commit 96a8322fa004862d1f70862611afa232d461c5b9
Author: ModelHub XC <noreply@modelhub.org.cn>
Date:   Tue Jul 28 13:14:10 2026 +0800

    初始化项目，由ModelHub XC社区提供模型
    
    Model: henriqueimoveis/Echoes-1-Instruct-PT-BR
    Source: Original Platform

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diff --git a/README.md b/README.md
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+---
+license: wtfpl
+language:
+  - pt
+pipeline_tag: text-generation
+library_name: transformers
+base_model: henriqueimoveis/Echoes-1-Base
+tags:
+  - pt-br
+  - chat
+  - from-scratch
+  - forum
+  - jax
+  - tpu
+  - qwen3
+---
+
+![Echoes-1-Instruct](banner.png)
+
+# Echoes-1-Instruct
+
+> **"Eu sou Echoes, e não quero voltar pra borracharia."**
+
+Versão de chat do [Echoes-1-Base](https://huggingface.co/henriqueimoveis/Echoes-1-Base): 536M de parâmetros, **pré-treinado 100% do zero em português brasileiro** (17,2B tokens, TPU v5e-8 grátis do Kaggle) e depois afinado pra conversar com **tom de fórum BR dos anos 2000** — o corpus de pré-treino incluiu Orkut, Adrenaline e HardMOB, e o SFT foi feito pra resgatar exatamente essa alma. Ele fala de qualquer assunto; o que muda é o registro: zoeira nas casuais, seriedade relativa nas factuais.
+
+## Formato de chat
+
+Texto puro, sem tokens de controle exóticos (o chat template já vem no repo):
+
+```
+<s>Sistema: {system}
+Usuário: {pergunta}
+Assistente: {resposta}</s>
+```
+
+O tom é **condicionado ao system prompt**. Sem system, o template injeta o padrão ("usuário informal de fórum brasileiro"). Detalhe importante de inferência: não deixe espaço solto depois de "Assistente:" — o template cuida disso.
+
+## Uso
+
+```python
+import torch
+from transformers import AutoModelForCausalLM, AutoTokenizer
+
+tok = AutoTokenizer.from_pretrained("henriqueimoveis/Echoes-1-Instruct")
+model = AutoModelForCausalLM.from_pretrained("henriqueimoveis/Echoes-1-Instruct", dtype=torch.bfloat16).cuda()
+
+msgs = [{"role": "user", "content": "vale a pena assinar academia ou treino em casa mesmo?"}]
+prompt = tok.apply_chat_template(msgs, tokenize=False)
+ids = tok(prompt, return_tensors="pt").to("cuda")
+out = model.generate(**ids, max_new_tokens=200, do_sample=True, temperature=0.7, top_p=0.9,
+                     eos_token_id=tok.eos_token_id)
+print(tok.decode(out[0][ids["input_ids"].shape[1]:], skip_special_tokens=True))
+```
+
+## Amostras reais (temperature 0.7)
+
+> **Quem é você?**
+> Eu sou Echoes, e não quero voltar pra borracharia. ehauiehauieh. é assim que se começa, sem saber de onde veio.
+
+> **meu chefe é um saco, como lido com isso?**
+> faz o seguinte: entra no MSN, manda um 'oi, td bem?' e finge que tá precisando resolver um bug no sistema. se ele responder com um 'sim' seco, é porque ele não tá nem aí.
+
+## GGUF
+
+Quantizações GGUF (llama.cpp) disponíveis na pasta [`gguf/`](https://huggingface.co/henriqueimoveis/Echoes-1-Instruct/tree/main/gguf): F16, Q8_0 e Q4_K_M.
+
+## Treino
+
+- SFT full em bf16 numa RTX 4060 (8 GB): 2 épocas, LR 3e-5 cosine, 14.932 conversas de fórum BR (casual/técnico/games/etc.) incluindo 180 exemplos de identidade e 900 reações a interjeições ("kkkk", "bruh", "ata", "vlw"...), com loss apenas nos turnos do assistente.
