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@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+tokenizer.json filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,437 @@
+---
+library_name: transformers
+license: apache-2.0
+datasets:
+- anthracite-org/kalo-opus-instruct-22k-no-refusal
+- Nopm/Opus_WritingStruct
+- Gryphe/Sonnet3.5-SlimOrcaDedupCleaned
+- Gryphe/Sonnet3.5-Charcard-Roleplay
+- Gryphe/ChatGPT-4o-Writing-Prompts
+- Epiculous/Synthstruct-Gens-v1.1-Filtered-n-Cleaned
+- Epiculous/SynthRP-Gens-v1.1-Filtered-n-Cleaned
+- nothingiisreal/Reddit-Dirty-And-WritingPrompts
+- allura-org/Celeste-1.x-data-mixture
+- cognitivecomputations/dolphin-2.9.3
+base_model:
+- EVA-UNIT-01/EVA-Qwen2.5-32B-v0.2
+base_model_relation: quantized
+tags:
+- generated_from_trainer
+model-index:
+- name: EVA-Qwen2.5-32B-SFFT-v0.1
+  results: []
+---
+## Quantized using the default exllamav3 (0.0.2) quantization process.
+
+- Original model: https://huggingface.co/EVA-UNIT-01/EVA-Qwen2.5-32B-v0.2
+- exllamav3: https://github.com/turboderp-org/exllamav3
+---
+# EVA Qwen2.5-32B v0.2
+
+<p>
+  A RP/storywriting specialist model, full-parameter finetune of Qwen2.5-32B on mixture of synthetic and natural data.<br>
+  It uses Celeste 70B 0.1 data mixture, greatly expanding it to improve versatility, creativity and "flavor" of the resulting model.<br>
+</p>
+
+<p>Dedicated to Nev.</p>
+
+<p><b>Version notes for 0.2</b>: Basically, reprocessed the whole dataset again, due to a severe mistake in previously used pipeline, which left the data poisoned with a lot of non-unicode characters. Now, no more weird generation artifacts, and more stability. Major kudos to Cahvay for his work on fixing this critical issue.</p>
+
+<p>
+  <p>Prompt format is ChatML.</p><br>
+  <h3>Recommended sampler values:</h3>
+  <ul>
+  <li>Temperature: 1</li>
+  <li>Min-P: 0.05</li>
+  <li>Top-A: 0.2</li>
+  <li>Repetition Penalty: 1.03</li>
+  </ul>
+  
+  <h3>Recommended SillyTavern presets (via CalamitousFelicitousness):</h3>
+
+  - [Context](https://huggingface.co/EVA-UNIT-01/EVA-Yi-1.5-9B-32K-V1/blob/main/%5BChatML%5D%20Roleplay-v1.9%20Context.json)
+  - [Instruct and System Prompt](https://huggingface.co/EVA-UNIT-01/EVA-Yi-1.5-9B-32K-V1/blob/main/%5BChatML%5D%20Roleplay-v1.9%20Instruct.json)
+</p>
+
+<p>
+  <br>
+  <h3>
+    Training data:
+  </h3>
+    <ul>
+      <li>Celeste 70B 0.1 data mixture minus Opus Instruct subset. See that model's <a href=https://huggingface.co/nothingiisreal/L3.1-70B-Celeste-V0.1-BF16>card</a> for details.</li>
+      <li>Kalomaze's Opus_Instruct_25k dataset, filtered for refusals.</li>
+      <li>A subset (1k rows) of ChatGPT-4o-WritingPrompts by Gryphe</li>
+      <li>A subset (2k rows) of Sonnet3.5-Charcards-Roleplay by Gryphe</li>
+      <li>Synthstruct and SynthRP datasets by Epiculous</li>
+      <li>A subset from Dolphin-2.9.3, including filtered version of not_samantha and a small subset of systemchat.</li>
