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README.md

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+---
+library_name: transformers
+license: apache-2.0
+base_model: Qwen/Qwen2.5-1.5B-Instruct
+tags:
+- axolotl
+- generated_from_trainer
+datasets:
+- PJMixers-Dev/allura-org_gryphe-sonnet-3.5-charcards-names-added-qwq-all-aphrodite-Shuffled
+- PJMixers-Dev/anthracite-org_c2_logs_32k_llama3_qwen2_v1.3-qwq-all-aphrodite-Shuffled
+- PJMixers-Dev/grimulkan_aicg-logs-augmented-system-qwq-all-aphrodite-Shuffled
+- PJMixers-Dev/grimulkan_jannie-log-augmented-system-qwq-all-aphrodite-Shuffled
+- PJMixers-Dev/grimulkan_PIPPA-augmented-dedup-system-qwq-all-aphrodite-Shuffled
+- PJMixers-Dev/lemonilia_LimaRP-Only-NonSus-Simple-CustomShareGPT-qwq-all-aphrodite-Shuffled
+- PJMixers-Dev/MinervaAI_Aesir-Preview-Anon-qwq-all-aphrodite-Shuffled
+- PJMixers-Dev/NyxKrage_chub-logs-sharegpt-longest-CustomShareGPT-qwq-all-aphrodite-Shuffled
+- PJMixers-Dev/PocketDoc_Dans-Prosemaxx-Cowriter-XL-8192-shrunk-l3-qwq-all-aphrodite-Shuffled
+- PJMixers-Dev/PocketDoc_Dans-Personamaxx-Rainy-qwq-all-aphrodite-Shuffled
+model-index:
+- name: Qwen2.5-QwQ-RP-Draft-v0.2-1.5B-LoRA-WS
+  results: []
+---
+
+![image/png](https://i.imgur.com/yXmjraN.png)
+
+Note: More models will be added to this comparison.
+
+![image/png](https://i.imgur.com/cAHBQex.png)
+
+<!-- This model card has been generated automatically according to the information the Trainer had access to. You
+should probably proofread and complete it, then remove this comment. -->
+
+[<img src="https://raw.githubusercontent.com/axolotl-ai-cloud/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/>](https://github.com/axolotl-ai-cloud/axolotl)
+<details><summary>See axolotl config</summary>
+
+axolotl version: `0.8.0.dev0`
+```yaml
+mlflow_tracking_uri: http://127.0.0.1:7860
+mlflow_experiment_name: Qwen2.5-QwQ-RP-Draft-v0.2-1.5B-LoRA
+
+# Hugging Face saving config
+hub_model_id: BeaverAI/Qwen2.5-QwQ-RP-Draft-v0.2-1.5B-LoRA-WS
+hub_strategy: every_save
+
+# Model checkpointing config
+output_dir: ./Outputs/Qwen2.5-QwQ-RP-Draft-v0.2-1.5B-LoRA
+resume_from_checkpoint:
+save_steps: 10
+save_safetensors: true
+save_total_limit: 3
+save_only_model: false
+
+# Model architecture config
+base_model: Qwen/Qwen2.5-1.5B-Instruct
+model_type: AutoModelForCausalLM
+tokenizer_type: AutoTokenizer
+
+# Mixed precision training config
+bf16: true
+fp16: false
+tf32: false
+
+# Model loading config
+load_in_8bit: false
+load_in_4bit: false
+strict: false
+
+# Sequence config
+sequence_len: 8192
+min_sample_len: 256
+sample_packing: true
+eval_sample_packing: false
+pad_to_sequence_len: true
+train_on_inputs: false
+group_by_length: false
+
+# LoRA adapter config
+adapter: lora
+lora_model_dir:
+lora_r: 128
+lora_alpha: 128
+lora_dropout: 0.125
+peft_layers_to_transform:
+peft_use_dora:
+peft_use_rslora:
+peft_layer_replication:
+lora_target_modules:
+  - gate_proj
+  - down_proj
+  - up_proj
+  - q_proj
+  - v_proj
+  - k_proj
+  - o_proj
+lora_modules_to_save:
+
+# Fix uninitialized tokens (such as <|start_header_id|> on the base L3 models)
+fix_untrained_tokens:
+
+# Dataset config
+# https://github.com/xzuyn/axolotl/blob/prompt_formats/src/axolotl/prompt_strategies/customchatml-regex-last-only.py
+datasets:
+  - path: PJMixers-Dev/allura-org_gryphe-sonnet-3.5-charcards-names-added-qwq-all-aphrodite-Shuffled
+    split: train
+    type: customchatml-regex-last-only
+  - path: PJMixers-Dev/anthracite-org_c2_logs_32k_llama3_qwen2_v1.3-qwq-all-aphrodite-Shuffled
+    split: train
+    type: customchatml-regex-last-only
+  - path: PJMixers-Dev/grimulkan_aicg-logs-augmented-system-qwq-all-aphrodite-Shuffled
+    split: train
+    type: customchatml-regex-last-only
+  - path: PJMixers-Dev/grimulkan_jannie-log-augmented-system-qwq-all-aphrodite-Shuffled
+    split: train
+    type: customchatml-regex-last-only
+  - path: PJMixers-Dev/grimulkan_PIPPA-augmented-dedup-system-qwq-all-aphrodite-Shuffled
+    split: train
+    type: customchatml-regex-last-only
+  - path: PJMixers-Dev/lemonilia_LimaRP-Only-NonSus-Simple-CustomShareGPT-qwq-all-aphrodite-Shuffled
+    split: train
+    type: customchatml-regex-last-only
