. +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/torch/cuda/__init__.py:734: UserWarning: Can't initialize NVML + warnings.warn("Can't initialize NVML") +🦥 Unsloth Zoo will now patch everything to make training faster! +loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +Unsloth: WARNING `trust_remote_code` is True. +Are you certain you want to do remote code execution? +==((====))== Unsloth 2026.6.1: Fast Mistral patching. Transformers: 5.5.0. + \\ /| NVIDIA RTX A4500. Num GPUs = 1. Max memory: 19.698 GB. Platform: Linux. +O^O/ \_/ \ Torch: 2.6.0+cu124. CUDA: 8.6. CUDA Toolkit: 12.4. Triton: 3.2.0 +\ / Bfloat16 = TRUE. FA [Xformers = 0.0.29.post3. FA2 = False] + "-____-" Free license: http://github.com/unslothai/unsloth +Unsloth: Fast downloading is enabled - ignore downloading bars which are red colored! +loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +loading weights file model.safetensors from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/model.safetensors.index.json +Will use dtype=torch.bfloat16 as defined in model's config object +Generate config GenerationConfig { + "bos_token_id": 1, + "eos_token_id": 2, + "output_attentions": false, + "output_hidden_states": false, + "pad_token_id": 2, + "use_cache": true +} + + +Loading weights: 0%| | 0/291 [00:00). Using pad_token = . +/home/schwarc/LLaMA-Factory/src/llamafactory/model/model_utils/checkpointing.py:68: FutureWarning: `torch.cuda.amp.custom_fwd(args...)` is deprecated. Please use `torch.amp.custom_fwd(args..., device_type='cuda')` instead. + @torch.cuda.amp.custom_fwd +/home/schwarc/LLaMA-Factory/src/llamafactory/model/model_utils/checkpointing.py:85: FutureWarning: `torch.cuda.amp.custom_bwd(args...)` is deprecated. Please use `torch.amp.custom_bwd(args..., device_type='cuda')` instead. + @torch.cuda.amp.custom_bwd +[INFO|2026-10-13 02:56:42] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled. +[INFO|2026-10-13 02:56:42] llamafactory.model.adapter:144 >> Upcasting trainable params to float32. +[INFO|2026-10-13 02:56:42] llamafactory.model.adapter:144 >> Fine-tuning method: LoRA +Unsloth 2026.6.1 patched 32 layers with 32 QKV layers, 32 O layers and 32 MLP layers. +[INFO|2026-10-13 02:56:45] llamafactory.model.loader:144 >> trainable params: 41,943,040 || all params: 7,283,675,136 || trainable%: 0.5758 +The tokenizer has new PAD/BOS/EOS tokens that differ from the model config and generation config. The model config and generation config were aligned accordingly, being updated with the tokenizer's values. Updated tokens: {'pad_token_id': 2}. +==((====))== Unsloth - 2x faster free finetuning | Num GPUs used = 1 + \\ /| Num examples = 29,000 | Num Epochs = 1 | Total steps = 1,813 +O^O/ \_/ \ Batch size per device = 1 | Gradient accumulation steps = 16 +\ / Data Parallel GPUs = 1 | Total batch size (1 x 16 x 1) = 16 + "-____-" Trainable parameters = 41,943,040 of 7,283,675,136 (0.58% trained) + + 0%| | 0/1813 [00:00> No metric eval_accuracy to plot. + +***** Running Evaluation ***** + Num examples = 1000 + Batch size = 1 +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:71: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:281: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:172: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:202: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:254: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) + + 0%| | 0/1000 [00:00> Process rank: 0, world size: 1, device: cuda:0, distributed training: False, compute dtype: torch.bfloat16 +Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads. +[INFO|configuration_utils.py:765] 2026-10-13 06:24:10,818 >> loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +[INFO|configuration_utils.py:841] 2026-10-13 06:24:10,827 >> Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +[INFO|configuration_utils.py:765] 2026-10-13 06:24:12,510 >> loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +[INFO|configuration_utils.py:841] 2026-10-13 06:24:12,514 >> Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +[INFO|configuration_utils.py:765] 2026-10-13 06:24:12,662 >> loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +[INFO|configuration_utils.py:841] 2026-10-13 06:24:12,665 >> Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +[INFO|2026-10-13 06:24:13] llamafactory.data.loader:144 >> Loading dataset aya_slovak_hpo_30k.jsonl... +training example: +input_ids: +[20548, 336, 349, 396, 13126, 369, 13966, 264, 3638, 28723, 12018, 264, 2899, 369, 6582, 1999, 2691, 274, 272, 2159, 28723, 13, 13, 27332, 3133, 3112, 28747, 13, 28828, 2176, 28711, 28863, 29114, 10268, 28709, 6612, 28714, 2892, 493, 363, 6294, 10719, 363, 3811, 28723, 7379, 626, 28889, 307, 14637, 311, 28768, 2218, 22885, 3748, 28725, 446, 6909, 28820, 637, 3531, 598, 28820, 284, 8341, 6729, 345, 28738, 28739, 363, 8357, 28710, 307, 14637, 311, 28768, 626, 363, 29826, 17339, 28723, 524, 4634, 28711, 570, 1879, 261, 28863, 532, 613, 14483, 28718, 28723, 367, 280, 28879, 570, 9335, 3175, 29826, 626, 323, 7509, 17984, 2950, 28718, 16986, 29826, 28708, 345, 15962, 28739, 363, 3292, 10719, 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Write a response that appropriately completes the request. + +### Instruction: +Zhrnúť tento článok v jednej vete. Textový nástroj je ikona, ktorá sa podobá písmenu "T" v paneli nástrojov vľavo. Kliknite na túto ikonu. Použite rozbaľovaciu ponuku vedľa "Character" v hornej časti obrazovky na výber písma. Použite druhé rozbaľovacie menu vedľa "Character" na výber formátu (t. j. pravidelný, tučný, kurzor, atď.). Tradičné písmo ako Times New Roman alebo Garamond môže pridať formálny vzhľad loga. Bezšerifové písmo ako Helvetica môže pridať modernejší vzhľad písmu. Nepoužívajte príliš dekoratívne písma, ktoré sa ťažko čítajú. Tiež sa vyhýbajte zmiešanému písmu v návrhu loga. Ak si z internetu stiahnete bezplatné písma, mali by ste si uvedomiť licenčnú zmluvu pre tieto písma. Mnohé voľné písma sú voľné na osobné použitie, ale nie sú povolené na komerčné použitie. S vybraným textovým nástrojom kliknite kdekoľvek na grafickej doske, aby ste pridali textový kurzor. Potom napíšte svoj text. Zvážte pridanie samostatného textového objektu pre každé slovo. Obzvlášť ak plánujete používať rôzne farby alebo veľkosti pre rôzne slová vo vašom návrhu loga. Nepridávaj ešte farbu do loga. Farebná tlač nemusí byť vždy možnosťou. Návrh jednoduchého čierno-bieleho loga na začiatok zabezpečí, že vaše logo bude vyzerať dobre v jeho najjednoduchšej forme. Môžete tiež použiť nástroj Text na ceste na pridanie textu v kruhu alebo zakrivenom tvare. Dvakrát kliknite na text, aby ste ho vyzdvihli. Potom kliknite na položku znak v hornej časti obrazovky, aby sa zobrazila ponuka nastavenia znakov. Použite nasledujúce kroky na úpravu textu v ponuke znak. Veľkosť písma: Rozbaľovacia ponuka s malým "T" vedľa veľkého "T" upravuje veľkosť písma. Môžete tiež použiť nástroj výberu (ikona, ktorá pripomína čierny kurzor myši v paneli nástrojov vľavo) na zmenu veľkosti písma. Vedenie: Vedenie mení priestor medzi riadkami textu. Použite rozbaľovaciu ponuku vedľa ikony, ktorá sa podobá "A" na vrchu iného "A" zmeniť vedúce. Kerning: Kerning upravuje medzery medzi konkrétnymi znakmi. Ak chcete nastaviť kerning, vyzdvihnite znaky, ktoré chcete nastaviť, a potom použite rozbaľovaciu ponuku vedľa ikony s "A" aVyberte textový nástroj. Vyberte písmo. Pridajte svoj text. Upravte veľkosť a odstup textu. 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Vyberte písmo. Pridajte svoj text. Upravte veľkosť a odstup textu. Vyznačte vektor písma. + + +eval example: +input_ids: +[20548, 336, 349, 396, 13126, 369, 13966, 264, 3638, 28723, 12018, 264, 2899, 369, 6582, 1999, 2691, 274, 272, 2159, 28723, 13, 13, 27332, 3133, 3112, 28747, 13, 28965, 28709, 637, 8631, 25991, 3026, 28725, 13067, 10531, 28729, 350, 2591, 686, 3023, 28862, 28827, 284, 28873, 269, 13096, 28711, 28863, 6149, 3399, 28804, 550, 13881, 29826, 316, 300, 1879, 7871, 338, 28820, 6936, 1150, 28863, 7340, 6957, 8905, 3907, 12235, 28827, 28873, 424, 5765, 772, 28725, 446, 6909, 28889, 14848, 912, 12214, 4321, 28720, 751, 29365, 28723, 351, 28906, 18765, 298, 486, 29114, 28705, 28740, 387, 28705, 28750, 28734, 22116, 28827, 28723, 8294, 772, 28747, 13, 13, 27332, 12107, 28747, 13, 15774, 4295, 28873, 841, 335, 681, 28820, 9335, 1294, 17122, 29114, 549, 350, 5905, 2218, 6612, 28710, 26041, 28862, 485, 686, 350, 28720, 2947, 20946, 6670, 298, 28725, 23374, 17984, 28863, 28729, 433, 408, 28906, 7745, 271, 350, 385, 29114, 363, 1879, 28873, 300, 6294, 291, 28723, 560, 12423, 841, 335, 681, 28820, 9335, 1294, 17122, 29114, 28725, 9335, 1294, 17122, 29114, 12121, 28714, 363, 408, 10422, 1189, 6294, 8269, 2124, 4415, 9538, 28725, 307, 10422, 14628, 28879, 17984, 28863, 2117, 1776, 29826, 7330, 363, 1879, 28873, 15808, 1117, 458, 28723, 9532, 686, 346, 28716, 28820, 6149, 311, 1705, 363, 1326, 493, 517, 28863, 267, 28725, 668, 328, 412, 28716, 433, 637, 1879, 1627, 29826, 28711, 1371, 3382, 350, 5856, 1252, 28718, 9335, 1294, 17122, 29114, 28725, 534, 28724, 991, 28706, 13288, 626, 28718, 686, 293, 316, 2689, 284, 28906, 670, 7988, 28862, 9619, 4147, 15690, 28723, 9532, 284, 374, 284, 374, 626, 380, 29826, 686, 3023, 28862, 28827, 6149, 3399, 284, 28873, 269, 535, 28725, 290, 28906, 28879, 5037, 363, 12472, 1006, 5872, 28863, 675, 6739, 686, 293, 12035, 29114, 4321, 328, 10719, 28873, 7509, 4321, 3399, 284, 28873, 269, 535, 28725, 3061, 28862, 300, 637, 668, 328, 412, 28716, 433, 1879, 363, 28711, 24043, 2737, 841, 335, 681, 28863, 9335, 1294, 17122, 29114, 28723, 351, 28906, 28879, 5037, 637, 363, 28764, 1705, 29114, 1219, 28729, 9041, 284, 28873, 269, 535, 363, 711, 28768, 532, 818, 4081, 28710, 264, 363, 846, 12035, 29114, 6149, 452, 485, 297, 28889, 4415, 28716, 28725, 