+    </ul>
+  <h3>
+     Training time and hardware:
+  </h3>
+      <ul><li>7 hours on 8xH100 SXM, provided by <a href=https://featherless.ai/>FeatherlessAI</a></li></ul><br>
+</p>
+  <p>Model was created by Kearm, Auri and Cahvay.</p>
+  <h4>Special thanks:</h4><ul>
+  <li><b>to Cahvay for his work on investigating and reprocessing the corrupted dataset, removing the single biggest source of data poisoning.</b></li>
+  <li><b>to <a href=https://featherless.ai/>FeatherlessAI</a> for generously providing 8xH100 SXM node for training of this model</b></li>
+  <li>to Gryphe, Lemmy, Kalomaze, Nopm, Epiculous and CognitiveComputations for the data</li>
+  <li>and to Allura-org for support, feedback, beta-testing and doing quality control of EVA models.</li></ul>
+
+[<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: `0.4.1`
+```yaml
+base_model: Qwen/Qwen2.5-32B
+
+load_in_8bit: false
+load_in_4bit: false
+strict: false
+
+plugins:
+  - axolotl.integrations.liger.LigerPlugin
+liger_rope: true
+liger_rms_norm: true
+liger_swiglu: true
+liger_fused_linear_cross_entropy: true
+
+# plugins:
+#   - axolotl.integrations.spectrum.SpectrumPlugin
+
+# spectrum_top_fraction: 0.5
+# # Optional if using a pre-scanned model as your base_model. Useful if using a model mirror
+# spectrum_model_name: Qwen/Qwen2.5-32B
+
+datasets:
+  - path: datasets/Celeste_Filtered_utf8fix.jsonl
+    type: sharegpt
+  - path: datasets/deduped_not_samantha_norefusals.jsonl
+    type: sharegpt
+  - path: datasets/deduped_SynthRP-Gens_processed_ShareGPT_converted_cleaned.jsonl
+    type: sharegpt
+  - path: datasets/deduped_Synthstruct-Gens_processed_sharegpt_converted_cleaned.jsonl
+    type: sharegpt
+  - path: datasets/Gryphe-4o-WP-filtered-sharegpt_utf8fix.jsonl
+    type: sharegpt
+  - path: datasets/opus-instruct-22k-no_refusals-filtered_utf8fix.jsonl
+    type: sharegpt
+  - path: datasets/Sonnet3-5-charcard-names-filtered-sharegpt_utf8fix.jsonl
+    type: sharegpt
+  - path: datasets/SystemChat_subset_filtered_sharegpt_utf8fix.jsonl
+    type: sharegpt
+
+chat_template: chatml
+shuffle_merged_datasets: true
+val_set_size: 0.001
+output_dir: ./EVA-Qwen2.5-32B-SFFT-v0.1
+
+sequence_len: 10240
+sample_packing: true
+eval_sample_packing: false
+pad_to_sequence_len: true
+
+# adapter: qlora
+# lora_model_dir:
+# lora_r: 64
+# lora_alpha: 128
+# lora_dropout: 0.05
+# lora_target_linear: true
+# peft_use_dora: true
+
+unfrozen_parameters:
+- ^lm_head.weight$
+- ^model.embed_tokens.weight$
+# mlp.down_proj layers
+- model.layers.63.mlp.down_proj
+- model.layers.49.mlp.down_proj
+- model.layers.48.mlp.down_proj
+- model.layers.45.mlp.down_proj
+- model.layers.44.mlp.down_proj
+- model.layers.47.mlp.down_proj
+- model.layers.46.mlp.down_proj
+- model.layers.43.mlp.down_proj
+- model.layers.8.mlp.down_proj
+- model.layers.11.mlp.down_proj
+- model.layers.19.mlp.down_proj
+- model.layers.35.mlp.down_proj
+- model.layers.20.mlp.down_proj
