初始化项目，由ModelHub XC社区提供模型

Model: CromIA/MicroLM2-1M
Source: Original Platform

.gitattributes

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README.md

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+---
+license: apache-2.0
+datasets:
+- HuggingFaceFW/fineweb-2
+- HuggingFaceFW/fineweb
+- HuggingFaceFW/fineweb-edu
+- wikimedia/wikipedia
+language:
+- pt
+- en
+pipeline_tag: text-generation
+tags:
+- microlm2
+- cromia
+- crom
+- llms
+- smol-llms
+---
+# MicroLM2-1M
+
+MicroLM2-1M é um modelo de linguagem ultrapequeno (~1M parâmetros) treinado do zero com foco em inglês e português.
+
+## Detalhes
+
+- Arquitetura estilo LLaMA
+- ~1 milhão de parâmetros
+- Contexto de 1024 tokens
+- Vocabulário de 2048 tokens
+- Tokenizer BPE + Metaspace
+
+## Dataset
+
+Treinado em aproximadamente **4.5 bilhões de tokens** usando:
+
+- Wikipedia EN
+- Wikipedia PT
+- FineWeb
+- FineWeb-Edu
+- FineWeb2 PT (`por_Latn`)
+
+## Treino
+
+- Treinado do zero
+- FlashAttention 2
+- bfloat16
+- PyTorch + Transformers
+
+## Benchmarks
+
+O resultado do MicroLM2-1M no BLiMP foi: 0.5422  
+
+## Uso
+
+```python
+from transformers import AutoTokenizer, LlamaForCausalLM
+
+tokenizer = AutoTokenizer.from_pretrained(
+    "CromIA/MicroLM2-1M"
+)
+
+model = LlamaForCausalLM.from_pretrained(
+    "CromIA/MicroLM2-1M"
+)
+```
+
+## Observações
+
+Projeto experimental voltado para:
+
+* pesquisa
+* tiny language models
+* eficiência
+* experimentos com tokenizers

config.json

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+{
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "dtype": "bfloat16",
+  "eos_token_id": 2,
+  "head_dim": 32,
+  "hidden_act": "silu",
+  "hidden_size": 128,
+  "initializer_range": 0.02,
+  "intermediate_size": 384,
+  "max_position_embeddings": 1024,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 4,
+  "num_hidden_layers": 6,
+  "num_key_value_heads": 2,
+  "pad_token_id": 0,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 10000.0,
+  "tie_word_embeddings": false,
+  "transformers_version": "4.57.6",
+  "use_cache": false,
+  "vocab_size": 2048
+}

generation_config.json

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+{
+  "_from_model_config": true,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "pad_token_id": 0,
+  "transformers_version": "4.57.6",
+  "use_cache": false
+}

model.safetensors

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special_tokens_map.json

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+{
+  "bos_token": {
+    "content": "<bos>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "<eos>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<pad>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

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+{
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<pad>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "<bos>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "<eos>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "3": {
+      "content": "<unk>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "4": {
+      "content": "<|system|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "5": {
+      "content": "<|user|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "6": {
+      "content": "<|assistant|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "7": {
+      "content": "<|end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "bos_token": "<bos>",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<eos>",
+  "extra_special_tokens": {},
+  "model_max_length": 1024,
+  "pad_token": "<pad>",
+  "tokenizer_class": "PreTrainedTokenizerFast",
+  "unk_token": "<unk>"
+}

training_args.bin

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