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Browse files- README.md +111 -0
- config.json +61 -0
- generation_config.json +9 -0
- model-00001-of-00007.safetensors +3 -0
- model-00002-of-00007.safetensors +3 -0
- model-00003-of-00007.safetensors +3 -0
- model-00004-of-00007.safetensors +3 -0
- model-00005-of-00007.safetensors +3 -0
- model-00006-of-00007.safetensors +3 -0
- model-00007-of-00007.safetensors +3 -0
- model.safetensors.index.json +0 -0
- special_tokens_map.json +23 -0
- tokenizer.json +0 -0
- tokenizer_config.json +163 -0
README.md
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---
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library_name: transformers
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license: other
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base_model: deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct
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tags:
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- generated_from_trainer
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datasets:
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- axolotl_format_deepseek_combined_wm.json
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model-index:
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- name: models/deepseek_wm
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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[<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)
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<details><summary>See axolotl config</summary>
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axolotl version: `0.5.3.dev44+g5bef1906`
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```yaml
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base_model: deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct
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trust_remote_code: true
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plugins:
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- axolotl.integrations.liger.LigerPlugin
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liger_rope: true
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liger_rms_norm: true
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liger_glu_activation: true
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liger_layer_norm: true
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liger_fused_linear_cross_entropy: true
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datasets:
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- path: axolotl_format_deepseek_combined_wm.json
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type: input_output
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dataset_prepared_path: last_run_prepared_deepseek
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output_dir: ./models/deepseek_wm
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sequence_len: 4096
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wandb_project: agent-v0
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wandb_name: deepseek_wm
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train_on_inputs: false
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gradient_checkpointing: true
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gradient_checkpointing_kwargs:
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use_reentrant: false
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gradient_accumulation_steps: 1
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micro_batch_size: 4
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num_epochs: 3
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optimizer: adamw_torch
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learning_rate: 2e-5
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xformers_attention:
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flash_attention: true
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logging_steps: 5
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warmup_steps: 5
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saves_per_epoch: 1
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weight_decay: 0.0
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deepspeed: axolotl/deepspeed_configs/zero3_bf16_cpuoffload_all.json
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```