+- model.layers.52.mlp.down_proj
+- model.layers.39.mlp.down_proj
+- model.layers.62.mlp.down_proj
+- model.layers.50.mlp.down_proj
+- model.layers.29.mlp.down_proj
+- model.layers.16.mlp.down_proj
+- model.layers.28.mlp.down_proj
+- model.layers.53.mlp.down_proj
+- model.layers.30.mlp.down_proj
+- model.layers.31.mlp.down_proj
+- model.layers.32.mlp.down_proj
+- model.layers.7.mlp.down_proj
+- model.layers.36.mlp.down_proj
+- model.layers.12.mlp.down_proj
+- model.layers.18.mlp.down_proj
+- model.layers.37.mlp.down_proj
+- model.layers.38.mlp.down_proj
+- model.layers.14.mlp.down_proj
+- model.layers.13.mlp.down_proj
+# mlp.gate_proj layers
+- model.layers.43.mlp.gate_proj
+- model.layers.61.mlp.gate_proj
+- model.layers.60.mlp.gate_proj
+- model.layers.44.mlp.gate_proj
+- model.layers.62.mlp.gate_proj
+- model.layers.28.mlp.gate_proj
+- model.layers.29.mlp.gate_proj
+- model.layers.45.mlp.gate_proj
+- model.layers.37.mlp.gate_proj
+- model.layers.35.mlp.gate_proj
+- model.layers.59.mlp.gate_proj
+- model.layers.36.mlp.gate_proj
+- model.layers.30.mlp.gate_proj
+- model.layers.48.mlp.gate_proj
+- model.layers.38.mlp.gate_proj
+- model.layers.27.mlp.gate_proj
+- model.layers.31.mlp.gate_proj
+- model.layers.34.mlp.gate_proj
+- model.layers.58.mlp.gate_proj
+- model.layers.33.mlp.gate_proj
+- model.layers.39.mlp.gate_proj
+- model.layers.26.mlp.gate_proj
+- model.layers.32.mlp.gate_proj
+- model.layers.46.mlp.gate_proj
+- model.layers.42.mlp.gate_proj
+- model.layers.49.mlp.gate_proj
+- model.layers.57.mlp.gate_proj
+- model.layers.50.mlp.gate_proj
+- model.layers.47.mlp.gate_proj
+- model.layers.56.mlp.gate_proj
+- model.layers.63.mlp.gate_proj
+- model.layers.55.mlp.gate_proj
+# mlp.up_proj layers
+- model.layers.61.mlp.up_proj
+- model.layers.60.mlp.up_proj
+- model.layers.32.mlp.up_proj
+- model.layers.59.mlp.up_proj
+- model.layers.58.mlp.up_proj
+- model.layers.57.mlp.up_proj
+- model.layers.44.mlp.up_proj
+- model.layers.28.mlp.up_proj
+- model.layers.35.mlp.up_proj
+- model.layers.36.mlp.up_proj
+- model.layers.29.mlp.up_proj
+- model.layers.31.mlp.up_proj
+- model.layers.34.mlp.up_proj
+- model.layers.55.mlp.up_proj
+- model.layers.49.mlp.up_proj
+- model.layers.30.mlp.up_proj
+- model.layers.53.mlp.up_proj
+- model.layers.43.mlp.up_proj
+- model.layers.56.mlp.up_proj
+- model.layers.33.mlp.up_proj
+- model.layers.54.mlp.up_proj
+- model.layers.62.mlp.up_proj
+- model.layers.27.mlp.up_proj
+- model.layers.51.mlp.up_proj
+- model.layers.52.mlp.up_proj
+- model.layers.37.mlp.up_proj
+- model.layers.45.mlp.up_proj
+- model.layers.26.mlp.up_proj
+- model.layers.42.mlp.up_proj
+- model.layers.50.mlp.up_proj
+- model.layers.48.mlp.up_proj
+- model.layers.39.mlp.up_proj
+# self_attn.k_proj layers
+- model.layers.63.self_attn.k_proj
+- model.layers.55.self_attn.k_proj
+- model.layers.60.self_attn.k_proj
+- model.layers.7.self_attn.k_proj
+- model.layers.12.self_attn.k_proj
+- model.layers.13.self_attn.k_proj