668, 328, 412, 28716, 1150, 28863, 28717, 637, 1879, 1342, 28764, 313, 551, 28716, 626, 28863, 9335, 1294, 17122, 29114, 28723, 384, 493, 266, 2591, 23371, 1627, 29826, 28711, 1371, 3382, 350, 5856, 9883, 668, 5053, 28862, 21775, 29114, 28725, 446, 6909, 28820, 2413, 5856, 485, 284, 374, 12214, 1326, 493, 517, 28863, 643, 28725, 637, 363, 4273, 28862, 279, 300, 3614, 314, 4371, 28718, 668, 328, 412, 2799, 1879, 287, 2563, 2023, 28764, 6454, 28723, 2, 13, 13] +inputs: +Below is an instruction that describes a task. Write a response that appropriately completes the request. + +### Instruction: +Čo sa používa, ak škodca zničí pšeničnú úrodu? Vzhľadom na predchádzajúcu otázku napíšte kontext, ktorý obsahuje odpoveď. Môže to byť 1 - 20 vetí. Kontext: + +### Response: +Medzišpecifická rozmanitosť plodín je čiastočne zodpovedná za to, že ponúkame rôznorodosť v našom jedle. Intraspecifická rozmanitosť, rozmanitosť alel v rámci jedného druhu, nám tiež ponúka voľbu v našej strave. Ak zlyhá úroda v monokultúre, spoliehame sa na poľnohospodársku rozmanitosť, aby sme znovu zasadili pôdu niečím novým. Ak pest pestovateľ zničí úrodu pšenice, môžeme v nasledujúcom roku zasadiť odolnejšiu odrodu pšenice, pričom sa spoliehame na vnútrospecifickú rozmanitosť. Môžeme sa vzdať produkcie pšenice v tejto oblasti a vysadiť úplne iný druh, spoliehajúc sa na medzidruhovú rozmanitosť. Dokonca aj poľnohospodárska spoločnosť, ktorá primárne pestuje monokultúry, sa v určitom okamihu spolieha na biodiverzitu. + + +label_ids: +[-100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, 15774, 4295, 28873, 841, 335, 681, 28820, 9335, 1294, 17122, 29114, 549, 350, 5905, 2218, 6612, 28710, 26041, 28862, 485, 686, 350, 28720, 2947, 20946, 6670, 298, 28725, 23374, 17984, 28863, 28729, 433, 408, 28906, 7745, 271, 350, 385, 29114, 363, 1879, 28873, 300, 6294, 291, 28723, 560, 12423, 841, 335, 681, 28820, 9335, 1294, 17122, 29114, 28725, 9335, 1294, 17122, 29114, 12121, 28714, 363, 408, 10422, 1189, 6294, 8269, 2124, 4415, 9538, 28725, 307, 10422, 14628, 28879, 17984, 28863, 2117, 1776, 29826, 7330, 363, 1879, 28873, 15808, 1117, 458, 28723, 9532, 686, 346, 28716, 28820, 6149, 311, 1705, 363, 1326, 493, 517, 28863, 267, 28725, 668, 328, 412, 28716, 433, 637, 1879, 1627, 29826, 28711, 1371, 3382, 350, 5856, 1252, 28718, 9335, 1294, 17122, 29114, 28725, 534, 28724, 991, 28706, 13288, 626, 28718, 686, 293, 316, 2689, 284, 28906, 670, 7988, 28862, 9619, 4147, 15690, 28723, 9532, 284, 374, 284, 374, 626, 380, 29826, 686, 3023, 28862, 28827, 6149, 3399, 284, 28873, 269, 535, 28725, 290, 28906, 28879, 5037, 363, 12472, 1006, 5872, 28863, 675, 6739, 686, 293, 12035, 29114, 4321, 328, 10719, 28873, 7509, 4321, 3399, 284, 28873, 269, 535, 28725, 3061, 28862, 300, 637, 668, 328, 412, 28716, 433, 1879, 363, 28711, 24043, 2737, 841, 335, 681, 28863, 9335, 1294, 17122, 29114, 28723, 351, 28906, 28879, 5037, 637, 363, 28764, 1705, 29114, 1219, 28729, 9041, 284, 28873, 269, 535, 363, 711, 28768, 532, 818, 4081, 28710, 264, 363, 846, 12035, 29114, 6149, 452, 485, 297, 28889, 4415, 28716, 28725, 668, 328, 412, 28716, 1150, 28863, 28717, 637, 1879, 1342, 28764, 313, 551, 28716, 626, 28863, 9335, 1294, 17122, 29114, 28723, 384, 493, 266, 2591, 23371, 1627, 29826, 28711, 1371, 3382, 350, 5856, 9883, 668, 5053, 28862, 21775, 29114, 28725, 446, 6909, 28820, 2413, 5856, 485, 284, 374, 12214, 1326, 493, 517, 28863, 643, 28725, 637, 363, 4273, 28862, 279, 300, 3614, 314, 4371, 28718, 668, 328, 412, 2799, 1879, 287, 2563, 2023, 28764, 6454, 28723, 2, 13, 13] +labels: +Medzišpecifická rozmanitosť plodín je čiastočne zodpovedná za to, že ponúkame rôznorodosť v našom jedle. Intraspecifická rozmanitosť, rozmanitosť alel v rámci jedného druhu, nám tiež ponúka voľbu v našej strave. Ak zlyhá úroda v monokultúre, spoliehame sa na poľnohospodársku rozmanitosť, aby sme znovu zasadili pôdu niečím novým. Ak pest pestovateľ zničí úrodu pšenice, môžeme v nasledujúcom roku zasadiť odolnejšiu odrodu pšenice, pričom sa spoliehame na vnútrospecifickú rozmanitosť. Môžeme sa vzdať produkcie pšenice v tejto oblasti a vysadiť úplne iný druh, spoliehajúc sa na medzidruhovú rozmanitosť. Dokonca aj poľnohospodárska spoločnosť, ktorá primárne pestuje monokultúry, sa v určitom okamihu spolieha na biodiverzitu. + + +[INFO|configuration_utils.py:765] 2026-10-13 06:24:14,178 >> loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +[INFO|configuration_utils.py:841] 2026-10-13 06:24:14,181 >> Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +[INFO|2026-10-13 06:24:14] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training. +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/unsloth/__init__.py:165: UserWarning: WARNING: Unsloth should be imported before [trl, transformers, peft] to ensure all optimizations are applied. Your code may run slower or encounter memory issues without these optimizations. + +Please restructure your imports with 'import unsloth' at the top of your file. + from ._gpu_init import * +🦥 Unsloth: Will patch your computer to enable 2x faster free finetuning. +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/torch/cuda/__init__.py:734: UserWarning: Can't initialize NVML + warnings.warn("Can't initialize NVML") +🦥 Unsloth Zoo will now patch everything to make training faster! +loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +Unsloth: WARNING `trust_remote_code` is True. +Are you certain you want to do remote code execution? +==((====))== Unsloth 2026.6.1: Fast Mistral patching. Transformers: 5.5.0. + \\ /| NVIDIA RTX A4500. Num GPUs = 1. Max memory: 19.698 GB. Platform: Linux. +O^O/ \_/ \ Torch: 2.6.0+cu124. CUDA: 8.6. CUDA Toolkit: 12.4. Triton: 3.2.0 +\ / Bfloat16 = TRUE. FA [Xformers = 0.0.29.post3. FA2 = False] + "-____-" Free license: http://github.com/unslothai/unsloth +Unsloth: Fast downloading is enabled - ignore downloading bars which are red colored! +loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +loading weights file model.safetensors from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/model.safetensors.index.json +Will use dtype=torch.bfloat16 as defined in model's config object +Generate config GenerationConfig { + "bos_token_id": 1, + "eos_token_id": 2, + "output_attentions": false, + "output_hidden_states": false, + "pad_token_id": 2, + "use_cache": true +} + + +Loading weights: 0%| | 0/291 [00:00). Using pad_token = . +/home/schwarc/LLaMA-Factory/src/llamafactory/model/model_utils/checkpointing.py:68: FutureWarning: `torch.cuda.amp.custom_fwd(args...)` is deprecated. Please use `torch.amp.custom_fwd(args..., device_type='cuda')` instead. + @torch.cuda.amp.custom_fwd +/home/schwarc/LLaMA-Factory/src/llamafactory/model/model_utils/checkpointing.py:85: FutureWarning: `torch.cuda.amp.custom_bwd(args...)` is deprecated. Please use `torch.amp.custom_bwd(args..., device_type='cuda')` instead. + @torch.cuda.amp.custom_bwd +[INFO|2026-10-13 06:24:31] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled. +[INFO|2026-10-13 06:24:31] llamafactory.model.adapter:144 >> Upcasting trainable params to float32. +[INFO|2026-10-13 06:24:31] llamafactory.model.adapter:144 >> Fine-tuning method: LoRA +Unsloth 2026.6.1 patched 32 layers with 32 QKV layers, 32 O layers and 32 MLP layers. +[INFO|2026-10-13 06:24:34] llamafactory.model.loader:144 >> trainable params: 41,943,040 || all params: 7,283,675,136 || trainable%: 0.5758 +The tokenizer has new PAD/BOS/EOS tokens that differ from the model config and generation config. The model config and generation config were aligned accordingly, being updated with the tokenizer's values. Updated tokens: {'pad_token_id': 2}. +==((====))== Unsloth - 2x faster free finetuning | Num GPUs used = 1 + \\ /| Num examples = 29,000 | Num Epochs = 1 | Total steps = 1,813 +O^O/ \_/ \ Batch size per device = 1 | Gradient accumulation steps = 16 +\ / Data Parallel GPUs = 1 | Total batch size (1 x 16 x 1) = 16 + "-____-" Trainable parameters = 41,943,040 of 7,283,675,136 (0.58% trained) + + 0%| | 0/1813 [00:00> No metric eval_accuracy to plot. + +***** Running Evaluation ***** + Num examples = 1000 + Batch size = 1 +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:71: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:281: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:172: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:202: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:254: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) + + 0%| | 0/1000 [00:00> Process rank: 0, world size: 1, device: cuda:0, distributed training: False, compute dtype: torch.bfloat16 +Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads. +[INFO|configuration_utils.py:765] 2026-10-13 09:57:55,703 >> loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +[INFO|configuration_utils.py:841] 2026-10-13 09:57:55,706 >> Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +[INFO|configuration_utils.py:765] 2026-10-13 09:57:57,539 >> loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +[INFO|configuration_utils.py:841] 2026-10-13 09:57:57,541 >> Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +[INFO|configuration_utils.py:765] 2026-10-13 09:57:57,681 >> loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +[INFO|configuration_utils.py:841] 2026-10-13 09:57:57,684 >> Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +[INFO|2026-10-13 09:57:58] llamafactory.data.loader:144 >> Loading dataset aya_slovak_hpo_30k.jsonl... +training example: +input_ids: +[20548, 336, 349, 396, 13126, 369, 13966, 264, 3638, 28723, 12018, 264, 2899, 369, 6582, 1999, 2691, 274, 272, 2159, 28723, 13, 13, 27332, 3133, 3112, 28747, 13, 28828, 2176, 28711, 28863, 29114, 10268, 28709, 6612, 28714, 2892, 493, 363, 6294, 10719, 363, 3811, 28723, 7379, 626, 28889, 307, 14637, 311, 28768, 2218, 