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</details><br>
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# models/deepseek_wm
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This model is a fine-tuned version of [deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct](https://huggingface.co/deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct) on the axolotl_format_deepseek_combined_wm.json dataset.
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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| 81 |
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|
| 82 |
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More information needed
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| 83 |
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|
| 84 |
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## Training procedure
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| 85 |
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|
| 86 |
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### Training hyperparameters
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| 87 |
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|
| 88 |
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The following hyperparameters were used during training:
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- learning_rate: 2e-05
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| 90 |
+
- train_batch_size: 4
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| 91 |
+
- eval_batch_size: 4
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| 92 |
+
- seed: 42
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| 93 |
+
- distributed_type: multi-GPU
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| 94 |
+
- num_devices: 8
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| 95 |
+
- total_train_batch_size: 32
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| 96 |
+
- total_eval_batch_size: 32
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| 97 |
+
- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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| 98 |
+
- lr_scheduler_type: cosine
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| 99 |
+
- lr_scheduler_warmup_steps: 5
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| 100 |
+
- num_epochs: 3
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| 101 |
+
|
| 102 |
+
### Training results
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| 103 |
+
|
| 104 |
+
|
| 105 |
+
|
| 106 |
+
### Framework versions
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| 107 |
+
|
| 108 |
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- Transformers 4.47.0
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| 109 |
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- Pytorch 2.5.1+cu124
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| 110 |
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- Datasets 3.1.0
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| 111 |
+
- Tokenizers 0.21.0
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config.json
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| 1 |
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{
|
| 2 |
+
"_name_or_path": "deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"DeepseekV2ForCausalLM"
|
| 5 |
+
],
|
| 6 |
+
"attention_bias": false,
|
| 7 |
+
"attention_dropout": 0.0,
|
| 8 |
+
"auto_map": {
|
| 9 |
+
"AutoConfig": "deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct--configuration_deepseek.DeepseekV2Config",
|
| 10 |
+
"AutoModel": "deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct--modeling_deepseek.DeepseekV2Model",
|
| 11 |
+
"AutoModelForCausalLM": "deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct--modeling_deepseek.DeepseekV2ForCausalLM"
|
| 12 |
+
},
|
| 13 |
+
"aux_loss_alpha": 0.001,
|
| 14 |
+
"bos_token_id": 100000,
|
| 15 |
+
"eos_token_id": 100001,
|
| 16 |
+
"ep_size": 1,
|
| 17 |
+
"first_k_dense_replace": 1,
|
| 18 |
+
"hidden_act": "silu",
|
| 19 |
+
"hidden_size": 2048,
|
| 20 |
+
"initializer_range": 0.02,
|
| 21 |
+
"intermediate_size": 10944,
|
| 22 |
+
"kv_lora_rank": 512,
|
| 23 |
+
"max_position_embeddings": 163840,
|
| 24 |
+
"model_type": "deepseek_v2",
|
| 25 |
+
"moe_intermediate_size": 1408,
|
| 26 |
+
"moe_layer_freq": 1,
|
| 27 |
+
"n_group": 1,
|
| 28 |
+
"n_routed_experts": 64,
|