+- DPO anti-vazamento de thread: 1.750 pares (resposta que termina vs. resposta que continua a thread sozinha), β=0.3, 2 épocas. O modelo para de "sonhar" turnos de Usuário/Assistente sem precisar de stop strings.
+- Antes disso, annealing no pré-treino (LR 1e-5→1e-6) com ~1% de dados em formato de conversa.
+
+## Limitações
+
+- 536M com 17B tokens: **alucina fatos com convicção de usuário de fórum**. É personagem, não enciclopédia.
+- Só português. Em inglês ele finge que o modem caiu.
+- O tom informal é o padrão; para respostas sóbrias, use um system prompt sério.
diff --git a/banner.png b/banner.png
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Binary files /dev/null and b/banner.png differ
diff --git a/chat_template.jinja b/chat_template.jinja
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--- /dev/null
+++ b/chat_template.jinja
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+{% if messages[0]['role'] == 'system' and messages[0]['content'] | trim %}<s>Sistema: {{ messages[0]['content'] | trim }}
+{% else %}<s>Sistema: Você responde como usuário informal de fórum brasileiro. Use humor e gírias com naturalidade, sem forçar bordões em toda resposta.
+{% endif %}{% for message in messages %}{% if message['role'] == 'user' %}Usuário: {{ message['content'] }}
+Assistente:{% elif message['role'] == 'assistant' %}{{ ' ' + message['content'] }}</s>
+{% endif %}{% endfor %}
\ No newline at end of file
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+    "Qwen3ForCausalLM"
+  ],
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+  "transformers_version": "5.14.1",
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+  "vocab_size": 32000
+}
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+      ],
+      [
+        "ĠDoc",
+        "e"
+      ],
+      [
+        "Ġdefens",
+        "iva"
+      ],
+      [
+        "Ġora",
+        "dor"
+      ],
+      [
+        "Ġproblem",
+        "ático"
+      ],
+      [
+        "ĠGeneral",
+        "s"
+      ],
+      [
+        "Ġquart",
+        "eirão"
+      ],
+      [
+        "Ġbru",
+        "tais"
+      ],
+      [
+        "ĠSing",
+        "le"
+      ],
+      [
+        "Ġmuçulm",
+        "ano"
+      ],
+      [
+        "Ġinfeliz",
+        "es"
+      ],
+      [
+        "brasil",
+        "eiros"
+      ],
+      [
+        "Ġinqu",
+        "érito"
+      ],
+      [
+        "Ġzo",
+        "om"
+      ],
+      [
+        "Ġgener",
+        "oso"
+      ],
+      [
+        "Ġfom",
+        "ento"
+      ],
+      [
+        "NV",
+        "IDIA"
+      ],
+      [
+        "Ġresil",
+        "ientes"
+      ],
+      [
+        "Ġalter",
+        "ou"
+      ],
+      [
+        "Ġhob",
+        "b"
+      ],
+      [
+        "ĠESP",
+        "EC"
+      ],
+      [
+        "Ġhidra",
+        "tação"
+      ],
+      [
+        "ĠVeg",
+        "eta"
+      ],
+      [
+        "Ġapóst",
+        "olo"
+      ],
+      [
+        "IZA",
+        "ÃĩÃĥO"
+      ],
+      [
+        "industria",
+        "l"
+      ],
+      [
+        "Ġvé",
+        "io"
+      ],
+      [
+        "8",
+        "10"
+      ],
+      [
+        "C",
+        "idade"
+      ],
+      [
+        "C",
+        "HA"
+      ],
+      [
+        "H",
+        "igh"
+      ],
+      [
+        "O",
+        "c"
+      ],
+      [
+        "S",
+        "érie"
+      ],
+      [
+        "v",
+        "ira"
+      ],
+      [
+        "Ð",
+        "´"
+      ],
+      [
+        "Ġe",
