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Model: Iker/Llama-3-Instruct-Neurona-8b Source: Original Platform
2026-08-31 14:37:17 +08:00
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+---
+library_name: transformers
+tags:
+- synthetic
+license: llama3
+datasets:
+- pinzhenchen/alpaca-cleaned-es
+- Danielbrdz/Barcenas-Economia
+- HiTZ/casimedicos-exp
+- somosnlp/coser_resumenes
+- csebuetnlp/CrossSum
+- Iker/Document-Translation-en-es
+- somosnlp/es-inclusive-language-it
+- FreedomIntelligence/evol-instruct-spanish
+- glaiveai/glaive-code-assistant-v3
+- glaiveai/glaive-function-calling-v2
+- Iker/InstructTranslation-EN-ES
+- somosnlp/lenguaje-claro-dataset
+- somosnlp/LingComp_QA
+- bltlab/lr-sum
+- Iker/NoticIA
+- xaviviro/oasst2_es_gpt
+- teknium/OpenHermes-2.5
+- Iker/OpenHermes-2.5-Spanish
+- Helsinki-NLP/opus-100
+- projecte-aina/RAG_Multilingual
+- sem_eval_2018_task_1
+- davidstap/ted_talks
+- HiTZ/This-is-not-a-dataset
+- wikipedia
+language:
+- es
+- en
+pipeline_tag: text-generation
+base_model: meta-llama/Meta-Llama-3-8B-Instruct
+---
+
+
+![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/614a1ebb8f82f1df64d55126/2i_CasoeJTgQPNoBIfA8E.jpeg)
+
+
+# Neurona 8B Beta: Un Modelo de Lenguage en Español
+
+> Esta es una versión preliminar del dataset card. El modelo está en desarrollo y no es la versión final. Si quieres saber más sobre este modelo, escribe a iker.garciaf@ehu.eus
+
+
+Neurona 8B es un modelo de lenguaje en Español. Esta es la primera iteración y un experimento para poner a punto los scripts y la infraestructura. 
+
+Neurona 8B ha sido entrenado con los siguiente datasets. No en todos los casos se ha usado el dataset completo
+
+- [pinzhenchen/alpaca-cleaned-es](https://huggingface.co/datasets/pinzhenchen/alpaca-cleaned-es)
+- [Danielbrdz/Barcenas-Economia](https://huggingface.co/datasets/Danielbrdz/Barcenas-Economia)
+- [HiTZ/casimedicos-exp](https://huggingface.co/datasets/HiTZ/casimedicos-exp)
+- [somosnlp/coser_resumenes](https://huggingface.co/datasets/somosnlp/coser_resumenes)
+- [csebuetnlp/CrossSum en + es](https://huggingface.co/datasets/csebuetnlp/CrossSum)
+- [Iker/Document-Translation-en-es](https://huggingface.co/datasets/Iker/Document-Translation-en-es)
+- [somosnlp/es-inclusive-language-it](https://huggingface.co/datasets/somosnlp/es-inclusive-language-it)
+- [FreedomIntelligence/evol-instruct-spanish](https://huggingface.co/datasets/FreedomIntelligence/evol-instruct-spanish)
+- [glaiveai/glaive-code-assistant-v3](https://huggingface.co/datasets/glaiveai/glaive-code-assistant-v3)
+- [glaiveai/glaive-function-calling-v2](https://huggingface.co/datasets/glaiveai/glaive-function-calling-v2)
+- [Iker/InstructTranslation-EN-ES](https://huggingface.co/datasets/Iker/InstructTranslation-EN-ES)
+- [somosnlp/lenguaje-claro-dataset](https://huggingface.co/datasets/somosnlp/lenguaje-claro-dataset)
+- [somosnlp/LingComp_QA](https://huggingface.co/datasets/somosnlp/LingComp_QA)
+- [bltlab/lr-sum](https://huggingface.co/datasets/bltlab/lr-sum)
+- [Iker/NoticIA](https://huggingface.co/datasets/Iker/NoticIA)
+- [xaviviro/oasst2_es_gpt](https://huggingface.co/datasets/xaviviro/oasst2_es_gpt)
+- [teknium/OpenHermes-2.5](https://huggingface.co/datasets/teknium/OpenHermes-2.5)
+- [Iker/OpenHermes-2.5-Spanish](https://huggingface.co/datasets/Iker/OpenHermes-2.5-Spanish)
+- [Helsinki-NLP/opus-100 en es](https://huggingface.co/datasets/Helsinki-NLP/opus-100)
+- [projecte-aina/RAG_Multilingual](https://huggingface.co/datasets/projecte-aina/RAG_Multilingual)
+- [sem_eval_2018_task_1](https://huggingface.co/datasets/sem_eval_2018_task_1)
+- [davidstap/ted_talks](https://huggingface.co/datasets/davidstap/ted_talks)
+- [HiTZ/This-is-not-a-dataset](https://huggingface.co/datasets/HiTZ/This-is-not-a-dataset)
+- [wikipedia es](https://huggingface.co/datasets/wikipedia)
+
+
+
+  
+Esta mezcla de datasets en Inglés y Español, permite al modelo adquirir diferentes capacidades, como RAG, function calling, code assistant, question answering, summarization... tanto en Inglés como en Español. 