| 29 |
+
"n_shared_experts": 2,
|
| 30 |
+
"norm_topk_prob": false,
|
| 31 |
+
"num_attention_heads": 16,
|
| 32 |
+
"num_experts_per_tok": 6,
|
| 33 |
+
"num_hidden_layers": 27,
|
| 34 |
+
"num_key_value_heads": 16,
|
| 35 |
+
"pretraining_tp": 1,
|
| 36 |
+
"q_lora_rank": null,
|
| 37 |
+
"qk_nope_head_dim": 128,
|
| 38 |
+
"qk_rope_head_dim": 64,
|
| 39 |
+
"rms_norm_eps": 1e-06,
|
| 40 |
+
"rope_scaling": {
|
| 41 |
+
"beta_fast": 32,
|
| 42 |
+
"beta_slow": 1,
|
| 43 |
+
"factor": 40,
|
| 44 |
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"mscale": 0.707,
|
| 45 |
+
"mscale_all_dim": 0.707,
|
| 46 |
+
"original_max_position_embeddings": 4096,
|
| 47 |
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"type": "yarn"
|
| 48 |
+
},
|
| 49 |
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"rope_theta": 10000,
|
| 50 |
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"routed_scaling_factor": 1.0,
|
| 51 |
+
"scoring_func": "softmax",
|
| 52 |
+
"seq_aux": true,
|
| 53 |
+
"tie_word_embeddings": false,
|
| 54 |
+
"topk_group": 1,
|
| 55 |
+
"topk_method": "greedy",
|
| 56 |
+
"torch_dtype": "bfloat16",
|
| 57 |
+
"transformers_version": "4.47.0",
|
| 58 |
+
"use_cache": false,
|
| 59 |
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"v_head_dim": 128,
|
| 60 |
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"vocab_size": 102400
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| 61 |
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}
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generation_config.json
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{
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"_from_model_config": true,
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"bos_token_id": 100000,
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"do_sample": true,
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"eos_token_id": 100001,
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"temperature": 0.3,
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| 7 |
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"top_p": 0.95,
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"transformers_version": "4.47.0"
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}
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model-00001-of-00007.safetensors
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version https://git-lfs.github.com/spec/v1
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model-00002-of-00007.safetensors
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model-00004-of-00007.safetensors
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model-00005-of-00007.safetensors
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model.safetensors.index.json
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special_tokens_map.json
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{
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"bos_token": {
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"content": "<|begin▁of▁sentence|>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"eos_token": {
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"content": "<|end▁of▁sentence|>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": {
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"content": "<|end▁of▁sentence|>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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}
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}
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tokenizer.json
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|
| 1 |
+
{
|
| 2 |
+
"add_bos_token": true,
|
| 3 |
+
"add_eos_token": false,
|
| 4 |
+
"add_prefix_space": null,
|
| 5 |
+
"added_tokens_decoder": {
|
| 6 |
+
"100000": {
|
| 7 |
+
"content": "<|begin▁of▁sentence|>",
|
| 8 |
+
"lstrip": false,
|
| 9 |
+
"normalized": true,
|
| 10 |
+
"rstrip": false,
|
| 11 |
+
"single_word": false,
|
| 12 |
+
"special": true
|
| 13 |
+
},
|
| 14 |
+
"100001": {
|
| 15 |
+
"content": "<|end▁of▁sentence|>",
|
| 16 |
+
"lstrip": false,
|
| 17 |
+
"normalized": true,
|
| 18 |
+
"rstrip": false,
|
| 19 |
+
"single_word": false,
|
| 20 |
+
"special": true
|
| 21 |
+
},
|
| 22 |
+
"100002": {
|
| 23 |
+
"content": "<|fim▁hole|>",
|
| 24 |
+
"lstrip": false,
|
| 25 |
+
"normalized": true,
|
| 26 |
+
"rstrip": false,
|
| 27 |
+
"single_word": false,
