From d74dd44f1331f1d2ece2ade62070879b6c8f46de Mon Sep 17 00:00:00 2001
From: ModelHub XC <noreply@modelhub.org.cn>
Date: Mon, 15 Jun 2026 15:29:12 +0800
Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?=
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Model: Vikhrmodels/Vikhr-7B-instruct_0.2
Source: Original Platform
---
 .gitattributes                   |  53 ++++++
 README.md                        | 105 +++++++++++
 added_tokens.json                |  35 ++++
 config.json                      |  29 +++
 configuration.json               |   1 +
 generation_config.json           |   8 +
 model-00001-of-00003.safetensors |   3 +
 model-00002-of-00003.safetensors |   3 +
 model-00003-of-00003.safetensors |   3 +
 model.safetensors.index.json     | 298 ++++++++++++++++++++++++++++++
 special_tokens_map.json          |  23 +++
 tokenizer.json                   |   3 +
 tokenizer.model                  |   3 +
 tokenizer_config.json            | 305 +++++++++++++++++++++++++++++++
 14 files changed, 872 insertions(+)
 create mode 100644 .gitattributes
 create mode 100644 README.md
 create mode 100644 added_tokens.json
 create mode 100644 config.json
 create mode 100644 configuration.json
 create mode 100644 generation_config.json
 create mode 100644 model-00001-of-00003.safetensors
 create mode 100644 model-00002-of-00003.safetensors
 create mode 100644 model-00003-of-00003.safetensors
 create mode 100644 model.safetensors.index.json
 create mode 100644 special_tokens_map.json
 create mode 100644 tokenizer.json
 create mode 100644 tokenizer.model
 create mode 100644 tokenizer_config.json

diff --git a/.gitattributes b/.gitattributes
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diff --git a/README.md b/README.md
new file mode 100644
index 0000000..5b2fe82
--- /dev/null
+++ b/README.md
@@ -0,0 +1,105 @@
+---
+language:
+- ru
+- en
+datasets:
+- zjkarina/Vikhr_instruct
+- dichspace/darulm
+---
+
+GGUF версия: https://huggingface.co/pirbis/Vikhr-7B-instruct_0.2-GGUF
+
+```python
+from peft import PeftModel, PeftConfig
+from transformers import AutoModelForCausalLM, AutoTokenizer, GenerationConfig
+import torch
+import os
+os.environ['HF_HOME']='.'
+MODEL_NAME = "Vikhrmodels/Vikhr-7B-instruct_0.2"
+DEFAULT_MESSAGE_TEMPLATE = "<s>{role}\n{content}</s>\n"
+DEFAULT_SYSTEM_PROMPT = "Ты — Вихрь, русскоязычный автоматический ассистент. Ты разговариваешь с людьми и помогаешь им."
+
+class Conversation:
+    def __init__(
+        self,
+        message_template=DEFAULT_MESSAGE_TEMPLATE,
+        system_prompt=DEFAULT_SYSTEM_PROMPT,
+    ):
+        self.message_template = message_template
+        self.messages = [{
+            "role": "system",
+            "content": system_prompt
+        }]
+
+    def add_user_message(self, message):
+        self.messages.append({
+            "role": "user",
+            "content": message
+        })
+
+    def get_prompt(self, tokenizer):
+        final_text = ""
+        for message in self.messages:
+            message_text = self.message_template.format(**message)
+            final_text += message_text
+        final_text += 'bot'
+        return final_text.strip()
+
+
+def generate(model, tokenizer, prompt, generation_config):
+    data = tokenizer(prompt, return_tensors="pt")
+    data = {k: v.to(model.device) for k, v in data.items()}
+    output_ids = model.generate(
+        **data,
+        generation_config=generation_config
+    )[0]
+    output_ids = output_ids[len(data["input_ids"][0]):]
+    output = tokenizer.decode(output_ids, skip_special_tokens=True)
+    return output.strip()
+
+#config = PeftConfig.from_pretrained(MODEL_NAME)
+model = AutoModelForCausalLM.from_pretrained(
+    MODEL_NAME,
+    load_in_8bit=True,
+    torch_dtype=torch.float16,
+    device_map="auto"
+)
+#model = PeftModel.from_pretrained(    model,   MODEL_NAME,   torch_dtype=torch.float16)
+model.eval()
+
+tokenizer = AutoTokenizer.from_pretrained(MODEL_NAME, use_fast=False)
+
+generation_config = GenerationConfig.from_pretrained(MODEL_NAME)
+generation_config.max_length=256
+generation_config.top_p=0.9
+generation_config.top_k=30
+generation_config.do_sample = True
+print(generation_config)
+
+inputs = ["Как тебя зовут?", "Кто такой Колмогоров?"]