22885, 3748, 28725, 446, 6909, 28820, 637, 3531, 598, 28820, 284, 8341, 6729, 345, 28738, 28739, 363, 8357, 28710, 307, 14637, 311, 28768, 626, 363, 29826, 17339, 28723, 524, 4634, 28711, 570, 1879, 261, 28863, 532, 613, 14483, 28718, 28723, 367, 280, 28879, 570, 9335, 3175, 29826, 626, 323, 7509, 17984, 2950, 28718, 16986, 29826, 28708, 345, 15962, 28739, 363, 3292, 10719, 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Write a response that appropriately completes the request. + +### Instruction: +Zhrnúť tento článok v jednej vete. Textový nástroj je ikona, ktorá sa podobá písmenu "T" v paneli nástrojov vľavo. Kliknite na túto ikonu. Použite rozbaľovaciu ponuku vedľa "Character" v hornej časti obrazovky na výber písma. Použite druhé rozbaľovacie menu vedľa "Character" na výber formátu (t. j. pravidelný, tučný, kurzor, atď.). Tradičné písmo ako Times New Roman alebo Garamond môže pridať formálny vzhľad loga. Bezšerifové písmo ako Helvetica môže pridať modernejší vzhľad písmu. Nepoužívajte príliš dekoratívne písma, ktoré sa ťažko čítajú. Tiež sa vyhýbajte zmiešanému písmu v návrhu loga. Ak si z internetu stiahnete bezplatné písma, mali by ste si uvedomiť licenčnú zmluvu pre tieto písma. Mnohé voľné písma sú voľné na osobné použitie, ale nie sú povolené na komerčné použitie. S vybraným textovým nástrojom kliknite kdekoľvek na grafickej doske, aby ste pridali textový kurzor. Potom napíšte svoj text. Zvážte pridanie samostatného textového objektu pre každé slovo. Obzvlášť ak plánujete používať rôzne farby alebo veľkosti pre rôzne slová vo vašom návrhu loga. Nepridávaj ešte farbu do loga. Farebná tlač nemusí byť vždy možnosťou. Návrh jednoduchého čierno-bieleho loga na začiatok zabezpečí, že vaše logo bude vyzerať dobre v jeho najjednoduchšej forme. Môžete tiež použiť nástroj Text na ceste na pridanie textu v kruhu alebo zakrivenom tvare. Dvakrát kliknite na text, aby ste ho vyzdvihli. Potom kliknite na položku znak v hornej časti obrazovky, aby sa zobrazila ponuka nastavenia znakov. Použite nasledujúce kroky na úpravu textu v ponuke znak. Veľkosť písma: Rozbaľovacia ponuka s malým "T" vedľa veľkého "T" upravuje veľkosť písma. Môžete tiež použiť nástroj výberu (ikona, ktorá pripomína čierny kurzor myši v paneli nástrojov vľavo) na zmenu veľkosti písma. Vedenie: Vedenie mení priestor medzi riadkami textu. Použite rozbaľovaciu ponuku vedľa ikony, ktorá sa podobá "A" na vrchu iného "A" zmeniť vedúce. Kerning: Kerning upravuje medzery medzi konkrétnymi znakmi. Ak chcete nastaviť kerning, vyzdvihnite znaky, ktoré chcete nastaviť, a potom použite rozbaľovaciu ponuku vedľa ikony s "A" aVyberte textový nástroj. Vyberte písmo. Pridajte svoj text. Upravte veľkosť a odstup textu. 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Vyberte písmo. Pridajte svoj text. Upravte veľkosť a odstup textu. Vyznačte vektor písma. + + +eval example: +input_ids: +[20548, 336, 349, 396, 13126, 369, 13966, 264, 3638, 28723, 12018, 264, 2899, 369, 6582, 1999, 2691, 274, 272, 2159, 28723, 13, 13, 27332, 3133, 3112, 28747, 13, 28965, 28709, 637, 8631, 25991, 3026, 28725, 13067, 10531, 28729, 350, 2591, 686, 3023, 28862, 28827, 284, 28873, 269, 13096, 28711, 28863, 6149, 3399, 28804, 550, 13881, 29826, 316, 300, 1879, 7871, 338, 28820, 6936, 1150, 28863, 7340, 6957, 8905, 3907, 12235, 28827, 28873, 424, 5765, 772, 28725, 446, 6909, 28889, 14848, 912, 12214, 4321, 28720, 751, 29365, 28723, 351, 28906, 18765, 298, 486, 29114, 28705, 28740, 387, 28705, 28750, 28734, 22116, 28827, 28723, 8294, 772, 28747, 13, 13, 27332, 12107, 28747, 13, 15774, 4295, 28873, 841, 335, 681, 28820, 9335, 1294, 17122, 29114, 549, 350, 5905, 2218, 6612, 28710, 26041, 28862, 485, 686, 350, 28720, 2947, 20946, 6670, 298, 28725, 23374, 17984, 28863, 28729, 433, 408, 28906, 7745, 271, 350, 385, 29114, 363, 1879, 28873, 300, 6294, 291, 28723, 560, 12423, 841, 335, 681, 28820, 9335, 1294, 17122, 29114, 28725, 9335, 1294, 17122, 29114, 12121, 28714, 363, 408, 10422, 1189, 6294, 8269, 2124, 4415, 9538, 28725, 307, 10422, 14628, 28879, 17984, 28863, 2117, 1776, 29826, 7330, 363, 1879, 28873, 15808, 1117, 458, 28723, 9532, 686, 346, 28716, 28820, 6149, 311, 1705, 363, 1326, 493, 517, 28863, 267, 28725, 668, 328, 412, 28716, 433, 637, 1879, 1627, 29826, 28711, 1371, 3382, 350, 5856, 1252, 28718, 9335, 1294, 17122, 29114, 28725, 534, 28724, 991, 28706, 13288, 626, 28718, 686, 293, 316, 2689, 284, 28906, 670, 7988, 28862, 9619, 4147, 15690, 28723, 9532, 284, 374, 284, 374, 626, 380, 29826, 686, 3023, 28862, 28827, 6149, 3399, 284, 28873, 269, 535, 28725, 290, 28906, 28879, 5037, 363, 12472, 1006, 5872, 28863, 675, 6739, 686, 293, 12035, 29114, 4321, 328, 10719, 28873, 7509, 4321, 3399, 284, 28873, 269, 535, 28725, 3061, 28862, 300, 637, 668, 328, 412, 28716, 433, 1879, 363, 28711, 24043, 2737, 841, 335, 681, 28863, 9335, 1294, 17122, 29114, 28723, 351, 28906, 28879, 5037, 637, 363, 28764, 1705, 29114, 1219, 28729, 9041, 284, 28873, 269, 535, 363, 711, 28768, 532, 818, 4081, 28710, 264, 363, 846, 12035, 29114, 6149, 452, 485, 297, 28889, 4415, 28716, 28725, 668, 328, 412, 28716, 1150, 28863, 28717, 637, 1879, 1342, 28764, 313, 551, 28716, 626, 28863, 9335, 1294, 17122, 29114, 28723, 384, 493, 266, 2591, 23371, 1627, 29826, 28711, 1371, 3382, 350, 5856, 9883, 668, 5053, 28862, 21775, 29114, 28725, 446, 6909, 28820, 2413, 5856, 485, 284, 374, 12214, 1326, 493, 517, 28863, 643, 28725, 637, 363, 4273, 28862, 279, 300, 3614, 314, 4371, 28718, 668, 328, 412, 2799, 1879, 287, 2563, 2023, 28764, 6454, 28723, 2, 13, 13] +inputs: +Below is an instruction that describes a task. Write a response that appropriately completes the request. + +### Instruction: +Čo sa používa, ak škodca zničí pšeničnú úrodu? Vzhľadom na predchádzajúcu otázku napíšte kontext, ktorý obsahuje odpoveď. Môže to byť 1 - 20 vetí. Kontext: + +### Response: +Medzišpecifická rozmanitosť plodín je čiastočne zodpovedná za to, že ponúkame rôznorodosť v našom jedle. Intraspecifická rozmanitosť, rozmanitosť alel v rámci jedného druhu, nám tiež ponúka voľbu v našej strave. Ak zlyhá úroda v monokultúre, spoliehame sa na poľnohospodársku rozmanitosť, aby sme znovu zasadili pôdu niečím novým. Ak pest pestovateľ zničí úrodu pšenice, môžeme v nasledujúcom roku zasadiť odolnejšiu odrodu pšenice, pričom sa spoliehame na vnútrospecifickú rozmanitosť. Môžeme sa vzdať produkcie pšenice v tejto oblasti a vysadiť úplne iný druh, spoliehajúc sa na medzidruhovú rozmanitosť. Dokonca aj poľnohospodárska spoločnosť, ktorá primárne pestuje monokultúry, sa v určitom okamihu spolieha na biodiverzitu. + + +label_ids: +[-100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, 15774, 4295, 28873, 841, 335, 681, 28820, 9335, 1294, 17122, 29114, 549, 350, 5905, 2218, 6612, 28710, 26041, 28862, 485, 686, 350, 28720, 2947, 20946, 6670, 298, 28725, 23374, 17984, 28863, 28729, 433, 408, 28906, 7745, 271, 350, 385, 29114, 363, 1879, 28873, 300, 6294, 291, 28723, 560, 12423, 841, 335, 681, 28820, 9335, 1294, 17122, 29114, 28725, 9335, 1294, 17122, 29114, 12121, 28714, 363, 408, 10422, 1189, 6294, 8269, 2124, 4415, 9538, 28725, 307, 10422, 14628, 28879, 17984, 28863, 2117, 1776, 29826, 7330, 363, 1879, 28873, 15808, 1117, 458, 28723, 9532, 686, 346, 28716, 28820, 6149, 311, 1705, 363, 1326, 493, 517, 28863, 267, 28725, 668, 328, 412, 28716, 433, 637, 1879, 1627, 29826, 28711, 1371, 3382, 350, 5856, 1252, 28718, 9335, 1294, 17122, 29114, 28725, 534, 28724, 991, 28706, 13288, 626, 28718, 686, 293, 316, 2689, 284, 28906, 670, 7988, 28862, 9619, 4147, 15690, 28723, 9532, 284, 374, 284, 374, 626, 380, 29826, 686, 3023, 28862, 28827, 6149, 3399, 284, 28873, 269, 535, 28725, 290, 28906, 28879, 5037, 363, 12472, 1006, 5872, 28863, 675, 6739, 686, 293, 12035, 29114, 4321, 328, 10719, 28873, 7509, 4321, 3399, 284, 28873, 269, 535, 28725, 3061, 28862, 300, 637, 668, 328, 412, 28716, 433, 1879, 363, 28711, 24043, 2737, 841, 335, 681, 28863, 9335, 1294, 17122, 29114, 28723, 351, 28906, 28879, 5037, 637, 363, 28764, 1705, 29114, 1219, 28729, 9041, 284, 28873, 269, 535, 363, 711, 28768, 532, 818, 4081, 28710, 264, 363, 846, 12035, 29114, 6149, 452, 485, 297, 28889, 4415, 28716, 28725, 668, 328, 412, 28716, 1150, 28863, 28717, 637, 1879, 1342, 28764, 313, 551, 28716, 626, 28863, 9335, 1294, 17122, 29114, 28723, 384, 493, 266, 2591, 23371, 1627, 29826, 28711, 1371, 3382, 350, 5856, 9883, 668, 5053, 28862, 21775, 29114, 28725, 446, 6909, 28820, 2413, 5856, 485, 284, 374, 12214, 1326, 493, 517, 28863, 643, 28725, 637, 363, 4273, 28862, 279, 300, 3614, 314, 4371, 28718, 668, 328, 412, 2799, 1879, 287, 2563, 2023, 28764, 6454, 28723, 2, 13, 13] +labels: +Medzišpecifická rozmanitosť plodín je čiastočne zodpovedná za to, že ponúkame rôznorodosť v našom jedle. Intraspecifická rozmanitosť, rozmanitosť alel v rámci jedného druhu, nám tiež ponúka voľbu v našej strave. Ak zlyhá úroda v monokultúre, spoliehame sa na poľnohospodársku rozmanitosť, aby sme znovu zasadili pôdu niečím novým. Ak pest pestovateľ zničí úrodu pšenice, môžeme v nasledujúcom roku zasadiť odolnejšiu odrodu pšenice, pričom sa spoliehame na vnútrospecifickú rozmanitosť. Môžeme sa vzdať produkcie pšenice v tejto oblasti a vysadiť úplne iný druh, spoliehajúc sa na medzidruhovú rozmanitosť. Dokonca aj poľnohospodárska spoločnosť, ktorá primárne pestuje monokultúry, sa v určitom okamihu spolieha na biodiverzitu. + + +[INFO|configuration_utils.py:765] 2026-10-13 09:57:59,142 >> loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +[INFO|configuration_utils.py:841] 2026-10-13 09:57:59,145 >> Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +[INFO|2026-10-13 09:57:59] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training. +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/unsloth/__init__.py:165: UserWarning: WARNING: Unsloth should be imported