|
| 28 |
+
"special": false
|
| 29 |
+
},
|
| 30 |
+
"100003": {
|
| 31 |
+
"content": "<|fim▁begin|>",
|
| 32 |
+
"lstrip": false,
|
| 33 |
+
"normalized": true,
|
| 34 |
+
"rstrip": false,
|
| 35 |
+
"single_word": false,
|
| 36 |
+
"special": false
|
| 37 |
+
},
|
| 38 |
+
"100004": {
|
| 39 |
+
"content": "<|fim▁end|>",
|
| 40 |
+
"lstrip": false,
|
| 41 |
+
"normalized": true,
|
| 42 |
+
"rstrip": false,
|
| 43 |
+
"single_word": false,
|
| 44 |
+
"special": false
|
| 45 |
+
},
|
| 46 |
+
"100005": {
|
| 47 |
+
"content": "<|completion|>",
|
| 48 |
+
"lstrip": false,
|
| 49 |
+
"normalized": true,
|
| 50 |
+
"rstrip": false,
|
| 51 |
+
"single_word": false,
|
| 52 |
+
"special": false
|
| 53 |
+
},
|
| 54 |
+
"100006": {
|
| 55 |
+
"content": "<|User|>",
|
| 56 |
+
"lstrip": false,
|
| 57 |
+
"normalized": true,
|
| 58 |
+
"rstrip": false,
|
| 59 |
+
"single_word": false,
|
| 60 |
+
"special": false
|
| 61 |
+
},
|
| 62 |
+
"100007": {
|
| 63 |
+
"content": "<|Assistant|>",
|
| 64 |
+
"lstrip": false,
|
| 65 |
+
"normalized": true,
|
| 66 |
+
"rstrip": false,
|
| 67 |
+
"single_word": false,
|
| 68 |
+
"special": false
|
| 69 |
+
},
|
| 70 |
+
"100008": {
|
| 71 |
+
"content": "<|EOT|>",
|
| 72 |
+
"lstrip": false,
|
| 73 |
+
"normalized": true,
|
| 74 |
+
"rstrip": false,
|
| 75 |
+
"single_word": false,
|
| 76 |
+
"special": true
|
| 77 |
+
},
|
| 78 |
+
"100009": {
|
| 79 |
+
"content": "<|tool▁calls▁begin|>",
|
| 80 |
+
"lstrip": false,
|
| 81 |
+
"normalized": true,
|
| 82 |
+
"rstrip": false,
|
| 83 |
+
"single_word": false,
|
| 84 |
+
"special": false
|
| 85 |
+
},
|
| 86 |
+
"100010": {
|
| 87 |
+
"content": "<|tool▁calls▁end|>",
|
| 88 |
+
"lstrip": false,
|
| 89 |
+
"normalized": true,
|
| 90 |
+
"rstrip": false,
|
| 91 |
+
"single_word": false,
|
| 92 |
+
"special": false
|
| 93 |
+
},
|
| 94 |
+
"100011": {
|
| 95 |
+
"content": "<|tool▁call▁begin|>",
|
| 96 |
+
"lstrip": false,
|
| 97 |
+
"normalized": true,
|
| 98 |
+
"rstrip": false,
|
| 99 |
+
"single_word": false,
|
| 100 |
+
"special": false
|
| 101 |
+
},
|
| 102 |
+
"100012": {
|
| 103 |
+
"content": "<|tool▁call▁end|>",
|
| 104 |
+
"lstrip": false,
|
| 105 |
+
"normalized": true,
|
| 106 |
+
"rstrip": false,
|
| 107 |
+
"single_word": false,
|
| 108 |
+
"special": false
|
| 109 |
+
},
|
| 110 |
+
"100013": {
|
| 111 |
+
"content": "<|tool▁outputs▁begin|>",
|
| 112 |
+
"lstrip": false,
|
| 113 |
+
"normalized": true,
|
| 114 |
+
"rstrip": false,
|
| 115 |
+
"single_word": false,
|
| 116 |
+
"special": false
|
| 117 |
+
},
|
| 118 |
+
"100014": {
|
| 119 |
+
"content": "<|tool▁outputs▁end|>",
|
| 120 |
+
"lstrip": false,
|
| 121 |
+
"normalized": true,
|
| 122 |
+
"rstrip": false,
|
| 123 |
+
"single_word": false,
|
| 124 |
+
"special": false
|
| 125 |
+
},
|
| 126 |
+
"100015": {
|
| 127 |
+
"content": "<|tool▁output▁begin|>",
|
| 128 |
+
"lstrip": false,
|
| 129 |
+
"normalized": true,
|
| 130 |
+
"rstrip": false,
|
| 131 |
+
"single_word": false,
|
| 132 |
+
"special": false
|
| 133 |
+
},
|
| 134 |
+
"100016": {
|
| 135 |
+
"content": "<|tool▁output▁end|>",
|
| 136 |
+
"lstrip": false,
|
| 137 |
+
"normalized": true,
|
| 138 |
+
"rstrip": false,
|
| 139 |
+
"single_word": false,
|
| 140 |
+
"special": false
|
| 141 |
+
},
|
| 142 |
+
"100017": {
|
| 143 |
+
"content": "<|tool▁sep|>",
|
| 144 |
+
"lstrip": false,
|
| 145 |
+
"normalized": true,
|
| 146 |
+
"rstrip": false,
|
| 147 |
+
"single_word": false,
|
| 148 |
+
"special": false
|
| 149 |
+
}
|
| 150 |
+
},
|
| 151 |
+
"bos_token": "<|begin▁of▁sentence|>",
|
| 152 |
+
"chat_template": "{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{{ bos_token }}{% for message in messages %}{% if message['role'] == 'user' %}{{ 'User: ' + message['content'] + '\n\n' }}{% elif message['role'] == 'assistant' %}{{ 'Assistant: ' + message['content'] + eos_token }}{% elif message['role'] == 'system' %}{{ message['content'] + '\n\n' }}{% endif %}{% endfor %}{% if add_generation_prompt %}{{ 'Assistant:' }}{% endif %}",
|
| 153 |
+
"clean_up_tokenization_spaces": false,
|
| 154 |
+
"eos_token": "<|end▁of▁sentence|>",
|
| 155 |
+
"extra_special_tokens": {},
|
| 156 |
+
"legacy": true,
|
| 157 |
+
"model_max_length": 16384,
|
| 158 |
+
"pad_token": "<|end▁of▁sentence|>",
|
| 159 |
+
"sp_model_kwargs": {},
|
| 160 |
+
"tokenizer_class": "LlamaTokenizer",
|
| 161 |
+
"unk_token": null,
|
| 162 |
+
"use_default_system_prompt": false
|
| 163 |
+
}
|