+  - path: PJMixers-Dev/MinervaAI_Aesir-Preview-Anon-qwq-all-aphrodite-Shuffled
+    split: train
+    type: customchatml-regex-last-only
+  - path: PJMixers-Dev/NyxKrage_chub-logs-sharegpt-longest-CustomShareGPT-qwq-all-aphrodite-Shuffled
+    split: train
+    type: customchatml-regex-last-only
+  - path: PJMixers-Dev/PocketDoc_Dans-Prosemaxx-Cowriter-XL-8192-shrunk-l3-qwq-all-aphrodite-Shuffled
+    split: train
+    type: customchatml-regex-last-only
+  - path: PJMixers-Dev/PocketDoc_Dans-Personamaxx-Rainy-qwq-all-aphrodite-Shuffled
+    split: train
+    type: customchatml-regex-last-only
+test_datasets:
+  - path: PJMixers-Dev/allura-org_gryphe-sonnet-3.5-charcards-names-added-qwq-all-aphrodite-Shuffled
+    split: test
+    type: customchatml-regex-last-only
+  - path: PJMixers-Dev/anthracite-org_c2_logs_32k_llama3_qwen2_v1.3-qwq-all-aphrodite-Shuffled
+    split: test
+    type: customchatml-regex-last-only
+  - path: PJMixers-Dev/grimulkan_aicg-logs-augmented-system-qwq-all-aphrodite-Shuffled
+    split: test
+    type: customchatml-regex-last-only
+  - path: PJMixers-Dev/grimulkan_jannie-log-augmented-system-qwq-all-aphrodite-Shuffled
+    split: test
+    type: customchatml-regex-last-only
+  - path: PJMixers-Dev/grimulkan_PIPPA-augmented-dedup-system-qwq-all-aphrodite-Shuffled
+    split: test
+    type: customchatml-regex-last-only
+  - path: PJMixers-Dev/lemonilia_LimaRP-Only-NonSus-Simple-CustomShareGPT-qwq-all-aphrodite-Shuffled
+    split: test
+    type: customchatml-regex-last-only
+  - path: PJMixers-Dev/MinervaAI_Aesir-Preview-Anon-qwq-all-aphrodite-Shuffled
+    split: test
+    type: customchatml-regex-last-only
+  - path: PJMixers-Dev/NyxKrage_chub-logs-sharegpt-longest-CustomShareGPT-qwq-all-aphrodite-Shuffled
+    split: test
+    type: customchatml-regex-last-only
+  - path: PJMixers-Dev/PocketDoc_Dans-Prosemaxx-Cowriter-XL-8192-shrunk-l3-qwq-all-aphrodite-Shuffled
+    split: test
+    type: customchatml-regex-last-only
+  - path: PJMixers-Dev/PocketDoc_Dans-Personamaxx-Rainy-qwq-all-aphrodite-Shuffled
+    split: test
+    type: customchatml-regex-last-only
+val_set_size: 0
+eval_strategy: steps
+eval_steps: 10
+dataset_prepared_path: ./00-Tokenized-Datasets/Qwen2.5-QwQ-Draft-v0.2-1.5B-customchatml-regex-last-only
+shuffle_merged_datasets: true
+dataset_processes:
+
+# Training hyperparameters
+num_epochs: 2
+gradient_accumulation_steps: 1
+micro_batch_size: 16  # x4 GPUs = 64
+eval_batch_size: 16  # x4 GPUs = 64
+warmup_steps: 0
+optimizer: came_pytorch
+optim_args:
+optim_target_modules:
+lr_scheduler: rex
+learning_rate: 2e-5
+cosine_min_lr_ratio:
+loraplus_lr_ratio:
+loraplus_lr_embedding:
+weight_decay: 0.1
+max_grad_norm: 1
+logging_steps: 1
+
+# Model optimization
+gradient_checkpointing: unsloth
+flash_attention: true
+plugins:
+  - axolotl.integrations.liger.LigerPlugin
+  - axolotl.integrations.cut_cross_entropy.CutCrossEntropyPlugin
+cut_cross_entropy: true
+liger_rope: true
+liger_rms_norm: true
+liger_layer_norm: true
+liger_glu_activation: true
+liger_cross_entropy: false
+liger_fused_linear_cross_entropy: false
+lora_mlp_kernel: false
+lora_qkv_kernel: false
+lora_o_kernel: false
+
+# DeepSpeed
+deepspeed: deepspeed_configs/zero3_bf16.json
+
+# Garbage Collection
+gc_steps: 1
+
+# Debug config
+debug: true
+seed: 42
+
+# Token config
+special_tokens:
+  eos_token: "<|endoftext|>"
+  pad_token: "<|endoftext|>"
+tokens:
+
+```
+
+</details><br>
+
+# Qwen2.5-QwQ-RP-Draft-v0.2-1.5B-LoRA-WS
+
+This model is a fine-tuned version of [Qwen/Qwen2.5-1.5B-Instruct](https://huggingface.co/Qwen/Qwen2.5-1.5B-Instruct) on the PJMixers-Dev/allura-org_gryphe-sonnet-3.5-charcards-names-added-qwq-all-aphrodite-Shuffled, the PJMixers-Dev/anthracite-org_c2_logs_32k_llama3_qwen2_v1.3-qwq-all-aphrodite-Shuffled, the PJMixers-Dev/grimulkan_aicg-logs-augmented-system-qwq-all-aphrodite-Shuffled, the PJMixers-Dev/grimulkan_jannie-log-augmented-system-qwq-all-aphrodite-Shuffled, the PJMixers-Dev/grimulkan_PIPPA-augmented-dedup-system-qwq-all-aphrodite-Shuffled, the PJMixers-Dev/lemonilia_LimaRP-Only-NonSus-Simple-CustomShareGPT-qwq-all-aphrodite-Shuffled, the PJMixers-Dev/MinervaAI_Aesir-Preview-Anon-qwq-all-aphrodite-Shuffled, the PJMixers-Dev/NyxKrage_chub-logs-sharegpt-longest-CustomShareGPT-qwq-all-aphrodite-Shuffled, the PJMixers-Dev/PocketDoc_Dans-Prosemaxx-Cowriter-XL-8192-shrunk-l3-qwq-all-aphrodite-Shuffled and the PJMixers-Dev/PocketDoc_Dans-Personamaxx-Rainy-qwq-all-aphrodite-Shuffled datasets.