+- model.layers.57.self_attn.k_proj
+- model.layers.29.self_attn.k_proj
+- model.layers.14.self_attn.k_proj
+- model.layers.51.self_attn.k_proj
+- model.layers.53.self_attn.k_proj
+- model.layers.54.self_attn.k_proj
+- model.layers.22.self_attn.k_proj
+- model.layers.61.self_attn.k_proj
+- model.layers.18.self_attn.k_proj
+- model.layers.30.self_attn.k_proj
+- model.layers.9.self_attn.k_proj
+- model.layers.24.self_attn.k_proj
+- model.layers.23.self_attn.k_proj
+- model.layers.25.self_attn.k_proj
+- model.layers.10.self_attn.k_proj
+- model.layers.58.self_attn.k_proj
+- model.layers.56.self_attn.k_proj
+- model.layers.15.self_attn.k_proj
+- model.layers.32.self_attn.k_proj
+- model.layers.28.self_attn.k_proj
+- model.layers.8.self_attn.k_proj
+- model.layers.59.self_attn.k_proj
+- model.layers.11.self_attn.k_proj
+- model.layers.48.self_attn.k_proj
+- model.layers.16.self_attn.k_proj
+- model.layers.50.self_attn.k_proj
+# self_attn.o_proj layers
+- model.layers.15.self_attn.o_proj
+- model.layers.23.self_attn.o_proj
+- model.layers.31.self_attn.o_proj
+- model.layers.30.self_attn.o_proj
+- model.layers.18.self_attn.o_proj
+- model.layers.24.self_attn.o_proj
+- model.layers.17.self_attn.o_proj
+- model.layers.28.self_attn.o_proj
+- model.layers.34.self_attn.o_proj
+- model.layers.33.self_attn.o_proj
+- model.layers.25.self_attn.o_proj
+- model.layers.12.self_attn.o_proj
+- model.layers.14.self_attn.o_proj
+- model.layers.29.self_attn.o_proj
+- model.layers.16.self_attn.o_proj
+- model.layers.26.self_attn.o_proj
+- model.layers.22.self_attn.o_proj
+- model.layers.27.self_attn.o_proj
+- model.layers.35.self_attn.o_proj
+- model.layers.20.self_attn.o_proj
+- model.layers.13.self_attn.o_proj
+- model.layers.36.self_attn.o_proj
+- model.layers.19.self_attn.o_proj
+- model.layers.37.self_attn.o_proj
+- model.layers.21.self_attn.o_proj
+- model.layers.11.self_attn.o_proj
+- model.layers.54.self_attn.o_proj
+- model.layers.5.self_attn.o_proj
+- model.layers.38.self_attn.o_proj
+- model.layers.6.self_attn.o_proj
+- model.layers.8.self_attn.o_proj
+- model.layers.9.self_attn.o_proj
+# self_attn.q_proj layers
+- model.layers.1.self_attn.q_proj
+- model.layers.2.self_attn.q_proj
+- model.layers.3.self_attn.q_proj
+- model.layers.45.self_attn.q_proj
+- model.layers.54.self_attn.q_proj
+- model.layers.35.self_attn.q_proj
+- model.layers.48.self_attn.q_proj
+- model.layers.61.self_attn.q_proj
+- model.layers.52.self_attn.q_proj
+- model.layers.50.self_attn.q_proj
+- model.layers.60.self_attn.q_proj
+- model.layers.56.self_attn.q_proj
+- model.layers.58.self_attn.q_proj
+- model.layers.42.self_attn.q_proj
+- model.layers.59.self_attn.q_proj
+- model.layers.44.self_attn.q_proj
+- model.layers.55.self_attn.q_proj
+- model.layers.57.self_attn.q_proj
+- model.layers.41.self_attn.q_proj
+- model.layers.36.self_attn.q_proj
+- model.layers.39.self_attn.q_proj
+- model.layers.4.self_attn.q_proj
+- model.layers.43.self_attn.q_proj