+
+# Entrenamiento
+
+Este modelo se ha entrado usando 4xNvidia A100 80Gb y axolotl
+[<img src="https://raw.githubusercontent.com/OpenAccess-AI-Collective/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/>](https://github.com/OpenAccess-AI-Collective/axolotl)
+
+Esta es la configuración usada
+
+```yaml
+base_model: meta-llama/Meta-Llama-3-8B-Instruct
+model_type: AutoModelForCausalLM
+tokenizer_type: AutoTokenizer
+is_falcon_derived_model:
+is_llama_derived_model:
+is_qwen_derived_model:
+is_mistral_derived_model:
+
+load_in_8bit: false
+load_in_4bit: false
+strict: false
+
+device_map: null
+
+datasets:
+  - path: /ikerlariak/igarcia945/InstructDatasets/alpaca-cleaned-es.jsonl
+    type: sharegpt
+    conversation: llama3
+    field: conversations
+    roles:
+      input:
+        - system
+        - gpt
+      output:
+        - human
+  - path: /ikerlariak/igarcia945/InstructDatasets/Barcenas-Economia.jsonl
+    type: sharegpt
+    conversation: llama3
+    field: conversations
+    roles:
+      input:
+        - system
+        - gpt
+      output:
+        - human
+  - path: /ikerlariak/igarcia945/InstructDatasets/casimedicos.jsonl
+    type: sharegpt
+    conversation: llama3
+    field: conversations
+    roles:
+      input:
+        - system
+        - gpt
+      output:
+        - human
+  - path: /ikerlariak/igarcia945/InstructDatasets/coser_resumene.jsonl
+    type: sharegpt
+    conversation: llama3
+    field: conversations
+    roles:
+      input:
+        - system
+        - gpt
+      output:
+        - human
+  - path: /ikerlariak/igarcia945/InstructDatasets/CrossSum_en.jsonl
+    type: sharegpt
+    conversation: llama3
+    field: conversations
+    roles:
+      input:
+        - system
+        - gpt
+      output:
+        - human
+  - path: /ikerlariak/igarcia945/InstructDatasets/CrossSum_es.jsonl
+    type: sharegpt
+    conversation: llama3
+    field: conversations
+    roles:
+      input:
+        - system
+        - gpt
+      output:
+        - human
+  - path: /ikerlariak/igarcia945/InstructDatasets/Document-Translation-en-es.jsonl
+    type: sharegpt
+    conversation: llama3
+    field: conversations
+    roles:
+      input:
+        - system
+        - gpt
+      output:
+        - human
+  - path: /ikerlariak/igarcia945/InstructDatasets/es-inclusive-language.jsonl
+    type: sharegpt
+    conversation: llama3
+    field: conversations
+    roles:
+      input:
+        - system
+        - gpt
+      output:
+        - human
+  - path: /ikerlariak/igarcia945/InstructDatasets/evol-instruct-spanish.jsonl
+    type: sharegpt
+    conversation: llama3
+    field: conversations
+    roles:
+      input:
+        - system
+        - gpt
+      output:
+        - human
+  - path: /ikerlariak/igarcia945/InstructDatasets/glaive-code-assistant-v3-small.jsonl
+    type: sharegpt
+    conversation: llama3
+    field: conversations
+    roles:
+      input:
+        - system
+        - gpt
+      output:
+        - human
+  - path: /ikerlariak/igarcia945/InstructDatasets/glaive-function-calling-v2.jsonl
+    type: sharegpt
+    conversation: llama3
+    field: conversations
+    roles:
+      input:
+        - system
+        - gpt
+        - tool
+      output:
+        - human
+  - path: /ikerlariak/igarcia945/InstructDatasets/InstructTranslation-EN-ES.jsonl
+    type: sharegpt
+    conversation: llama3
+    field: conversations
+    roles:
+      input:
+        - system
+        - gpt
+      output:
+        - human
+  - path: /ikerlariak/igarcia945/InstructDatasets/lenguaje-claro-dataset.jsonl
+    type: sharegpt
+    conversation: llama3
+    field: conversations
+    roles:
+      input:
+        - system
+        - gpt
+      output:
+        - human
+  - path: /ikerlariak/igarcia945/InstructDatasets/LingComp_QA.jsonl
+    type: sharegpt
+    conversation: llama3
+    field: conversations
+    roles:
+      input:
+        - system
+        - gpt
+      output:
+        - human
+  - path: /ikerlariak/igarcia945/InstructDatasets/lr-sum-es.jsonl
+    type: sharegpt
+    conversation: llama3
+    field: conversations
+    roles:
+      input:
+        - system
+        - gpt
+      output:
+        - human