before [trl, transformers, peft] to ensure all optimizations are applied. Your code may run slower or encounter memory issues without these optimizations. + +Please restructure your imports with 'import unsloth' at the top of your file. + from ._gpu_init import * +🦥 Unsloth: Will patch your computer to enable 2x faster free finetuning. +🦥 Unsloth Zoo will now patch everything to make training faster! +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/torch/cuda/__init__.py:734: UserWarning: Can't initialize NVML + warnings.warn("Can't initialize NVML") +loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +Unsloth: WARNING `trust_remote_code` is True. +Are you certain you want to do remote code execution? +==((====))== Unsloth 2026.6.1: Fast Mistral patching. Transformers: 5.5.0. + \\ /| NVIDIA RTX A4500. Num GPUs = 1. Max memory: 19.698 GB. Platform: Linux. +O^O/ \_/ \ Torch: 2.6.0+cu124. CUDA: 8.6. CUDA Toolkit: 12.4. Triton: 3.2.0 +\ / Bfloat16 = TRUE. FA [Xformers = 0.0.29.post3. FA2 = False] + "-____-" Free license: http://github.com/unslothai/unsloth +Unsloth: Fast downloading is enabled - ignore downloading bars which are red colored! +loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +loading weights file model.safetensors from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/model.safetensors.index.json +Will use dtype=torch.bfloat16 as defined in model's config object +Generate config GenerationConfig { + "bos_token_id": 1, + "eos_token_id": 2, + "output_attentions": false, + "output_hidden_states": false, + "pad_token_id": 2, + "use_cache": true +} + + +Loading weights: 0%| | 0/291 [00:00). Using pad_token = . +/home/schwarc/LLaMA-Factory/src/llamafactory/model/model_utils/checkpointing.py:68: FutureWarning: `torch.cuda.amp.custom_fwd(args...)` is deprecated. Please use `torch.amp.custom_fwd(args..., device_type='cuda')` instead. + @torch.cuda.amp.custom_fwd +/home/schwarc/LLaMA-Factory/src/llamafactory/model/model_utils/checkpointing.py:85: FutureWarning: `torch.cuda.amp.custom_bwd(args...)` is deprecated. Please use `torch.amp.custom_bwd(args..., device_type='cuda')` instead. + @torch.cuda.amp.custom_bwd +[INFO|2026-10-13 09:58:16] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled. +[INFO|2026-10-13 09:58:16] llamafactory.model.adapter:144 >> Upcasting trainable params to float32. +[INFO|2026-10-13 09:58:16] llamafactory.model.adapter:144 >> Fine-tuning method: LoRA +Unsloth 2026.6.1 patched 32 layers with 32 QKV layers, 32 O layers and 32 MLP layers. +[INFO|2026-10-13 09:58:19] llamafactory.model.loader:144 >> trainable params: 41,943,040 || all params: 7,283,675,136 || trainable%: 0.5758 +The tokenizer has new PAD/BOS/EOS tokens that differ from the model config and generation config. The model config and generation config were aligned accordingly, being updated with the tokenizer's values. Updated tokens: {'pad_token_id': 2}. +==((====))== Unsloth - 2x faster free finetuning | Num GPUs used = 1 + \\ /| Num examples = 29,000 | Num Epochs = 1 | Total steps = 1,813 +O^O/ \_/ \ Batch size per device = 1 | Gradient accumulation steps = 16 +\ / Data Parallel GPUs = 1 | Total batch size (1 x 16 x 1) = 16 + "-____-" Trainable parameters = 41,943,040 of 7,283,675,136 (0.58% trained) + + 0%| | 0/1813 [00:00> No metric eval_accuracy to plot. + +***** Running Evaluation ***** + Num examples = 1000 + Batch size = 1 +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:71: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:281: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:172: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:202: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:254: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) + + 0%| | 0/1000 [00:00> Process rank: 0, world size: 1, device: cuda:0, distributed training: False, compute dtype: torch.bfloat16 +[INFO|configuration_utils.py:765] 2026-10-15 18:39:47,175 >> loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +[INFO|configuration_utils.py:841] 2026-10-15 18:39:47,179 >> Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads. +[INFO|configuration_utils.py:765] 2026-10-15 18:39:48,887 >> loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +[INFO|configuration_utils.py:841] 2026-10-15 18:39:48,890 >> Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +[INFO|configuration_utils.py:765] 2026-10-15 18:39:49,037 >> loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +[INFO|configuration_utils.py:841] 2026-10-15 18:39:49,040 >> Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +[INFO|2026-10-15 18:39:49] llamafactory.data.loader:144 >> Loading dataset aya_slovak_hpo_30k.jsonl... +training example: +input_ids: +[20548, 336, 349, 396, 13126, 369, 13966, 264, 3638, 28723, 12018, 264, 2899, 369, 6582, 1999, 2691, 274, 272, 2159, 28723, 13, 13, 27332, 3133, 3112, 28747, 13, 28828, 2176, 28711, 28863, 29114, 10268, 28709, 6612, 28714, 2892, 493, 363, 6294, 10719, 363, 3811, 28723, 7379, 626, 28889, 307, 14637, 311, 28768, 2218, 22885, 3748, 28725, 446, 6909, 28820, 637, 3531, 598, 28820, 284, 8341, 6729, 345, 28738, 28739, 363, 8357, 28710, 307, 14637, 311, 28768, 626, 363, 29826, 17339, 28723, 524, 4634, 28711, 570, 1879, 261, 28863, 532, 613, 14483, 28718, 28723, 367, 280, 28879, 570, 9335, 3175, 29826, 626, 323, 7509, 17984, 2950, 28718, 16986, 29826, 28708, 345, 15962, 28739, 363, 3292, 10719, 6612, 529, 28710, 818, 5237, 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Write a response that appropriately completes the request. + +### Instruction: +Zhrnúť tento článok v jednej vete. Textový nástroj je ikona, ktorá sa podobá písmenu "T" v paneli nástrojov vľavo. Kliknite na túto ikonu. Použite rozbaľovaciu ponuku vedľa "Character" v hornej časti obrazovky na výber písma. Použite druhé rozbaľovacie menu vedľa "Character" na výber formátu (t. j. pravidelný, tučný, kurzor, atď.). Tradičné písmo ako Times New Roman alebo Garamond môže pridať formálny vzhľad loga. Bezšerifové písmo ako Helvetica môže pridať modernejší vzhľad písmu. Nepoužívajte príliš dekoratívne písma, ktoré sa ťažko čítajú. Tiež sa vyhýbajte zmiešanému písmu v návrhu loga. Ak si z internetu stiahnete bezplatné písma, mali by ste si uvedomiť licenčnú zmluvu pre tieto písma. Mnohé voľné písma sú voľné na osobné použitie, ale nie sú povolené na komerčné použitie. S vybraným textovým nástrojom kliknite kdekoľvek na grafickej doske, aby ste pridali textový kurzor. Potom napíšte svoj text. Zvážte pridanie samostatného textového objektu pre každé slovo. Obzvlášť ak plánujete používať rôzne farby alebo veľkosti pre rôzne slová vo vašom návrhu loga. Nepridávaj ešte farbu do loga. Farebná tlač nemusí byť vždy možnosťou. Návrh jednoduchého čierno-bieleho loga na začiatok zabezpečí, že vaše logo bude vyzerať dobre v jeho najjednoduchšej forme. Môžete tiež použiť nástroj Text na ceste na pridanie textu v kruhu alebo zakrivenom tvare. Dvakrát kliknite na text, aby ste ho vyzdvihli. Potom kliknite na položku znak v hornej časti obrazovky, aby sa zobrazila ponuka nastavenia znakov. Použite nasledujúce kroky na úpravu textu v ponuke znak. Veľkosť písma: Rozbaľovacia ponuka s malým "T" vedľa veľkého "T" upravuje veľkosť písma. Môžete tiež použiť nástroj výberu (ikona, ktorá pripomína čierny kurzor myši v paneli nástrojov vľavo) na zmenu veľkosti písma. Vedenie: Vedenie mení priestor medzi riadkami textu. Použite rozbaľovaciu ponuku vedľa ikony, ktorá sa podobá "A" na vrchu iného "A" zmeniť vedúce. Kerning: Kerning upravuje medzery medzi konkrétnymi znakmi. Ak chcete nastaviť kerning, vyzdvihnite znaky, ktoré chcete nastaviť, a potom použite rozbaľovaciu ponuku vedľa ikony s "A" aVyberte textový nástroj. Vyberte písmo. Pridajte svoj text. Upravte veľkosť a odstup textu. 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Vyberte písmo. Pridajte svoj text. Upravte veľkosť a odstup textu. Vyznačte vektor písma. + + +eval example: +input_ids: +[20548, 336, 349, 396, 13126, 369, 13966, 264, 3638, 28723, 12018, 264, 2899, 369, 6582, 1999, 2691, 274, 272, 2159, 28723, 13, 13, 27332, 3133, 3112, 28747, 13, 28965, 28709, 637, 8631, 25991, 3026, 28725, 13067, 10531, 28729, 350, 2591, 686, 3023, 28862, 28827, 284, 28873, 269, 13096, 28711, 28863, 6149, 3399, 28804, 550, 13881, 29826, 316, 300, 1879, 7871, 338, 28820, 6936, 1150, 28863, 7340, 6957, 8905, 3907, 12235, 28827, 28873, 424, 5765, 772, 28725, 446, 6909, 28889, 14848, 912, 12214, 4321, 28720, 751, 29365, 28723, 351, 28906, 18765, 298, 486, 29114, 28705, 28740, 387, 28705, 28750, 28734, 22116, 28827, 28723, 8294, 772, 28747, 13, 13, 27332, 12107, 28747, 13, 15774, 4295, 28873, 841, 335, 681, 28820, 9335, 1294, 17122, 29114, 549, 350, 5905, 2218, 6612, 28710, 26041, 28862, 485, 686, 350, 28720, 2947, 20946, 6670, 298, 28725, 23374, 17984, 28863, 28729, 433, 408, 28906, 7745, 271, 350, 385, 29114, 363, 1879, 28873, 300, 6294, 291, 28723, 560, 12423, 841, 335, 681, 28820, 9335, 1294, 17122, 29114, 28725, 9335, 1294, 17122, 29114, 12121, 28714, 363, 408, 10422, 1189, 6294, 8269, 2124, 4415, 9538, 28725, 307, 10422, 14628, 28879, 17984, 28863, 2117, 1776, 29826, 7330, 363, 1879, 28873, 15808, 1117, 458, 28723, 9532, 686, 346, 28716, 28820, 6149, 311, 1705, 363, 1326, 493, 517, 28863, 267, 28725, 668, 328, 412, 28716, 433, 637, 1879, 1627, 29826, 28711, 1371, 3382, 350, 5856, 1252, 28718, 9335, 1294, 17122, 29114, 28725, 534, 28724, 991, 28706, 13288, 626, 28718, 686, 293, 316, 2689, 284, 28906, 670, 7988, 28862, 9619, 4147, 15690, 28723, 9532, 284, 374, 284, 374, 626, 380, 29826, 686, 3023, 28862, 28827, 6149, 3399, 284, 28873, 269, 535, 28725, 290, 28906, 28879, 5037, 363, 12472, 1006, 5872, 28863, 675, 6739, 686, 293, 12035, 29114, 4321, 328, 10719, 28873, 7509, 4321, 3399, 284, 28873, 269, 535, 28725, 3061, 28862, 300, 637, 668, 328, 412, 