+
+for inp in inputs:
+    conversation = Conversation()
+    conversation.add_user_message(inp)
+    prompt = conversation.get_prompt(tokenizer)
+
+    output = generate(model, tokenizer, prompt, generation_config)
+    print(inp)
+    print(output)
+    print('\n')
+```
+
+[wandb](https://wandb.ai/karina_romanova/vikhr/runs/up2hw5eh?workspace=user-karina_romanova)
+
+
+## Cite
+```
+@inproceedings{nikolich2024vikhr,
+  title={Vikhr: Constructing a State-of-the-art Bilingual Open-Source Instruction-Following Large Language Model for {Russian}},
+  author={Aleksandr Nikolich and Konstantin Korolev and Sergei Bratchikov and  Igor Kiselev and Artem Shelmanov },
+  booktitle = {Proceedings of the 4rd Workshop on Multilingual Representation Learning (MRL) @ EMNLP-2024}
+  year={2024},
+  publisher = {Association for Computational Linguistics},
+  url={https://arxiv.org/pdf/2405.13929}
+}
+```
\ No newline at end of file
diff --git a/added_tokens.json b/added_tokens.json
new file mode 100644
index 0000000..a99c048
--- /dev/null
+++ b/added_tokens.json
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+{
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+  "<|future_token_34|>": 60225,
+  "<|future_token_35|>": 60226,
+  "<|future_token_36|>": 60227,
+  "<|future_token_37|>": 60228,
+  "<|future_token_38|>": 60229,
+  "<|future_token_39|>": 60230,
+  "<|future_token_40|>": 60231,
+  "<|future_token_41|>": 60232,
+  "<|future_token_42|>": 60233,
+  "<|future_token_43|>": 60234,
+  "<|future_token_44|>": 60235,
+  "<|future_token_45|>": 60236,
+  "<|future_token_46|>": 60237,
+  "<|future_token_47|>": 60238,
+  "<|future_token_48|>": 60239,
+  "<|future_token_49|>": 60240,
+  "<|future_token_50|>": 60241,
+  "<|future_token_51|>": 60242,
+  "<|future_token_52|>": 60243,
+  "<|future_token_53|>": 60244,
+  "<|future_token_54|>": 60245,
+  "<|future_token_55|>": 60246,
+  "<|future_token_56|>": 60247,
+  "<|future_token_57|>": 60248,
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+  "<|future_token_59|>": 60250,
+  "<|future_token_60|>": 60251,
+  "<|future_token_61|>": 60252,
+  "<|future_token_62|>": 60253,
+  "<|future_token_63|>": 60254,
+  "<|future_token_64|>": 60255
+}
diff --git a/config.json b/config.json
new file mode 100644
index 0000000..8c00754
--- /dev/null
+++ b/config.json
@@ -0,0 +1,29 @@
+{
+  "_name_or_path": "../ba25000/",
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 11008,
+  "max_position_embeddings": 2048,
+  "model_type": "llama",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 32,
+  "pad_token_id": 0,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 10000.0,
+  "tie_word_embeddings": false,
+  "torch_dtype": "float16",
+  "transformers_version": "4.37.2",
+  "use_cache": false,
+  "vocab_size": 60256
+}
diff --git a/configuration.json b/configuration.json
new file mode 100644
index 0000000..bbeeda1
--- /dev/null
+++ b/configuration.json
@@ -0,0 +1 @@
+{"framework": "pytorch", "task": "text-generation", "allow_remote": true}
\ No newline at end of file
diff --git a/generation_config.json b/generation_config.json
new file mode 100644
index 0000000..c20e2cf
--- /dev/null
+++ b/generation_config.json
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+{
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+  "eos_token_id": 2,
+  "pad_token_id": 0,
+  "transformers_version": "4.37.2",
+  "use_cache": false
+}
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diff --git a/tokenizer_config.json b/tokenizer_config.json
new file mode 100644
index 0000000..b205df3
--- /dev/null
+++ b/tokenizer_config.json
@@ -0,0 +1,305 @@
+{
+  "add_bos_token": true,
+  "add_eos_token": false,
+  "added_tokens_decoder": {
+    "0": {
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+      "lstrip": false,
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+      "single_word": false,
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+      "single_word": false,
+      "special": true
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+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "</s>",
+  "legacy": true,
+  "model_max_length": 2048,
+  "pad_token": null,
+  "sp_model_kwargs": {},
+  "spaces_between_special_tokens": false,
+  "tokenizer_class": "LlamaTokenizer",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": true
+}