+It achieves the following results on the evaluation set:
+- Loss: 1.7920
+
+## Model description
+
+More information needed
+
+## Intended uses & limitations
+
+More information needed
+
+## Training and evaluation data
+
+More information needed
+
+## Training procedure
+
+### Training hyperparameters
+
+The following hyperparameters were used during training:
+- learning_rate: 2e-05
+- train_batch_size: 16
+- eval_batch_size: 16
+- seed: 42
+- distributed_type: multi-GPU
+- num_devices: 4
+- total_train_batch_size: 64
+- total_eval_batch_size: 64
+- optimizer: Use OptimizerNames.ADAMW_HF with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
+- lr_scheduler_type: cosine
+- num_epochs: 2.0
+
+### Training results
+
+| Training Loss | Epoch  | Step | Validation Loss |
+|:-------------:|:------:|:----:|:---------------:|
+| 2.7253        | 0.0036 | 1    | 2.6463          |
+| 2.4339        | 0.0362 | 10   | 2.3864          |
+| 2.2821        | 0.0725 | 20   | 2.2571          |
+| 2.207         | 0.1087 | 30   | 2.1771          |
+| 2.1213        | 0.1449 | 40   | 2.1225          |
+| 2.0926        | 0.1812 | 50   | 2.0870          |
+| 2.0274        | 0.2174 | 60   | 2.0585          |
+| 2.0292        | 0.2536 | 70   | 2.0338          |
+| 2.0057        | 0.2899 | 80   | 2.0148          |
+| 1.9841        | 0.3261 | 90   | 1.9975          |
+| 1.9639        | 0.3623 | 100  | 1.9812          |
+| 1.9303        | 0.3986 | 110  | 1.9688          |
+| 1.9527        | 0.4348 | 120  | 1.9569          |
+| 1.9389        | 0.4710 | 130  | 1.9459          |
+| 1.9008        | 0.5072 | 140  | 1.9352          |
+| 1.8996        | 0.5435 | 150  | 1.9259          |
+| 1.8849        | 0.5797 | 160  | 1.9171          |
+| 1.8793        | 0.6159 | 170  | 1.9105          |
+| 1.8748        | 0.6522 | 180  | 1.9019          |
+| 1.8697        | 0.6884 | 190  | 1.8959          |
+| 1.8777        | 0.7246 | 200  | 1.8892          |
+| 1.8731        | 0.7609 | 210  | 1.8833          |
+| 1.8358        | 0.7971 | 220  | 1.8772          |
+| 1.8483        | 0.8333 | 230  | 1.8729          |
+| 1.8567        | 0.8696 | 240  | 1.8679          |
+| 1.8461        | 0.9058 | 250  | 1.8632          |
+| 1.8436        | 0.9420 | 260  | 1.8591          |
+| 1.7992        | 0.9783 | 270  | 1.8545          |
+| 1.7925        | 1.0145 | 280  | 1.8510          |
+| 1.814         | 1.0507 | 290  | 1.8461          |
+| 1.8249        | 1.0870 | 300  | 1.8431          |
+| 1.7889        | 1.1232 | 310  | 1.8391          |
+| 1.8116        | 1.1594 | 320  | 1.8367          |
+| 1.7895        | 1.1957 | 330  | 1.8339          |
+| 1.7951        | 1.2319 | 340  | 1.8300          |
+| 1.7831        | 1.2681 | 350  | 1.8272          |
+| 1.7919        | 1.3043 | 360  | 1.8250          |
+| 1.7755        | 1.3406 | 370  | 1.8224          |
+| 1.7895        | 1.3768 | 380  | 1.8209          |
+| 1.7806        | 1.4130 | 390  | 1.8184          |
+| 1.7808        | 1.4493 | 400  | 1.8156          |
+| 1.7771        | 1.4855 | 410  | 1.8136          |
+| 1.7636        | 1.5217 | 420  | 1.8118          |
+| 1.7719        | 1.5580 | 430  | 1.8098          |
+| 1.7716        | 1.5942 | 440  | 1.8074          |
+| 1.7917        | 1.6304 | 450  | 1.8056          |
+| 1.784         | 1.6667 | 460  | 1.8035          |
+| 1.7846        | 1.7029 | 470  | 1.8019          |
+| 1.7485        | 1.7391 | 480  | 1.8002          |
+| 1.7381        | 1.7754 | 490  | 1.7987          |
+| 1.764         | 1.8116 | 500  | 1.7972          |
+| 1.744         | 1.8478 | 510  | 1.7964          |
+| 1.7673        | 1.8841 | 520  | 1.7948          |
+| 1.7926        | 1.9203 | 530  | 1.7935          |
+| 1.7843        | 1.9565 | 540  | 1.7926          |
+| 1.7689        | 1.9928 | 550  | 1.7920          |
+
+
+### Framework versions
+
+- PEFT 0.14.0
+- Transformers 4.49.0
+- Pytorch 2.6.0+cu124
+- Datasets 3.2.0
+- Tokenizers 0.21.1