28716, 433, 1879, 363, 28711, 24043, 2737, 841, 335, 681, 28863, 9335, 1294, 17122, 29114, 28723, 351, 28906, 28879, 5037, 637, 363, 28764, 1705, 29114, 1219, 28729, 9041, 284, 28873, 269, 535, 363, 711, 28768, 532, 818, 4081, 28710, 264, 363, 846, 12035, 29114, 6149, 452, 485, 297, 28889, 4415, 28716, 28725, 668, 328, 412, 28716, 1150, 28863, 28717, 637, 1879, 1342, 28764, 313, 551, 28716, 626, 28863, 9335, 1294, 17122, 29114, 28723, 384, 493, 266, 2591, 23371, 1627, 29826, 28711, 1371, 3382, 350, 5856, 9883, 668, 5053, 28862, 21775, 29114, 28725, 446, 6909, 28820, 2413, 5856, 485, 284, 374, 12214, 1326, 493, 517, 28863, 643, 28725, 637, 363, 4273, 28862, 279, 300, 3614, 314, 4371, 28718, 668, 328, 412, 2799, 1879, 287, 2563, 2023, 28764, 6454, 28723, 2, 13, 13] +inputs: +Below is an instruction that describes a task. Write a response that appropriately completes the request. + +### Instruction: +Čo sa používa, ak škodca zničí pšeničnú úrodu? Vzhľadom na predchádzajúcu otázku napíšte kontext, ktorý obsahuje odpoveď. Môže to byť 1 - 20 vetí. Kontext: + +### Response: +Medzišpecifická rozmanitosť plodín je čiastočne zodpovedná za to, že ponúkame rôznorodosť v našom jedle. Intraspecifická rozmanitosť, rozmanitosť alel v rámci jedného druhu, nám tiež ponúka voľbu v našej strave. Ak zlyhá úroda v monokultúre, spoliehame sa na poľnohospodársku rozmanitosť, aby sme znovu zasadili pôdu niečím novým. Ak pest pestovateľ zničí úrodu pšenice, môžeme v nasledujúcom roku zasadiť odolnejšiu odrodu pšenice, pričom sa spoliehame na vnútrospecifickú rozmanitosť. Môžeme sa vzdať produkcie pšenice v tejto oblasti a vysadiť úplne iný druh, spoliehajúc sa na medzidruhovú rozmanitosť. Dokonca aj poľnohospodárska spoločnosť, ktorá primárne pestuje monokultúry, sa v určitom okamihu spolieha na biodiverzitu. + + +label_ids: +[-100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, 15774, 4295, 28873, 841, 335, 681, 28820, 9335, 1294, 17122, 29114, 549, 350, 5905, 2218, 6612, 28710, 26041, 28862, 485, 686, 350, 28720, 2947, 20946, 6670, 298, 28725, 23374, 17984, 28863, 28729, 433, 408, 28906, 7745, 271, 350, 385, 29114, 363, 1879, 28873, 300, 6294, 291, 28723, 560, 12423, 841, 335, 681, 28820, 9335, 1294, 17122, 29114, 28725, 9335, 1294, 17122, 29114, 12121, 28714, 363, 408, 10422, 1189, 6294, 8269, 2124, 4415, 9538, 28725, 307, 10422, 14628, 28879, 17984, 28863, 2117, 1776, 29826, 7330, 363, 1879, 28873, 15808, 1117, 458, 28723, 9532, 686, 346, 28716, 28820, 6149, 311, 1705, 363, 1326, 493, 517, 28863, 267, 28725, 668, 328, 412, 28716, 433, 637, 1879, 1627, 29826, 28711, 1371, 3382, 350, 5856, 1252, 28718, 9335, 1294, 17122, 29114, 28725, 534, 28724, 991, 28706, 13288, 626, 28718, 686, 293, 316, 2689, 284, 28906, 670, 7988, 28862, 9619, 4147, 15690, 28723, 9532, 284, 374, 284, 374, 626, 380, 29826, 686, 3023, 28862, 28827, 6149, 3399, 284, 28873, 269, 535, 28725, 290, 28906, 28879, 5037, 363, 12472, 1006, 5872, 28863, 675, 6739, 686, 293, 12035, 29114, 4321, 328, 10719, 28873, 7509, 4321, 3399, 284, 28873, 269, 535, 28725, 3061, 28862, 300, 637, 668, 328, 412, 28716, 433, 1879, 363, 28711, 24043, 2737, 841, 335, 681, 28863, 9335, 1294, 17122, 29114, 28723, 351, 28906, 28879, 5037, 637, 363, 28764, 1705, 29114, 1219, 28729, 9041, 284, 28873, 269, 535, 363, 711, 28768, 532, 818, 4081, 28710, 264, 363, 846, 12035, 29114, 6149, 452, 485, 297, 28889, 4415, 28716, 28725, 668, 328, 412, 28716, 1150, 28863, 28717, 637, 1879, 1342, 28764, 313, 551, 28716, 626, 28863, 9335, 1294, 17122, 29114, 28723, 384, 493, 266, 2591, 23371, 1627, 29826, 28711, 1371, 3382, 350, 5856, 9883, 668, 5053, 28862, 21775, 29114, 28725, 446, 6909, 28820, 2413, 5856, 485, 284, 374, 12214, 1326, 493, 517, 28863, 643, 28725, 637, 363, 4273, 28862, 279, 300, 3614, 314, 4371, 28718, 668, 328, 412, 2799, 1879, 287, 2563, 2023, 28764, 6454, 28723, 2, 13, 13] +labels: +Medzišpecifická rozmanitosť plodín je čiastočne zodpovedná za to, že ponúkame rôznorodosť v našom jedle. Intraspecifická rozmanitosť, rozmanitosť alel v rámci jedného druhu, nám tiež ponúka voľbu v našej strave. Ak zlyhá úroda v monokultúre, spoliehame sa na poľnohospodársku rozmanitosť, aby sme znovu zasadili pôdu niečím novým. Ak pest pestovateľ zničí úrodu pšenice, môžeme v nasledujúcom roku zasadiť odolnejšiu odrodu pšenice, pričom sa spoliehame na vnútrospecifickú rozmanitosť. Môžeme sa vzdať produkcie pšenice v tejto oblasti a vysadiť úplne iný druh, spoliehajúc sa na medzidruhovú rozmanitosť. Dokonca aj poľnohospodárska spoločnosť, ktorá primárne pestuje monokultúry, sa v určitom okamihu spolieha na biodiverzitu. + + +[INFO|configuration_utils.py:765] 2026-10-15 18:39:50,573 >> loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +[INFO|configuration_utils.py:841] 2026-10-15 18:39:50,577 >> Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +[INFO|2026-10-15 18:39:50] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training. +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/unsloth/__init__.py:165: UserWarning: WARNING: Unsloth should be imported before [trl, transformers, peft] to ensure all optimizations are applied. Your code may run slower or encounter memory issues without these optimizations. + +Please restructure your imports with 'import unsloth' at the top of your file. + from ._gpu_init import * +🦥 Unsloth: Will patch your computer to enable 2x faster free finetuning. +🦥 Unsloth Zoo will now patch everything to make training faster! +loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +Unsloth: WARNING `trust_remote_code` is True. +Are you certain you want to do remote code execution? +==((====))== Unsloth 2026.6.1: Fast Mistral patching. Transformers: 5.5.0. + \\ /| NVIDIA RTX A4500. Num GPUs = 1. Max memory: 19.573 GB. Platform: Linux. +O^O/ \_/ \ Torch: 2.6.0+cu124. CUDA: 8.6. CUDA Toolkit: 12.4. Triton: 3.2.0 +\ / Bfloat16 = TRUE. FA [Xformers = 0.0.29.post3. FA2 = False] + "-____-" Free license: http://github.com/unslothai/unsloth +Unsloth: Fast downloading is enabled - ignore downloading bars which are red colored! +loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +loading weights file model.safetensors from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/model.safetensors.index.json +Will use dtype=torch.bfloat16 as defined in model's config object +Generate config GenerationConfig { + "bos_token_id": 1, + "eos_token_id": 2, + "output_attentions": false, + "output_hidden_states": false, + "pad_token_id": 2, + "use_cache": true +} + + +Loading weights: 0%| | 0/291 [00:00). Using pad_token = . +/home/schwarc/LLaMA-Factory/src/llamafactory/model/model_utils/checkpointing.py:68: FutureWarning: `torch.cuda.amp.custom_fwd(args...)` is deprecated. Please use `torch.amp.custom_fwd(args..., device_type='cuda')` instead. + @torch.cuda.amp.custom_fwd +/home/schwarc/LLaMA-Factory/src/llamafactory/model/model_utils/checkpointing.py:85: FutureWarning: `torch.cuda.amp.custom_bwd(args...)` is deprecated. Please use `torch.amp.custom_bwd(args..., device_type='cuda')` instead. + @torch.cuda.amp.custom_bwd +[INFO|2026-10-15 18:40:18] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled. +[INFO|2026-10-15 18:40:18] llamafactory.model.adapter:144 >> Upcasting trainable params to float32. +[INFO|2026-10-15 18:40:18] llamafactory.model.adapter:144 >> Fine-tuning method: LoRA +Unsloth 2026.6.1 patched 32 layers with 32 QKV layers, 32 O layers and 32 MLP layers. +[INFO|2026-10-15 18:40:21] llamafactory.model.loader:144 >> trainable params: 41,943,040 || all params: 7,283,675,136 || trainable%: 0.5758 +The tokenizer has new PAD/BOS/EOS tokens that differ from the model config and generation config. The model config and generation config were aligned accordingly, being updated with the tokenizer's values. Updated tokens: {'pad_token_id': 2}. +==((====))== Unsloth - 2x faster free finetuning | Num GPUs used = 1 + \\ /| Num examples = 29,000 | Num Epochs = 1 | Total steps = 1,813 +O^O/ \_/ \ Batch size per device = 1 | Gradient accumulation steps = 16 +\ / Data Parallel GPUs = 1 | Total batch size (1 x 16 x 1) = 16 + "-____-" Trainable parameters = 41,943,040 of 7,283,675,136 (0.58% trained) + + 0%| | 0/1813 [00:00> No metric eval_accuracy to plot. + +***** Running Evaluation ***** + Num examples = 1000 + Batch size = 1 +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:71: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:281: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:172: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:202: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:254: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) + + 0%| | 0/1000 [00:00> Process rank: 0, world size: 1, device: cuda:0, distributed training: False, compute dtype: torch.bfloat16 +Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads. +[INFO|configuration_utils.py:765] 2026-10-15 22:07:42,727 >> loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +[INFO|configuration_utils.py:841] 2026-10-15 22:07:42,736 >> Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +[INFO|configuration_utils.py:765] 2026-10-15 22:07:44,335 >> loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +[INFO|configuration_utils.py:841] 2026-10-15 22:07:44,339 >> Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +[INFO|configuration_utils.py:765] 2026-10-15 22:07:44,482 >> loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +[INFO|configuration_utils.py:841] 2026-10-15 22:07:44,485 >> Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +[INFO|2026-10-15 22:07:45] llamafactory.data.loader:144 >> Loading dataset aya_slovak_hpo_30k.jsonl... +training example: +input_ids: +[20548, 336, 349, 396, 13126, 369, 13966, 264, 3638, 28723, 12018, 264, 2899, 369, 6582, 1999, 2691, 274, 272, 2159, 28723, 13, 13, 27332, 3133, 3112, 28747, 13, 28828, 