From 9df6af561f26233dcf77c3c31efb4e815a276685 Mon Sep 17 00:00:00 2001
From: ModelHub XC <noreply@modelhub.org.cn>
Date: Mon, 4 May 2026 10:25:47 +0800
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Model: corre-social/Drummond-1b1-Instruct
Source: Original Platform
---
 .gitattributes                          |     35 +
 README.md                               |    111 +
 chat_template.jinja                     |      1 +
 checkpoint-1200/chat_template.jinja     |      1 +
 checkpoint-1200/config.json             |     30 +
 checkpoint-1200/generation_config.json  |     13 +
 checkpoint-1200/model.safetensors       |      3 +
 checkpoint-1200/special_tokens_map.json |     40 +
 checkpoint-1200/tokenizer.json          | 156149 +++++++++++++++++++++
 checkpoint-1200/tokenizer_config.json   |     91 +
 checkpoint-1200/trainer_state.json      |   8434 ++
 checkpoint-1200/training_args.bin       |      3 +
 checkpoint-1250/chat_template.jinja     |      1 +
 checkpoint-1250/config.json             |     30 +
 checkpoint-1250/generation_config.json  |     13 +
 checkpoint-1250/model.safetensors       |      3 +
 checkpoint-1250/special_tokens_map.json |     40 +
 checkpoint-1250/tokenizer.json          | 156149 +++++++++++++++++++++
 checkpoint-1250/tokenizer_config.json   |     91 +
 checkpoint-1250/trainer_state.json      |   8784 ++
 checkpoint-1250/training_args.bin       |      3 +
 config.json                             |     30 +
 generation_config.json                  |     13 +
 model.safetensors                       |      3 +
 special_tokens_map.json                 |     40 +
 tokenizer.json                          | 156149 +++++++++++++++++++++
 tokenizer_config.json                   |     91 +
 training_args.bin                       |      3 +
 28 files changed, 486354 insertions(+)
 create mode 100644 .gitattributes
 create mode 100644 README.md
 create mode 100644 chat_template.jinja
 create mode 100644 checkpoint-1200/chat_template.jinja
 create mode 100644 checkpoint-1200/config.json
 create mode 100644 checkpoint-1200/generation_config.json
 create mode 100644 checkpoint-1200/model.safetensors
 create mode 100644 checkpoint-1200/special_tokens_map.json
 create mode 100644 checkpoint-1200/tokenizer.json
 create mode 100644 checkpoint-1200/tokenizer_config.json
 create mode 100644 checkpoint-1200/trainer_state.json
 create mode 100644 checkpoint-1200/training_args.bin
 create mode 100644 checkpoint-1250/chat_template.jinja
 create mode 100644 checkpoint-1250/config.json
 create mode 100644 checkpoint-1250/generation_config.json
 create mode 100644 checkpoint-1250/model.safetensors
 create mode 100644 checkpoint-1250/special_tokens_map.json
 create mode 100644 checkpoint-1250/tokenizer.json
 create mode 100644 checkpoint-1250/tokenizer_config.json
 create mode 100644 checkpoint-1250/trainer_state.json
 create mode 100644 checkpoint-1250/training_args.bin
 create mode 100644 config.json
 create mode 100644 generation_config.json
 create mode 100644 model.safetensors
 create mode 100644 special_tokens_map.json
 create mode 100644 tokenizer.json
 create mode 100644 tokenizer_config.json
 create mode 100644 training_args.bin

diff --git a/.gitattributes b/.gitattributes
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diff --git a/README.md b/README.md
new file mode 100644
index 0000000..8730cf0
--- /dev/null
+++ b/README.md
@@ -0,0 +1,111 @@
+
+---
+library_name: transformers
+base_model: TucanoBR/Tucano-1b1-Instruct
+tags:
+- trl
+- sft
+- portuguese
+- pt-br
+- reasoning
+- chain-of-thought
+license: apache-2.0
+language:
+- pt
+datasets:
+- corre-social/s1_dataset_ptbr_1k_tokenized
+---
+
+# Drummond-1b1-Instruct
+
+<img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/transformers_logo_name.png" alt="Transformers" width="200"/>
+
+## Resumo do Modelo
+
+O **Drummond-1b1-Instruct** é um modelo de linguagem focado em seguir instruções e raciocínio em Português (PT-BR). Ele é um *fine-tune* do modelo [Tucano-1b1-Instruct](https://huggingface.co/TucanoBR/Tucano-1b1-Instruct), treinado especificamente para gerar cadeias de pensamento ("thinking process") antes de fornecer a resposta final.
+
+Este modelo utiliza a arquitetura herdada do Tucano e foi otimizado para tarefas que exigem raciocínio estruturado com baixo custo computacional.