+- model.layers.34.self_attn.q_proj
+- model.layers.46.self_attn.q_proj
+- model.layers.49.self_attn.q_proj
+- model.layers.40.self_attn.q_proj
+- model.layers.25.self_attn.q_proj
+- model.layers.51.self_attn.q_proj
+- model.layers.17.self_attn.q_proj
+- model.layers.37.self_attn.q_proj
+- model.layers.53.self_attn.q_proj
+# self_attn.v_proj layers
+- model.layers.55.self_attn.v_proj
+- model.layers.31.self_attn.v_proj
+- model.layers.47.self_attn.v_proj
+- model.layers.45.self_attn.v_proj
+- model.layers.49.self_attn.v_proj
+- model.layers.48.self_attn.v_proj
+- model.layers.15.self_attn.v_proj
+- model.layers.30.self_attn.v_proj
+- model.layers.7.self_attn.v_proj
+- model.layers.44.self_attn.v_proj
+- model.layers.29.self_attn.v_proj
+- model.layers.51.self_attn.v_proj
+- model.layers.50.self_attn.v_proj
+- model.layers.14.self_attn.v_proj
+- model.layers.54.self_attn.v_proj
+- model.layers.32.self_attn.v_proj
+- model.layers.43.self_attn.v_proj
+- model.layers.10.self_attn.v_proj
+- model.layers.46.self_attn.v_proj
+- model.layers.38.self_attn.v_proj
+- model.layers.57.self_attn.v_proj
+- model.layers.22.self_attn.v_proj
+- model.layers.39.self_attn.v_proj
+- model.layers.6.self_attn.v_proj
+- model.layers.23.self_attn.v_proj
+- model.layers.58.self_attn.v_proj
+- model.layers.53.self_attn.v_proj
+- model.layers.40.self_attn.v_proj
+- model.layers.24.self_attn.v_proj
+- model.layers.9.self_attn.v_proj
+- model.layers.25.self_attn.v_proj
+- model.layers.5.self_attn.v_proj
+
+
+
+wandb_project: EVA-Qwen2.5-32B-SFFT-v0.2
+wandb_entity:
+wandb_watch:
+wandb_name: Unit-02
+wandb_log_model:
+
+gradient_accumulation_steps: 8
+micro_batch_size: 1
+num_epochs: 3
+optimizer: paged_adamw_8bit
+lr_scheduler: cosine
+learning_rate: 0.00005
+max_grad_norm: 3
+
+train_on_inputs: false
+group_by_length: false
+bf16: auto
+fp16:
+tf32: false
+
+gradient_checkpointing: "unsloth"
+# gradient_checkpointing_kwargs:
+#   use_reentrant: true
+early_stopping_patience:
+resume_from_checkpoint: 
+local_rank:
+logging_steps: 1
+xformers_attention:
+flash_attention: true
+
+warmup_steps: 20
+evals_per_epoch: 4
+saves_per_epoch: 4
+save_safetensors: true
+hub_model_id: 
+hub_strategy: 
+debug:
+deepspeed: deepspeed_configs/zero3_bf16.json
+weight_decay: 0.1
+# fsdp:
+#   - full_shard
+#   - auto_wrap
+# fsdp_config:
+#   fsdp_limit_all_gathers: true
+#   fsdp_sync_module_states: false
+#   fsdp_offload_params: true
+#   fsdp_cpu_ram_efficient_loading: true
+#   fsdp_auto_wrap_policy: TRANSFORMER_BASED_WRAP
+#   fsdp_transformer_layer_cls_to_wrap: Qwen2DecoderLayer
+#   fsdp_activation_checkpointing: true
+#   fsdp_state_dict_type: SHARDED_STATE_DICT  # Changed from FULL_STATE_DICT
+#   fsdp_sharding_strategy: FULL_SHARD
+#   fsdp_forward_prefetch: false  # Added
+#   fsdp_backward_prefetch: "BACKWARD_PRE"  # Added
+#   fsdp_backward_prefetch_limit: 1  # Added
+#   fsdp_mixed_precision: BF16  # Added
+```
+
+</details><br>