2176, 28711, 28863, 29114, 10268, 28709, 6612, 28714, 2892, 493, 363, 6294, 10719, 363, 3811, 28723, 7379, 626, 28889, 307, 14637, 311, 28768, 2218, 22885, 3748, 28725, 446, 6909, 28820, 637, 3531, 598, 28820, 284, 8341, 6729, 345, 28738, 28739, 363, 8357, 28710, 307, 14637, 311, 28768, 626, 363, 29826, 17339, 28723, 524, 4634, 28711, 570, 1879, 261, 28863, 532, 613, 14483, 28718, 28723, 367, 280, 28879, 570, 9335, 3175, 29826, 626, 323, 7509, 17984, 2950, 28718, 16986, 29826, 28708, 345, 15962, 28739, 363, 3292, 10719, 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Write a response that appropriately completes the request. + +### Instruction: +Zhrnúť tento článok v jednej vete. Textový nástroj je ikona, ktorá sa podobá písmenu "T" v paneli nástrojov vľavo. Kliknite na túto ikonu. Použite rozbaľovaciu ponuku vedľa "Character" v hornej časti obrazovky na výber písma. Použite druhé rozbaľovacie menu vedľa "Character" na výber formátu (t. j. pravidelný, tučný, kurzor, atď.). Tradičné písmo ako Times New Roman alebo Garamond môže pridať formálny vzhľad loga. Bezšerifové písmo ako Helvetica môže pridať modernejší vzhľad písmu. Nepoužívajte príliš dekoratívne písma, ktoré sa ťažko čítajú. Tiež sa vyhýbajte zmiešanému písmu v návrhu loga. Ak si z internetu stiahnete bezplatné písma, mali by ste si uvedomiť licenčnú zmluvu pre tieto písma. Mnohé voľné písma sú voľné na osobné použitie, ale nie sú povolené na komerčné použitie. S vybraným textovým nástrojom kliknite kdekoľvek na grafickej doske, aby ste pridali textový kurzor. Potom napíšte svoj text. Zvážte pridanie samostatného textového objektu pre každé slovo. Obzvlášť ak plánujete používať rôzne farby alebo veľkosti pre rôzne slová vo vašom návrhu loga. Nepridávaj ešte farbu do loga. Farebná tlač nemusí byť vždy možnosťou. Návrh jednoduchého čierno-bieleho loga na začiatok zabezpečí, že vaše logo bude vyzerať dobre v jeho najjednoduchšej forme. Môžete tiež použiť nástroj Text na ceste na pridanie textu v kruhu alebo zakrivenom tvare. Dvakrát kliknite na text, aby ste ho vyzdvihli. Potom kliknite na položku znak v hornej časti obrazovky, aby sa zobrazila ponuka nastavenia znakov. Použite nasledujúce kroky na úpravu textu v ponuke znak. Veľkosť písma: Rozbaľovacia ponuka s malým "T" vedľa veľkého "T" upravuje veľkosť písma. Môžete tiež použiť nástroj výberu (ikona, ktorá pripomína čierny kurzor myši v paneli nástrojov vľavo) na zmenu veľkosti písma. Vedenie: Vedenie mení priestor medzi riadkami textu. Použite rozbaľovaciu ponuku vedľa ikony, ktorá sa podobá "A" na vrchu iného "A" zmeniť vedúce. Kerning: Kerning upravuje medzery medzi konkrétnymi znakmi. Ak chcete nastaviť kerning, vyzdvihnite znaky, ktoré chcete nastaviť, a potom použite rozbaľovaciu ponuku vedľa ikony s "A" aVyberte textový nástroj. Vyberte písmo. Pridajte svoj text. Upravte veľkosť a odstup textu. 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Vyberte písmo. Pridajte svoj text. Upravte veľkosť a odstup textu. Vyznačte vektor písma. + + +eval example: +input_ids: +[20548, 336, 349, 396, 13126, 369, 13966, 264, 3638, 28723, 12018, 264, 2899, 369, 6582, 1999, 2691, 274, 272, 2159, 28723, 13, 13, 27332, 3133, 3112, 28747, 13, 28965, 28709, 637, 8631, 25991, 3026, 28725, 13067, 10531, 28729, 350, 2591, 686, 3023, 28862, 28827, 284, 28873, 269, 13096, 28711, 28863, 6149, 3399, 28804, 550, 13881, 29826, 316, 300, 1879, 7871, 338, 28820, 6936, 1150, 28863, 7340, 6957, 8905, 3907, 12235, 28827, 28873, 424, 5765, 772, 28725, 446, 6909, 28889, 14848, 912, 12214, 4321, 28720, 751, 29365, 28723, 351, 28906, 18765, 298, 486, 29114, 28705, 28740, 387, 28705, 28750, 28734, 22116, 28827, 28723, 8294, 772, 28747, 13, 13, 27332, 12107, 28747, 13, 15774, 4295, 28873, 841, 335, 681, 28820, 9335, 1294, 17122, 29114, 549, 350, 5905, 2218, 6612, 28710, 26041, 28862, 485, 686, 350, 28720, 2947, 20946, 6670, 298, 28725, 23374, 17984, 28863, 28729, 433, 408, 28906, 7745, 271, 350, 385, 29114, 363, 1879, 28873, 300, 6294, 291, 28723, 560, 12423, 841, 335, 681, 28820, 9335, 1294, 17122, 29114, 28725, 9335, 1294, 17122, 29114, 12121, 28714, 363, 408, 10422, 1189, 6294, 8269, 2124, 4415, 9538, 28725, 307, 10422, 14628, 28879, 17984, 28863, 2117, 1776, 29826, 7330, 363, 1879, 28873, 15808, 1117, 458, 28723, 9532, 686, 346, 28716, 28820, 6149, 311, 1705, 363, 1326, 493, 517, 28863, 267, 28725, 668, 328, 412, 28716, 433, 637, 1879, 1627, 29826, 28711, 1371, 3382, 350, 5856, 1252, 28718, 9335, 1294, 17122, 29114, 28725, 534, 28724, 991, 28706, 13288, 626, 28718, 686, 293, 316, 2689, 284, 28906, 670, 7988, 28862, 9619, 4147, 15690, 28723, 9532, 284, 374, 284, 374, 626, 380, 29826, 686, 3023, 28862, 28827, 6149, 3399, 284, 28873, 269, 535, 28725, 290, 28906, 28879, 5037, 363, 12472, 1006, 5872, 28863, 675, 6739, 686, 293, 12035, 29114, 4321, 328, 10719, 28873, 7509, 4321, 3399, 284, 28873, 269, 535, 28725, 3061, 28862, 300, 637, 668, 328, 412, 28716, 433, 1879, 363, 28711, 24043, 2737, 841, 335, 681, 28863, 9335, 1294, 17122, 29114, 28723, 351, 28906, 28879, 5037, 637, 363, 28764, 1705, 29114, 1219, 28729, 9041, 284, 28873, 269, 535, 363, 711, 28768, 532, 818, 4081, 28710, 264, 363, 846, 12035, 29114, 6149, 452, 485, 297, 28889, 4415, 28716, 28725, 668, 328, 412, 28716, 1150, 28863, 28717, 637, 1879, 1342, 28764, 313, 551, 28716, 626, 28863, 9335, 1294, 17122, 29114, 28723, 384, 493, 266, 2591, 23371, 1627, 29826, 28711, 1371, 3382, 350, 5856, 9883, 668, 5053, 28862, 21775, 29114, 28725, 446, 6909, 28820, 2413, 5856, 485, 284, 374, 12214, 1326, 493, 517, 28863, 643, 28725, 637, 363, 4273, 28862, 279, 300, 3614, 314, 4371, 28718, 668, 328, 412, 2799, 1879, 287, 2563, 2023, 28764, 6454, 28723, 2, 13, 13] +inputs: +Below is an instruction that describes a task. Write a response that appropriately completes the request. + +### Instruction: +Čo sa používa, ak škodca zničí pšeničnú úrodu? Vzhľadom na predchádzajúcu otázku napíšte kontext, ktorý obsahuje odpoveď. Môže to byť 1 - 20 vetí. Kontext: + +### Response: +Medzišpecifická rozmanitosť plodín je čiastočne zodpovedná za to, že ponúkame rôznorodosť v našom jedle. Intraspecifická rozmanitosť, rozmanitosť alel v rámci jedného druhu, nám tiež ponúka voľbu v našej strave. Ak zlyhá úroda v monokultúre, spoliehame sa na poľnohospodársku rozmanitosť, aby sme znovu zasadili pôdu niečím novým. Ak pest pestovateľ zničí úrodu pšenice, môžeme v nasledujúcom roku zasadiť odolnejšiu odrodu pšenice, pričom sa spoliehame na vnútrospecifickú rozmanitosť. Môžeme sa vzdať produkcie pšenice v tejto oblasti a vysadiť úplne iný druh, spoliehajúc sa na medzidruhovú rozmanitosť. Dokonca aj poľnohospodárska spoločnosť, ktorá primárne pestuje monokultúry, sa v určitom okamihu spolieha na biodiverzitu. + + +label_ids: +[-100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, 15774, 4295, 28873, 841, 335, 681, 28820, 9335, 1294, 17122, 29114, 549, 350, 5905, 2218, 6612, 28710, 26041, 28862, 485, 686, 350, 28720, 2947, 20946, 6670, 298, 28725, 23374, 17984, 28863, 28729, 433, 408, 28906, 7745, 271, 350, 385, 29114, 363, 1879, 28873, 300, 6294, 291, 28723, 560, 12423, 841, 335, 681, 28820, 9335, 1294, 17122, 29114, 28725, 9335, 1294, 17122, 29114, 12121, 28714, 363, 408, 10422, 1189, 6294, 8269, 2124, 4415, 9538, 28725, 307, 10422, 14628, 28879, 17984, 28863, 2117, 1776, 29826, 7330, 363, 1879, 28873, 15808, 1117, 458, 28723, 9532, 686, 346, 28716, 28820, 6149, 311, 1705, 363, 1326, 493, 517, 28863, 267, 28725, 668, 328, 412, 28716, 433, 637, 1879, 1627, 29826, 28711, 1371, 3382, 350, 5856, 1252, 28718, 9335, 1294, 17122, 29114, 28725, 534, 28724, 991, 28706, 13288, 626, 28718, 686, 293, 316, 2689, 284, 28906, 670, 7988, 28862, 9619, 4147, 15690, 28723, 9532, 284, 374, 284, 374, 626, 380, 29826, 686, 3023, 28862, 28827, 6149, 3399, 284, 28873, 269, 535, 28725, 290, 28906, 28879, 5037, 363, 12472, 1006, 5872, 28863, 675, 6739, 686, 293, 12035, 29114, 4321, 328, 10719, 28873, 7509, 4321, 3399, 284, 28873, 269, 535, 28725, 3061, 28862, 300, 637, 668, 328, 412, 28716, 433, 1879, 363, 28711, 24043, 2737, 841, 335, 681, 28863, 9335, 1294, 17122, 29114, 28723, 351, 28906, 28879, 5037, 637, 363, 28764, 1705, 29114, 1219, 28729, 9041, 284, 28873, 269, 535, 363, 711, 28768, 532, 818, 4081, 28710, 264, 363, 846, 12035, 29114, 6149, 452, 485, 297, 28889, 4415, 28716, 28725, 668, 328, 412, 28716, 1150, 28863, 28717, 637, 1879, 1342, 28764, 313, 551, 28716, 626, 28863, 9335, 1294, 17122, 29114, 28723, 384, 493, 266, 2591, 23371, 1627, 29826, 28711, 1371, 3382, 350, 5856, 9883, 668, 5053, 28862, 21775, 29114, 28725, 446, 6909, 28820, 2413, 5856, 485, 284, 374, 12214, 1326, 493, 517, 28863, 643, 28725, 637, 363, 4273, 28862, 279, 300, 3614, 314, 4371, 28718, 668, 328, 412, 2799, 1879, 287, 2563, 2023, 28764, 6454, 28723, 2, 13, 13] +labels: +Medzišpecifická rozmanitosť plodín je čiastočne zodpovedná za to, že ponúkame rôznorodosť v našom jedle. Intraspecifická rozmanitosť, rozmanitosť alel v rámci jedného druhu, nám tiež ponúka voľbu v našej strave. Ak zlyhá úroda v monokultúre, spoliehame sa na poľnohospodársku rozmanitosť, aby sme znovu zasadili pôdu niečím novým. Ak pest pestovateľ zničí úrodu pšenice, môžeme v nasledujúcom roku zasadiť odolnejšiu odrodu pšenice, pričom sa spoliehame na vnútrospecifickú rozmanitosť. Môžeme sa vzdať produkcie pšenice v tejto oblasti a vysadiť úplne iný druh, spoliehajúc sa na medzidruhovú rozmanitosť. Dokonca aj poľnohospodárska spoločnosť, ktorá primárne pestuje monokultúry, sa v určitom okamihu spolieha na biodiverzitu. + + +[INFO|configuration_utils.py:765] 2026-10-15 22:07:45,941 >> loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +[INFO|configuration_utils.py:841] 2026-10-15 22:07:45,944 >> Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +[INFO|2026-10-15 