added_tokens.json

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+}

config.json

@@ -0,0 +1,40 @@
+{
+    "_name_or_path": "Qwen/Qwen2.5-1.5B-Instruct",
+    "architectures": [
+        "Qwen2ForCausalLM"
+    ],
+    "attention_dropout": 0.0,
+    "bos_token_id": 151643,
+    "eos_token_id": 151645,
+    "hidden_act": "silu",
+    "hidden_size": 1536,
+    "initializer_range": 0.02,
+    "intermediate_size": 8960,
+    "max_position_embeddings": 32768,
+    "max_window_layers": 21,
+    "model_type": "qwen2",
+    "num_attention_heads": 12,
+    "num_hidden_layers": 28,
+    "num_key_value_heads": 2,
+    "rms_norm_eps": 1e-06,
+    "rope_scaling": null,
+    "rope_theta": 1000000.0,
+    "sliding_window": 32768,
+    "tie_word_embeddings": true,
+    "torch_dtype": "bfloat16",
+    "transformers_version": "4.50.0.dev0",
+    "use_cache": true,
+    "use_sliding_window": false,
+    "vocab_size": 151936,
+    "quantization_config": {
+        "quant_method": "exl2",
+        "version": "0.2.8",
+        "bits": 4.0,
+        "head_bits": 8,
+        "calibration": {
+            "rows": 115,
+            "length": 2048,
+            "dataset": "(default)"
+        }
+    }
+}