+  - path: /ikerlariak/igarcia945/InstructDatasets/NoticIA.jsonl
+    type: sharegpt
+    conversation: llama3
+    field: conversations
+    roles:
+      input:
+        - system
+        - gpt
+      output:
+        - human
+  - path: /ikerlariak/igarcia945/InstructDatasets/NoticIA-large.jsonl
+    type: sharegpt
+    conversation: llama3
+    field: conversations
+    roles:
+      input:
+        - system
+        - gpt
+      output:
+        - human
+  - path: /ikerlariak/igarcia945/InstructDatasets/NoticIA-summary.jsonl
+    type: sharegpt
+    conversation: llama3
+    field: conversations
+    roles:
+      input:
+        - system
+        - gpt
+      output:
+        - human
+  - path: /ikerlariak/igarcia945/InstructDatasets/oasst2_es_gpt.jsonl
+    type: sharegpt
+    conversation: llama3
+    field: conversations
+    roles:
+      input:
+        - system
+        - gpt
+      output:
+        - human
+  - path: /ikerlariak/igarcia945/InstructDatasets/OpenHermes-2.5-English.jsonl
+    type: sharegpt
+    conversation: llama3
+    field: conversations
+    roles:
+      input:
+        - system
+        - gpt
+      output:
+        - human
+  - path: /ikerlariak/igarcia945/InstructDatasets/OpenHermes-2.5-Spanish.jsonl
+    type: sharegpt
+    conversation: llama3
+    field: conversations
+    roles:
+      input:
+        - system
+        - gpt
+      output:
+        - human
+  - path: /ikerlariak/igarcia945/InstructDatasets/opus-100-en-es.jsonl
+    type: sharegpt
+    conversation: llama3
+    field: conversations
+    roles:
+      input:
+        - system
+        - gpt
+      output:
+        - human
+  - path: /ikerlariak/igarcia945/InstructDatasets/RAG_Multilingual-es.jsonl
+    type: sharegpt
+    conversation: llama3
+    field: conversations
+    roles:
+      input:
+        - system
+        - gpt
+      output:
+        - human
+  - path: /ikerlariak/igarcia945/InstructDatasets/sem_eval_2018_task_1.jsonl
+    type: sharegpt
+    conversation: llama3
+    field: conversations
+    roles:
+      input:
+        - system
+        - gpt
+      output:
+        - human
+  - path: /ikerlariak/igarcia945/InstructDatasets/ted_talks-es_en.jsonl
+    type: sharegpt
+    conversation: llama3
+    field: conversations
+    roles:
+      input:
+        - system
+        - gpt
+      output:
+        - human
+  - path: /ikerlariak/igarcia945/InstructDatasets/This-is-not-a-dataset.jsonl
+    type: sharegpt
+    conversation: llama3
+    field: conversations
+    roles:
+      input:
+        - system
+        - gpt
+      output:
+        - human
+  - path: /ikerlariak/igarcia945/InstructDatasets/wikipedia-es.jsonl
+    type: sharegpt
+    conversation: llama3
+    field: conversations
+    roles:
+      input:
+        - system
+        - gpt
+      output:
+        - human
+
+chat_template: llama3
+
+dataset_prepared_path: /ikerlariak/igarcia945/Mortadelo-Filemon/Meta-Llama-3-8B-Instruct-Spanish/dataset
+
+shuffle_merged_datasets: true
+
+val_set_size: 0.005
+
+output_dir: /ikerlariak/igarcia945/Mortadelo-Filemon/Meta-Llama-3-8B-Instruct-Spanish
+
+adapter:
+lora_model_dir:
+
+sequence_len: 8192
+sample_packing: true
+eval_sample_packing: false
+pad_to_sequence_len: false
+
+tokens:
+  - "<tool_call>"
+  - "<tool_response>"
+  - "<tools>"
+  - "</tool_call>"
+  - "</tool_response>"
+  - "</tools>"
+  - "<reserved1>"
+  - "<reserved2>"
+
+special_tokens:
+   pad_token: <|end_of_text|>
+
+neftune_noise_alpha: 5
+
+wandb_project: Mortadelo&Filemon
+wandb_entity: igarciaf
+wandb_watch:
+wandb_name: Meta-Llama-3-8B-Instruct-Spanish
+wandb_log_model: 
+
+gradient_accumulation_steps: 32
+micro_batch_size: 2
+eval_batch_size: 2
+num_epochs: 2
+optimizer: adamw_torch_fused
+lr_scheduler: cosine
+learning_rate: 0.00007
+
+
+train_on_inputs: false
+group_by_length: false
+bf16: true
+fp16: false
+tf32: false
+
+gradient_checkpointing: true
+early_stopping_patience:
+resume_from_checkpoint:
+local_rank:
+logging_steps: 1
+xformers_attention:
+flash_attention: true
+
+warmup_ratio: 0.03
+evals_per_epoch: 4
+eval_table_size:
+save_strategy: "no"
+debug:
+deepspeed: /ikerlariak/igarcia945/Mortadelo-Filemon/train_configs/deepspeed_zero3.json
+weight_decay: 0.0
+fsdp:
+fsdp_config:
+
+seed: 33
+```