22:07:45] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training. +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/unsloth/__init__.py:165: UserWarning: WARNING: Unsloth should be imported before [trl, transformers, peft] to ensure all optimizations are applied. Your code may run slower or encounter memory issues without these optimizations. + +Please restructure your imports with 'import unsloth' at the top of your file. + from ._gpu_init import * +🦥 Unsloth: Will patch your computer to enable 2x faster free finetuning. +🦥 Unsloth Zoo will now patch everything to make training faster! +loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +Unsloth: WARNING `trust_remote_code` is True. +Are you certain you want to do remote code execution? +==((====))== Unsloth 2026.6.1: Fast Mistral patching. Transformers: 5.5.0. + \\ /| NVIDIA RTX A4500. Num GPUs = 1. Max memory: 19.573 GB. Platform: Linux. +O^O/ \_/ \ Torch: 2.6.0+cu124. CUDA: 8.6. CUDA Toolkit: 12.4. Triton: 3.2.0 +\ / Bfloat16 = TRUE. FA [Xformers = 0.0.29.post3. FA2 = False] + "-____-" Free license: http://github.com/unslothai/unsloth +Unsloth: Fast downloading is enabled - ignore downloading bars which are red colored! +loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +loading weights file model.safetensors from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/model.safetensors.index.json +Will use dtype=torch.bfloat16 as defined in model's config object +Generate config GenerationConfig { + "bos_token_id": 1, + "eos_token_id": 2, + "output_attentions": false, + "output_hidden_states": false, + "pad_token_id": 2, + "use_cache": true +} + + +Loading weights: 0%| | 0/291 [00:00). Using pad_token = . +/home/schwarc/LLaMA-Factory/src/llamafactory/model/model_utils/checkpointing.py:68: FutureWarning: `torch.cuda.amp.custom_fwd(args...)` is deprecated. Please use `torch.amp.custom_fwd(args..., device_type='cuda')` instead. + @torch.cuda.amp.custom_fwd +/home/schwarc/LLaMA-Factory/src/llamafactory/model/model_utils/checkpointing.py:85: FutureWarning: `torch.cuda.amp.custom_bwd(args...)` is deprecated. Please use `torch.amp.custom_bwd(args..., device_type='cuda')` instead. + @torch.cuda.amp.custom_bwd +[INFO|2026-10-15 22:08:03] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled. +[INFO|2026-10-15 22:08:03] llamafactory.model.adapter:144 >> Upcasting trainable params to float32. +[INFO|2026-10-15 22:08:03] llamafactory.model.adapter:144 >> Fine-tuning method: LoRA +Unsloth 2026.6.1 patched 32 layers with 32 QKV layers, 32 O layers and 32 MLP layers. +[INFO|2026-10-15 22:08:05] llamafactory.model.loader:144 >> trainable params: 41,943,040 || all params: 7,283,675,136 || trainable%: 0.5758 +The tokenizer has new PAD/BOS/EOS tokens that differ from the model config and generation config. The model config and generation config were aligned accordingly, being updated with the tokenizer's values. Updated tokens: {'pad_token_id': 2}. +==((====))== Unsloth - 2x faster free finetuning | Num GPUs used = 1 + \\ /| Num examples = 29,000 | Num Epochs = 1 | Total steps = 1,813 +O^O/ \_/ \ Batch size per device = 1 | Gradient accumulation steps = 16 +\ / Data Parallel GPUs = 1 | Total batch size (1 x 16 x 1) = 16 + "-____-" Trainable parameters = 41,943,040 of 7,283,675,136 (0.58% trained) + + 0%| | 0/1813 [00:00> No metric eval_accuracy to plot. + +***** Running Evaluation ***** + Num examples = 1000 + Batch size = 1 +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:71: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:281: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:172: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:202: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:254: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) + + 0%| | 0/1000 [00:00> Process rank: 0, world size: 1, device: cuda:0, distributed training: False, compute dtype: torch.bfloat16 +[INFO|configuration_utils.py:765] 2026-10-16 01:35:13,769 >> loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +[INFO|configuration_utils.py:841] 2026-10-16 01:35:13,779 >> Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads. +[INFO|configuration_utils.py:765] 2026-10-16 01:35:15,396 >> loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +[INFO|configuration_utils.py:841] 2026-10-16 01:35:15,399 >> Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +[INFO|configuration_utils.py:765] 2026-10-16 01:35:15,546 >> loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +[INFO|configuration_utils.py:841] 2026-10-16 01:35:15,549 >> Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +[INFO|2026-10-16 01:35:16] llamafactory.data.loader:144 >> Loading dataset aya_slovak_hpo_30k.jsonl... +training example: +input_ids: +[20548, 336, 349, 396, 13126, 369, 13966, 264, 3638, 28723, 12018, 264, 2899, 369, 6582, 1999, 2691, 274, 272, 2159, 28723, 13, 13, 27332, 3133, 3112, 28747, 13, 28828, 2176, 28711, 28863, 29114, 10268, 28709, 6612, 28714, 2892, 493, 363, 6294, 10719, 363, 3811, 28723, 7379, 626, 28889, 307, 14637, 311, 28768, 2218, 22885, 3748, 28725, 446, 6909, 28820, 637, 3531, 598, 28820, 284, 8341, 6729, 345, 28738, 28739, 363, 8357, 28710, 307, 14637, 311, 28768, 626, 363, 29826, 17339, 28723, 524, 4634, 28711, 570, 1879, 261, 28863, 532, 613, 14483, 28718, 28723, 367, 280, 28879, 570, 9335, 3175, 29826, 626, 323, 7509, 17984, 2950, 28718, 16986, 29826, 28708, 345, 15962, 28739, 363, 3292, 10719, 6612, 529, 28710, 818, 5237, 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Write a response that appropriately completes the request. + +### Instruction: +Zhrnúť tento článok v jednej vete. Textový nástroj je ikona, ktorá sa podobá písmenu "T" v paneli nástrojov vľavo. Kliknite na túto ikonu. Použite rozbaľovaciu ponuku vedľa "Character" v hornej časti obrazovky na výber písma. Použite druhé rozbaľovacie menu vedľa "Character" na výber formátu (t. j. pravidelný, tučný, kurzor, atď.). Tradičné písmo ako Times New Roman alebo Garamond môže pridať formálny vzhľad loga. Bezšerifové písmo ako Helvetica môže pridať modernejší vzhľad písmu. Nepoužívajte príliš dekoratívne písma, ktoré sa ťažko čítajú. Tiež sa vyhýbajte zmiešanému písmu v návrhu loga. Ak si z internetu stiahnete bezplatné písma, mali by ste si uvedomiť licenčnú zmluvu pre tieto písma. Mnohé voľné písma sú voľné na osobné použitie, ale nie sú povolené na komerčné použitie. S vybraným textovým nástrojom kliknite kdekoľvek na grafickej doske, aby ste pridali textový kurzor. Potom napíšte svoj text. Zvážte pridanie samostatného textového objektu pre každé slovo. Obzvlášť ak plánujete používať rôzne farby alebo veľkosti pre rôzne slová vo vašom návrhu loga. Nepridávaj ešte farbu do loga. Farebná tlač nemusí byť vždy možnosťou. Návrh jednoduchého čierno-bieleho loga na začiatok zabezpečí, že vaše logo bude vyzerať dobre v jeho najjednoduchšej forme. Môžete tiež použiť nástroj Text na ceste na pridanie textu v kruhu alebo zakrivenom tvare. Dvakrát kliknite na text, aby ste ho vyzdvihli. Potom kliknite na položku znak v hornej časti obrazovky, aby sa zobrazila ponuka nastavenia znakov. Použite nasledujúce kroky na úpravu textu v ponuke znak. Veľkosť písma: Rozbaľovacia ponuka s malým "T" vedľa veľkého "T" upravuje veľkosť písma. Môžete tiež použiť nástroj výberu (ikona, ktorá pripomína čierny kurzor myši v paneli nástrojov vľavo) na zmenu veľkosti písma. Vedenie: Vedenie mení priestor medzi riadkami textu. Použite rozbaľovaciu ponuku vedľa ikony, ktorá sa podobá "A" na vrchu iného "A" zmeniť vedúce. Kerning: Kerning upravuje medzery medzi konkrétnymi znakmi. Ak chcete nastaviť kerning, vyzdvihnite znaky, ktoré chcete nastaviť, a potom použite rozbaľovaciu ponuku vedľa ikony s "A" aVyberte textový nástroj. Vyberte písmo. Pridajte svoj text. Upravte veľkosť a odstup textu. 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Vyberte písmo. Pridajte svoj text. Upravte veľkosť a odstup textu. Vyznačte vektor písma. + + +eval example: +input_ids: +[20548, 336, 349, 396, 13126, 369, 13966, 264, 3638, 28723, 12018, 264, 2899, 369, 6582, 1999, 2691, 274, 272, 2159, 28723, 13, 13, 27332, 3133, 3112, 28747, 13, 28965, 28709, 637, 8631, 25991, 3026, 28725, 13067, 10531, 28729, 350, 2591, 686, 3023, 28862, 28827, 284, 28873, 269, 13096, 28711, 28863, 6149, 3399, 28804, 550, 13881, 29826, 316, 300, 1879, 7871, 338, 28820, 6936, 1150, 28863, 7340, 6957, 8905, 3907, 12235, 28827, 28873, 424, 5765, 772, 28725, 446, 6909, 28889, 14848, 912, 12214, 4321, 28720, 751, 29365, 28723, 351, 28906, 18765, 298, 486, 29114, 28705, 28740, 387, 28705, 28750, 28734, 22116, 28827, 28723, 8294, 772, 28747, 13, 13, 27332, 12107, 28747, 13, 15774, 4295, 28873, 841, 335, 681, 28820, 9335, 1294, 17122, 29114, 549, 350, 5905, 2218, 6612, 28710, 26041, 28862, 485, 686, 350, 28720, 2947, 20946, 6670, 298, 28725, 23374, 17984, 28863, 28729, 433, 408, 28906, 7745, 271, 350, 385, 29114, 363, 1879, 28873, 300, 6294, 291, 28723, 560, 12423, 841, 335, 681, 28820, 9335, 1294, 17122, 29114, 28725, 9335, 1294, 17122, 29114, 12121, 28714, 363, 408, 10422, 1189, 6294, 8269, 2124, 4415, 9538, 28725, 307, 10422, 14628, 28879, 17984, 28863, 2117, 1776, 29826, 7330, 363, 1879, 28873, 15808, 1117, 458, 28723, 9532, 686, 346, 28716, 28820, 6149, 311, 1705, 363, 1326, 493, 517, 28863, 267, 28725, 668, 328, 412, 28716, 433, 637, 1879, 1627, 29826, 28711, 1371, 3382, 350, 5856, 1252, 28718, 9335, 1294, 17122, 29114, 28725, 534, 28724, 991, 28706, 13288, 626, 28718, 686, 293, 316, 2689, 284, 28906, 670, 7988, 28862, 9619, 4147, 15690, 28723, 9532, 284, 374, 284, 374, 626, 380, 29826, 686, 3023, 28862, 28827, 6149, 3399, 284, 28873, 269, 535, 28725, 290, 28906, 28879, 5037, 363, 12472, 1006, 5872, 28863, 675, 6739, 686, 293, 12035, 29114, 4321, 328, 10719, 28873, 7509, 4321, 3399, 284, 28873, 269, 535, 28725, 3061, 28862, 300, 637, 668, 328, 412, 28716, 433, 