generation_config.json

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+  "do_sample": true,
+  "eos_token_id": [
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+  "pad_token_id": 151643,
+  "repetition_penalty": 1.1,
+  "temperature": 0.7,
+  "top_k": 20,
+  "top_p": 0.8,
+  "transformers_version": "4.50.0.dev0"
+}

output.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:ebfa9be4c1920b8fb5959318d9aff90aaf5aaff9d71556e436823c22e03e50b4
+size 1356437582

special_tokens_map.json

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+    "<|im_end|>",
+    "<|object_ref_start|>",
+    "<|object_ref_end|>",
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+    "<|quad_start|>",
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+    "<|vision_start|>",
+    "<|vision_end|>",
+    "<|vision_pad|>",
+    "<|image_pad|>",
+    "<|video_pad|>"
+  ],
+  "eos_token": {
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+    "lstrip": false,
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+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

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+    },
+    "151655": {
+      "content": "<|image_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151656": {
+      "content": "<|video_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151657": {
+      "content": "<tool_call>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151658": {
+      "content": "</tool_call>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151659": {
+      "content": "<|fim_prefix|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151660": {
+      "content": "<|fim_middle|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151661": {
+      "content": "<|fim_suffix|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151662": {
+      "content": "<|fim_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151663": {
+      "content": "<|repo_name|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151664": {
+      "content": "<|file_sep|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    }
+  },
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>",
+    "<|object_ref_start|>",
+    "<|object_ref_end|>",
+    "<|box_start|>",
+    "<|box_end|>",
+    "<|quad_start|>",
+    "<|quad_end|>",
+    "<|vision_start|>",
+    "<|vision_end|>",
+    "<|vision_pad|>",
+    "<|image_pad|>",
+    "<|video_pad|>"
+  ],
+  "bos_token": null,
+  "chat_template": "{%- if tools %}\n    {{- '<|im_start|>system\\n' }}\n    {%- if messages[0]['role'] == 'system' %}\n        {{- messages[0]['content'] }}\n    {%- else %}\n        {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }}\n    {%- endif %}\n    {{- \"\\n\\n# Tools\\n\\nYou may call one or more functions to assist with the user query.\\n\\nYou are provided with function signatures within <tools></tools> XML tags:\\n<tools>\" }}\n    {%- for tool in tools %}\n        {{- \"\\n\" }}\n        {{- tool | tojson }}\n    {%- endfor %}\n    {{- \"\\n</tools>\\n\\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\\n<tool_call>\\n{\\\"name\\\": <function-name>, \\\"arguments\\\": <args-json-object>}\\n</tool_call><|im_end|>\\n\" }}\n{%- else %}\n    {%- if messages[0]['role'] == 'system' %}\n        {{- '<|im_start|>system\\n' + messages[0]['content'] + '<|im_end|>\\n' }}\n    {%- else %}\n        {{- '<|im_start|>system\\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\\n' }}\n    {%- endif %}\n{%- endif %}\n{%- for message in messages %}\n    {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) or (message.role == \"assistant\" and not message.tool_calls) %}\n        {{- '<|im_start|>' + message.role + '\\n' + message.content + '<|im_end|>' + '\\n' }}\n    {%- elif message.role == \"assistant\" %}\n        {{- '<|im_start|>' + message.role }}\n        {%- if message.content %}\n            {{- '\\n' + message.content }}\n        {%- endif %}\n        {%- for tool_call in message.tool_calls %}\n            {%- if tool_call.function is defined %}\n                {%- set tool_call = tool_call.function %}\n            {%- endif %}\n            {{- '\\n<tool_call>\\n{\"name\": \"' }}\n            {{- tool_call.name }}\n            {{- '\", \"arguments\": ' }}\n            {{- tool_call.arguments | tojson }}\n            {{- '}\\n</tool_call>' }}\n        {%- endfor %}\n        {{- '<|im_end|>\\n' }}\n    {%- elif message.role == \"tool\" %}\n        {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != \"tool\") %}\n            {{- '<|im_start|>user' }}\n        {%- endif %}\n        {{- '\\n<tool_response>\\n' }}\n        {{- message.content }}\n        {{- '\\n</tool_response>' }}\n        {%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}\n            {{- '<|im_end|>\\n' }}\n        {%- endif %}\n    {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n    {{- '<|im_start|>assistant\\n' }}\n{%- endif %}\n",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "errors": "replace",
+  "model_max_length": 131072,
+  "pad_token": "<|endoftext|>",
+  "split_special_tokens": false,
+  "tokenizer_class": "Qwen2Tokenizer",
+  "unk_token": null
+}