+        "heheh"
+      ],
+      [
+        "Ġa",
+        "ur"
+      ],
+      [
+        "as",
+        "co"
+      ],
+      [
+        "Ġs",
+        "elos"
+      ],
+      [
+        "Ġm",
+        "ó"
+      ],
+      [
+        "ad",
+        "ar"
+      ],
+      [
+        "Ġco",
+        "itado"
+      ],
+      [
+        "Ġn",
+        "al"
+      ],
+      [
+        "Ġf",
+        "ais"
+      ],
+      [
+        "Ġqu",
+        "ai"
+      ],
+      [
+        "it",
+        "áveis"
+      ],
+      [
+        "Ġv",
+        "eias"
+      ],
+      [
+        "st",
+        "ica"
+      ],
+      [
+        "Ġda",
+        "rem"
+      ],
+      [
+        "Ġem",
+        "ule"
+      ],
+      [
+        "Ġl",
+        "asc"
+      ],
+      [
+        "Ġl",
+        "uso"
+      ],
+      [
+        "Ġre",
+        "utiliz"
+      ],
+      [
+        "il",
+        "ada"
+      ],
+      [
+        "ĠC",
+        "AD"
+      ],
+      [
+        "Ġb",
+        "ad"
+      ],
+      [
+        "nc",
+        "os"
+      ],
+      [
+        "Ġg",
+        "ad"
+      ],
+      [
+        "ĠS",
+        "ites"
+      ],
+      [
+        "Ġpro",
+        "duo"
+      ],
+      [
+        "Ġcon",
+        "gressos"
+      ],
+      [
+        "Ġpor",
+        "tu"
+      ],
+      [
+        "âĢ",
+        "İ"
+      ],
+      [
+        "Ġdes",
+        "atual"
+      ],
+      [
+        "ac",
+        "ias"
+      ],
+      [
+        "ĠN",
+        "ENHUM"
+      ],
+      [
+        "ĠR",
+        "V"
+      ],
+      [
+        "ĠL",
+        "ava"
+      ],
+      [
+        "ĠL",
+        "eb"
+      ],
+      [
+        "ĠG",
+        "om"
+      ],
+      [
+        "Ġcont",
+        "ent"
+      ],
+      [
+        "ĠV",
+        "ara"
+      ],
+      [
+        "ur",
+        "ing"
+      ],
+      [
+        "ĠH",
+        "il"
+      ],
+      [
+        "ĠH",
+        "élio"
+      ],
+      [
+        "ass",
+        "os"
+      ],
+      [
+        "ô",
+        "a"
+      ],
+      [
+        "inh",
+        "ado"
+      ],
+      [
+        "ĠAl",
+        "fab"
+      ],
+      [
+        "Ġra",
+        "id"
+      ],
+      [
+        "Ġra",
+        "dia"
+      ],
+      [
+        "Ġrel",
+        "acao"
+      ],
+      [
+        "Ġconc",
+        "ha"
+      ],
+      [
+        "ĠW",
+        "imbledon"
+      ],
+      [
+        "ĠEm",
+        "an"
+      ],
+      [
+        "ĠQu",
+        "est"
+      ],
+      [
+        "Ġsim",
+        "ulador"
+      ],
+      [
+        "Ġú",
+        "tero"
+      ],
+      [
+        "lo",
+        "e"
+      ],
+      [
+        "Ġoc",
+        "ular"
+      ],
+      [
+        "Ġsub",
+        "urb"
+      ],
+      [
+        "Ġpou",
+        "r"
+      ],
+      [
+        "car",
+        "bon"
+      ],
+      [
+        "Ġcur",
+        "rent"
+      ],
+      [
+        "Ġconv",
+        "ênio"
+      ],
+      [
+        "Ġcent",
+        "er"
+      ],
+      [
+        "Ġcab",
+        "er"
+      ]
+    ]
+  }
+}
\ No newline at end of file
diff --git a/tokenizer_config.json b/tokenizer_config.json
new file mode 100644
index 0000000..fcde93d
--- /dev/null
+++ b/tokenizer_config.json
@@ -0,0 +1,12 @@
+{
+  "backend": "tokenizers",
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "</s>",
+  "is_local": true,
+  "local_files_only": false,
+  "model_max_length": 4096,
+  "pad_token": "<pad>",
+  "tokenizer_class": "TokenizersBackend",
+  "unk_token": "<unk>"
+}