+
+- **Desenvolvido por:** Corre Social
+- **Modelo Base:** TucanoBR/Tucano-1b1-Instruct
+- **Idioma:** Português (PT-BR)
+- **Tamanho do Contexto:** 2048 tokens
+- **Licença:** Apache 2.0 (Verificar modelo base)
+
+## Detalhes de Treinamento
+
+O modelo foi treinado utilizando técnicas modernas de *Supervised Fine-Tuning* (SFT) focadas em eficiência e qualidade de instrução.
+
+### Tecnologias Utilizadas
+
+O treinamento foi realizado utilizando o ecossistema Hugging Face e PyTorch:
+
+* **Biblioteca de Treino:** [TRL (Transformer Reinforcement Learning)](https://github.com/huggingface/trl) versão 0.12.0.
+* **Otimização de Memória:** `bitsandbytes` para otimizadores de 8-bit.
+* **Monitoramento:** Weights & Biases (WandB).
+* **Hardware:** Treinado em GPU com suporte a `bfloat16`.
+
+### Técnicas de Treinamento
+
+1.  **Supervised Fine-Tuning (SFT):** O modelo foi ajustado em um dataset de instruções para alinhar o comportamento de resposta.
+2.  **Completion Only Loss:** Utilizamos o `DataCollatorForCompletionOnlyLM`. Esta técnica é crucial: o modelo **não** aprende a prever a instrução do usuário, apenas a resposta e o raciocínio. Isso evita que o modelo "alucine" instruções e foca a perda (loss) apenas na geração útil.
+    * *Instruction Template:* `<instruction>`
+    * *Response Template:* `<|im_start|>think`
+3.  **Special Tokens & ChatML:** Foram adicionados tokens especiais (`<|im_start|>`, `<|im_end|>`) e o token de gatilho de pensamento `think` para estruturar o formato de *Chain of Thought*.
+4.  **Otimização de Precisão:**
+    * Uso de **BF16 (BFloat16)** para estabilidade numérica durante o treino.
+    * Otimizador **AdamW 8-bit** para reduzir o consumo de VRAM.
+    * **Gradient Checkpointing** ativado para permitir *batch sizes* maiores ou modelos maiores em GPUs limitadas.
+
+### Hiperparâmetros
+
+| Parâmetro | Valor |
+| :--- | :--- |
+| **Epochs** | 5 |
+| **Learning Rate** | 1e-5 |
+| **Batch Size (Efetivo)** | 4 (1 per device * 4 accumulation steps) |
+| **Context Window** | 2048 tokens |
+| **Optimizer** | adamw_8bit |
+| **Precision** | bf16 |
+| **LRScheduler** | Linear (com 10 warmup steps) |
+
+### Dados de Treinamento
+
+* **Dataset:** `corre-social/s1_dataset_ptbr_1k_tokenized`
+* **Tamanho:** ~1.000 exemplos de alta qualidade.
+* **Foco:** O dataset contém exemplos estruturados para estimular o modelo a "pensar" (`think`) antes de responder.
+
+## Como Usar
+
+Para utilizar o modelo, é recomendável usar a formatação de prompt correta para ativar o modo de raciocínio:
+
+```python
+import torch
+from transformers import AutoModelForCausalLM, AutoTokenizer
+
+model_id = "corre-social/Drummond-1b1-Instruct"
+
+tokenizer = AutoTokenizer.from_pretrained(model_id)
+model = AutoModelForCausalLM.from_pretrained(
+    model_id,
+    torch_dtype=torch.bfloat16,
+    device_map="auto"
+)
+
+# Template específico usado no treino
+prompt = """<instruction>Explique como funciona a gravidade de forma simples.</instruction>
+<|im_start|>think"""
+
+inputs = tokenizer(prompt, return_tensors="pt").to(model.device)
+
+outputs = model.generate(
+    **inputs,
+    max_new_tokens=512,
+    do_sample=True,
+    temperature=0.7,
+    top_p=0.9,
+    eos_token_id=tokenizer.eos_token_id
+)
+
+response = tokenizer.decode(outputs[0], skip_special_tokens=True)
+print(response)
\ No newline at end of file
diff --git a/chat_template.jinja b/chat_template.jinja
new file mode 100644
index 0000000..855c18e
--- /dev/null
+++ b/chat_template.jinja
@@ -0,0 +1 @@
+{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if message['role'] == 'user' %}{{ '<instruction>' + message['content'].strip() + '</instruction>'}}{% elif message['role'] == 'assistant' %}{{ message['content'].strip() + eos_token}}{% else %}{{ raise_exception('Only user and assistant roles are supported!') }}{% endif %}{% endfor %}
\ No newline at end of file
diff --git a/checkpoint-1200/chat_template.jinja b/checkpoint-1200/chat_template.jinja
new file mode 100644
index 0000000..855c18e
--- /dev/null
+++ b/checkpoint-1200/chat_template.jinja
@@ -0,0 +1 @@
+{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if message['role'] == 'user' %}{{ '<instruction>' + message['content'].strip() + '</instruction>'}}{% elif message['role'] == 'assistant' %}{{ message['content'].strip() + eos_token}}{% else %}{{ raise_exception('Only user and assistant roles are supported!') }}{% endif %}{% endfor %}
\ No newline at end of file
diff --git a/checkpoint-1200/config.json b/checkpoint-1200/config.json
new file mode 100644
index 0000000..fca3561
--- /dev/null
+++ b/checkpoint-1200/config.json
@@ -0,0 +1,30 @@
+{
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "dtype": "float32",
+  "eos_token_id": 2,
+  "head_dim": 64,
+  "hidden_act": "silu",
+  "hidden_size": 2048,
+  "initializer_range": 0.02,