1879, 363, 28711, 24043, 2737, 841, 335, 681, 28863, 9335, 1294, 17122, 29114, 28723, 351, 28906, 28879, 5037, 637, 363, 28764, 1705, 29114, 1219, 28729, 9041, 284, 28873, 269, 535, 363, 711, 28768, 532, 818, 4081, 28710, 264, 363, 846, 12035, 29114, 6149, 452, 485, 297, 28889, 4415, 28716, 28725, 668, 328, 412, 28716, 1150, 28863, 28717, 637, 1879, 1342, 28764, 313, 551, 28716, 626, 28863, 9335, 1294, 17122, 29114, 28723, 384, 493, 266, 2591, 23371, 1627, 29826, 28711, 1371, 3382, 350, 5856, 9883, 668, 5053, 28862, 21775, 29114, 28725, 446, 6909, 28820, 2413, 5856, 485, 284, 374, 12214, 1326, 493, 517, 28863, 643, 28725, 637, 363, 4273, 28862, 279, 300, 3614, 314, 4371, 28718, 668, 328, 412, 2799, 1879, 287, 2563, 2023, 28764, 6454, 28723, 2, 13, 13] +inputs: +Below is an instruction that describes a task. Write a response that appropriately completes the request. + +### Instruction: +Čo sa používa, ak škodca zničí pšeničnú úrodu? Vzhľadom na predchádzajúcu otázku napíšte kontext, ktorý obsahuje odpoveď. Môže to byť 1 - 20 vetí. Kontext: + +### Response: +Medzišpecifická rozmanitosť plodín je čiastočne zodpovedná za to, že ponúkame rôznorodosť v našom jedle. Intraspecifická rozmanitosť, rozmanitosť alel v rámci jedného druhu, nám tiež ponúka voľbu v našej strave. Ak zlyhá úroda v monokultúre, spoliehame sa na poľnohospodársku rozmanitosť, aby sme znovu zasadili pôdu niečím novým. Ak pest pestovateľ zničí úrodu pšenice, môžeme v nasledujúcom roku zasadiť odolnejšiu odrodu pšenice, pričom sa spoliehame na vnútrospecifickú rozmanitosť. Môžeme sa vzdať produkcie pšenice v tejto oblasti a vysadiť úplne iný druh, spoliehajúc sa na medzidruhovú rozmanitosť. Dokonca aj poľnohospodárska spoločnosť, ktorá primárne pestuje monokultúry, sa v určitom okamihu spolieha na biodiverzitu. + + +label_ids: +[-100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, 15774, 4295, 28873, 841, 335, 681, 28820, 9335, 1294, 17122, 29114, 549, 350, 5905, 2218, 6612, 28710, 26041, 28862, 485, 686, 350, 28720, 2947, 20946, 6670, 298, 28725, 23374, 17984, 28863, 28729, 433, 408, 28906, 7745, 271, 350, 385, 29114, 363, 1879, 28873, 300, 6294, 291, 28723, 560, 12423, 841, 335, 681, 28820, 9335, 1294, 17122, 29114, 28725, 9335, 1294, 17122, 29114, 12121, 28714, 363, 408, 10422, 1189, 6294, 8269, 2124, 4415, 9538, 28725, 307, 10422, 14628, 28879, 17984, 28863, 2117, 1776, 29826, 7330, 363, 1879, 28873, 15808, 1117, 458, 28723, 9532, 686, 346, 28716, 28820, 6149, 311, 1705, 363, 1326, 493, 517, 28863, 267, 28725, 668, 328, 412, 28716, 433, 637, 1879, 1627, 29826, 28711, 1371, 3382, 350, 5856, 1252, 28718, 9335, 1294, 17122, 29114, 28725, 534, 28724, 991, 28706, 13288, 626, 28718, 686, 293, 316, 2689, 284, 28906, 670, 7988, 28862, 9619, 4147, 15690, 28723, 9532, 284, 374, 284, 374, 626, 380, 29826, 686, 3023, 28862, 28827, 6149, 3399, 284, 28873, 269, 535, 28725, 290, 28906, 28879, 5037, 363, 12472, 1006, 5872, 28863, 675, 6739, 686, 293, 12035, 29114, 4321, 328, 10719, 28873, 7509, 4321, 3399, 284, 28873, 269, 535, 28725, 3061, 28862, 300, 637, 668, 328, 412, 28716, 433, 1879, 363, 28711, 24043, 2737, 841, 335, 681, 28863, 9335, 1294, 17122, 29114, 28723, 351, 28906, 28879, 5037, 637, 363, 28764, 1705, 29114, 1219, 28729, 9041, 284, 28873, 269, 535, 363, 711, 28768, 532, 818, 4081, 28710, 264, 363, 846, 12035, 29114, 6149, 452, 485, 297, 28889, 4415, 28716, 28725, 668, 328, 412, 28716, 1150, 28863, 28717, 637, 1879, 1342, 28764, 313, 551, 28716, 626, 28863, 9335, 1294, 17122, 29114, 28723, 384, 493, 266, 2591, 23371, 1627, 29826, 28711, 1371, 3382, 350, 5856, 9883, 668, 5053, 28862, 21775, 29114, 28725, 446, 6909, 28820, 2413, 5856, 485, 284, 374, 12214, 1326, 493, 517, 28863, 643, 28725, 637, 363, 4273, 28862, 279, 300, 3614, 314, 4371, 28718, 668, 328, 412, 2799, 1879, 287, 2563, 2023, 28764, 6454, 28723, 2, 13, 13] +labels: +Medzišpecifická rozmanitosť plodín je čiastočne zodpovedná za to, že ponúkame rôznorodosť v našom jedle. Intraspecifická rozmanitosť, rozmanitosť alel v rámci jedného druhu, nám tiež ponúka voľbu v našej strave. Ak zlyhá úroda v monokultúre, spoliehame sa na poľnohospodársku rozmanitosť, aby sme znovu zasadili pôdu niečím novým. Ak pest pestovateľ zničí úrodu pšenice, môžeme v nasledujúcom roku zasadiť odolnejšiu odrodu pšenice, pričom sa spoliehame na vnútrospecifickú rozmanitosť. Môžeme sa vzdať produkcie pšenice v tejto oblasti a vysadiť úplne iný druh, spoliehajúc sa na medzidruhovú rozmanitosť. Dokonca aj poľnohospodárska spoločnosť, ktorá primárne pestuje monokultúry, sa v určitom okamihu spolieha na biodiverzitu. + + +[INFO|configuration_utils.py:765] 2026-10-16 01:35:17,036 >> loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +[INFO|configuration_utils.py:841] 2026-10-16 01:35:17,039 >> Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +[INFO|2026-10-16 01:35:17] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training. +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/unsloth/__init__.py:165: UserWarning: WARNING: Unsloth should be imported before [trl, transformers, peft] to ensure all optimizations are applied. Your code may run slower or encounter memory issues without these optimizations. + +Please restructure your imports with 'import unsloth' at the top of your file. + from ._gpu_init import * +🦥 Unsloth: Will patch your computer to enable 2x faster free finetuning. +🦥 Unsloth Zoo will now patch everything to make training faster! +loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +Unsloth: WARNING `trust_remote_code` is True. +Are you certain you want to do remote code execution? +==((====))== Unsloth 2026.6.1: Fast Mistral patching. Transformers: 5.5.0. + \\ /| NVIDIA RTX A4500. Num GPUs = 1. Max memory: 19.573 GB. Platform: Linux. +O^O/ \_/ \ Torch: 2.6.0+cu124. CUDA: 8.6. CUDA Toolkit: 12.4. Triton: 3.2.0 +\ / Bfloat16 = TRUE. FA [Xformers = 0.0.29.post3. FA2 = False] + "-____-" Free license: http://github.com/unslothai/unsloth +Unsloth: Fast downloading is enabled - ignore downloading bars which are red colored! +loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +loading configuration file config.json from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/config.json +Model config MistralConfig { + "architectures": [ + "MistralForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "bfloat16", + "eos_token_id": 2, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 14336, + "max_position_embeddings": 32768, + "model_type": "mistral", + "num_attention_heads": 32, + "num_hidden_layers": 32, + "num_key_value_heads": 8, + "pad_token_id": 2, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 10000.0, + "rope_type": "default" + }, + "sliding_window": 4096, + "tie_word_embeddings": false, + "transformers_version": "5.5.0", + "use_cache": true, + "vocab_size": 32000 +} + +loading weights file model.safetensors from cache at /home/schwarc/.cache/huggingface/hub/models--slovak-nlp--mistral-sk-7b/snapshots/089497ae0d72018e9591895c54f774bf0b4a83a4/model.safetensors.index.json +Will use dtype=torch.bfloat16 as defined in model's config object +Generate config GenerationConfig { + "bos_token_id": 1, + "eos_token_id": 2, + "output_attentions": false, + "output_hidden_states": false, + "pad_token_id": 2, + "use_cache": true +} + + +Loading weights: 0%| | 0/291 [00:00). Using pad_token = . +/home/schwarc/LLaMA-Factory/src/llamafactory/model/model_utils/checkpointing.py:68: FutureWarning: `torch.cuda.amp.custom_fwd(args...)` is deprecated. Please use `torch.amp.custom_fwd(args..., device_type='cuda')` instead. + @torch.cuda.amp.custom_fwd +/home/schwarc/LLaMA-Factory/src/llamafactory/model/model_utils/checkpointing.py:85: FutureWarning: `torch.cuda.amp.custom_bwd(args...)` is deprecated. Please use `torch.amp.custom_bwd(args..., device_type='cuda')` instead. + @torch.cuda.amp.custom_bwd +[INFO|2026-10-16 01:35:34] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled. +[INFO|2026-10-16 01:35:34] llamafactory.model.adapter:144 >> Upcasting trainable params to float32. +[INFO|2026-10-16 01:35:34] llamafactory.model.adapter:144 >> Fine-tuning method: LoRA +Unsloth 2026.6.1 patched 32 layers with 32 QKV layers, 32 O layers and 32 MLP layers. +[INFO|2026-10-16 01:35:37] llamafactory.model.loader:144 >> trainable params: 41,943,040 || all params: 7,283,675,136 || trainable%: 0.5758 +The tokenizer has new PAD/BOS/EOS tokens that differ from the model config and generation config. The model config and generation config were aligned accordingly, being updated with the tokenizer's values. Updated tokens: {'pad_token_id': 2}. +==((====))== Unsloth - 2x faster free finetuning | Num GPUs used = 1 + \\ /| Num examples = 29,000 | Num Epochs = 1 | Total steps = 1,813 +O^O/ \_/ \ Batch size per device = 1 | Gradient accumulation steps = 16 +\ / Data Parallel GPUs = 1 | Total batch size (1 x 16 x 1) = 16 + "-____-" Trainable parameters = 41,943,040 of 7,283,675,136 (0.58% trained) + + 0%| | 0/1813 [00:00> No metric eval_accuracy to plot. + +***** Running Evaluation ***** + Num examples = 1000 + Batch size = 1 +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:71: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:281: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:172: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:202: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. Please use the new API in `transformers.masking_utils`. + warnings.warn(DEPRECATION_MESSAGE, FutureWarning) +/home/schwarc/miniconda3/envs/llama_factory_unsloth/lib/python3.11/site-packages/transformers/modeling_attn_mask_utils.py:254: FutureWarning: The attention mask API under `transformers.modeling_attn_mask_utils` (`AttentionMaskConverter`) is deprecated and will be removed in Transformers v5.10. 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