added_tokens.json

@@ -0,0 +1,24 @@
+{
+  "</tool_call>": 151658,
+  "<tool_call>": 151657,
+  "<|box_end|>": 151649,
+  "<|box_start|>": 151648,
+  "<|endoftext|>": 151643,
+  "<|file_sep|>": 151664,
+  "<|fim_middle|>": 151660,
+  "<|fim_pad|>": 151662,
+  "<|fim_prefix|>": 151659,
+  "<|fim_suffix|>": 151661,
+  "<|im_end|>": 151645,
+  "<|im_start|>": 151644,
+  "<|image_pad|>": 151655,
+  "<|object_ref_end|>": 151647,
+  "<|object_ref_start|>": 151646,
+  "<|quad_end|>": 151651,
+  "<|quad_start|>": 151650,
+  "<|repo_name|>": 151663,
+  "<|video_pad|>": 151656,
+  "<|vision_end|>": 151653,
+  "<|vision_pad|>": 151654,
+  "<|vision_start|>": 151652
+}

config.json

@@ -0,0 +1,39 @@
+{
+    "_name_or_path": "Qwen/Qwen2.5-32B",
+    "architectures": [
+        "Qwen2ForCausalLM"
+    ],
+    "attention_dropout": 0.0,
+    "eos_token_id": 151643,
+    "hidden_act": "silu",
+    "hidden_size": 5120,
+    "initializer_range": 0.02,
+    "intermediate_size": 27648,
+    "max_position_embeddings": 131072,
+    "max_window_layers": 64,
+    "model_type": "qwen2",
+    "num_attention_heads": 40,
+    "num_hidden_layers": 64,
+    "num_key_value_heads": 8,
+    "rms_norm_eps": 1e-05,
+    "rope_scaling": null,
+    "rope_theta": 1000000.0,
+    "sliding_window": null,
+    "tie_word_embeddings": false,
+    "torch_dtype": "bfloat16",
+    "transformers_version": "4.45.1",
+    "use_cache": false,
+    "use_sliding_window": false,
+    "vocab_size": 152064,
+    "quantization_config": {
+        "quant_method": "exl3",
+        "version": "0.0.2",
+        "bits": 8.0,
+        "head_bits": 8,
+        "calibration": {
+            "rows": 100,
+            "cols": 2048
+        },
+        "out_scales": "auto"
+    }
+}

generation_config.json

@@ -0,0 +1,7 @@
+{
+  "bos_token_id": 151643,
+  "do_sample": true,
+  "eos_token_id": 151643,
+  "max_new_tokens": 2048,
+  "transformers_version": "4.45.1"
+}

model-00001-of-00004.safetensors

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+size 8387562984

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model-00004-of-00004.safetensors

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special_tokens_map.json

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+{
+  "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|>"
+  ],
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+    "rstrip": false,
+    "single_word": false
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+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": false,
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+    "single_word": false
+  }
+}

tokenizer.json

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tokenizer_config.json

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+{
+  "add_bos_token": false,
+  "add_prefix_space": false,
+  "added_tokens_decoder": {
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+      "content": "<|endoftext|>",
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+      "lstrip": false,
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+      "special": false
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+      "lstrip": false,
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+      "rstrip": false,
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+      "special": false
+    },
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+      "single_word": false,
+      "special": false
+    }
+  },
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+    "<|im_start|>",
+    "<|im_end|>",
+    "<|object_ref_start|>",
+    "<|object_ref_end|>",
+    "<|box_start|>",
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+    "<|vision_start|>",
+    "<|vision_end|>",
+    "<|vision_pad|>",
+    "<|image_pad|>",
+    "<|video_pad|>"
+  ],
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+  "chat_template": "{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% for message in messages %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|endoftext|>",
+  "errors": "replace",
+  "model_max_length": 131072,
+  "pad_token": "<|endoftext|>",
+  "split_special_tokens": false,
+  "tokenizer_class": "Qwen2Tokenizer",
+  "unk_token": null
+}