+  "intermediate_size": 5632,
+  "max_position_embeddings": 2048,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 22,
+  "num_key_value_heads": 4,
+  "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": "4.57.1",
+  "use_cache": false,
+  "vocab_size": 32004
+}
diff --git a/checkpoint-1200/generation_config.json b/checkpoint-1200/generation_config.json
new file mode 100644
index 0000000..005f9b2
--- /dev/null
+++ b/checkpoint-1200/generation_config.json
@@ -0,0 +1,13 @@
+{
+  "bos_token_id": 1,
+  "do_sample": true,
+  "eos_token_id": [
+    2
+  ],
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+  "renormalize_logits": true,
+  "repetition_penalty": 1.2,
+  "temperature": 0.1,
+  "transformers_version": "4.57.1"
+}
diff --git a/checkpoint-1200/model.safetensors b/checkpoint-1200/model.safetensors
new file mode 100644
index 0000000..cec0a3d
--- /dev/null
+++ b/checkpoint-1200/model.safetensors
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+size 4400282072
diff --git a/checkpoint-1200/special_tokens_map.json b/checkpoint-1200/special_tokens_map.json
new file mode 100644
index 0000000..08ed5fb
--- /dev/null
+++ b/checkpoint-1200/special_tokens_map.json
@@ -0,0 +1,40 @@
+{
+  "additional_special_tokens": [
+    {
+      "content": "<|im_start|>",
+      "lstrip": false,
+      "normalized": false,
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+  "bos_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
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+  "eos_token": {
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+    "lstrip": false,
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+  },
+  "pad_token": "</stop>",
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}
diff --git a/checkpoint-1200/tokenizer.json b/checkpoint-1200/tokenizer.json
new file mode 100644
index 0000000..0d42821
--- /dev/null
+++ b/checkpoint-1200/tokenizer.json
@@ -0,0 +1,156149 @@
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new file mode 100644
index 0000000..223d994
--- /dev/null
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new file mode 100644
index 0000000..eb5e9c9
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+oid sha256:6a25e6e63e554236463541ca8e1a87175eaa07d06a0381977b13d4275a55cf89
+size 6097
diff --git a/checkpoint-1250/chat_template.jinja b/checkpoint-1250/chat_template.jinja
new file mode 100644
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--- /dev/null
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+{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if message['role'] == 'user' %}{{ '<instruction>' + message['content'].strip() + '</instruction>'}}{% elif message['role'] == 'assistant' %}{{ message['content'].strip() + eos_token}}{% else %}{{ raise_exception('Only user and assistant roles are supported!') }}{% endif %}{% endfor %}
\ No newline at end of file
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+      [
+        "ista",
+        ":"
+      ]
+    ]
+  }
+}
\ No newline at end of file
diff --git a/tokenizer_config.json b/tokenizer_config.json
new file mode 100644
index 0000000..223d994
--- /dev/null
+++ b/tokenizer_config.json
@@ -0,0 +1,91 @@
+{
+  "add_bos_token": false,
+  "add_eos_token": false,
+  "add_prefix_space": null,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<unk>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
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+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
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+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
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+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
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+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
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+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32002": {
+      "content": "<|im_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32003": {
+      "content": "<|im_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>"
+  ],
+  "bos_token": "<s>",
+  "bos_token_id": 1,
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "</s>",
+  "eos_token_id": 2,
+  "extra_special_tokens": {},
+  "legacy": false,
+  "model_max_length": 2048,
+  "pad_token": "</stop>",
+  "pad_token_id": 0,
+  "padding_side": "right",
+  "sp_model_kwargs": {},
+  "tokenizer_class": "LlamaTokenizerFast",
+  "unk_token": "<unk>",
+  "unk_token_id": 0,
+  "use_default_system_prompt": false
+}
diff --git a/training_args.bin b/training_args.bin
new file mode 100644
index 0000000..eb5e9c9
--- /dev/null
+++ b/training_args.bin
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+version https://git-lfs.github.com/spec/v1
+oid sha256:6a25e6e63e554236463541ca8e1a87175eaa07d06a0381977b13d4275a55cf89
+size 6097