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README.md ADDED
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+ ---
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+ library_name: peft
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+ tags:
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+ - axolotl
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+ - generated_from_trainer
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+ base_model: abhinand/dr-llama-te-instruct-v0
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+ model-index:
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+ - name: dr-llama-te-instruct-v0-lora-ext
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+ results: []
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+ ---
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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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+
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+ [<img src="https://raw.githubusercontent.com/OpenAccess-AI-Collective/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/>](https://github.com/OpenAccess-AI-Collective/axolotl)
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+ <details><summary>See axolotl config</summary>
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+
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+ axolotl version: `0.3.0`
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+ ```yaml
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+ base_model: abhinand/dr-llama-te-instruct-v0
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+ model_type: AutoModelForCausalLM
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+ tokenizer_type: AutoTokenizer
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+ trust_remote_code: true
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+ is_llama_derived_model: true
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+
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+ # huggingface repo
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+ datasets:
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+ - path: abhinand/telugu_llama_instruct
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+ name: regional_sharegpt_gs8
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+ type: sharegpt.load_role
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+ conversation: chatml
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+ train_on_split: train
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+
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+ - path: abhinand/detox-dpo-te
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+ name: sharegpt_gs8
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+ type: sharegpt.load_role
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+ conversation: chatml
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+ train_on_split: train
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+
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+ load_in_4bit: false
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+ load_in_8bit: false
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+ bf16: true # require >=ampere
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+ chat_template: chatml
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+
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+ dataset_prepared_path: last_run_prepared_path
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+ hub_model_id: abhinand/dr-llama-te-instruct-v0-lora-ext
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+ group_by_length: false
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+
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+ val_set_size: 0.0
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+ sequence_len: 4096
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+ sample_packing: true
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+ pad_to_sequence_len: true
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+
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+ adapter: lora
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+ lora_model_dir:
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+ lora_r: 64
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+ lora_alpha: 128
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+ lora_target_modules:
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+ - q_proj
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+ - v_proj
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+ - k_proj
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+ - o_proj
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+ - gate_proj
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+ - down_proj
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+ - up_proj
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+ lora_modules_to_save:
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+ - embed_tokens
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+ - lm_head
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+ lora_dropout: 0.1
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+ lora_target_linear: true
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+ lora_fan_in_fan_out:
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+
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+ output_dir: /home/dev/axolotl/saved_models/telugu-instruct-extended
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+
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+ gradient_accumulation_steps: 8
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+ micro_batch_size: 4
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+ eval_batch_size: 4
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+ num_epochs: 1
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+ logging_steps: 1
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+ save_steps: 10
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+ save_total_limit: 3
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+
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+ save_safetensors: false
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+ gradient_checkpointing: true
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+
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+ lr_scheduler: cosine
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+ optimizer: "adamw_bnb_8bit"
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+ adam_beta2: 0.95
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+ adam_epsilon: 0.00001
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+ weight_decay: 0.1
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+ learning_rate: 0.0005
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+ max_grad_norm: 1.0
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+ warmup_ratio: 0.05
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+ # warmup_steps: 10
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+
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+ flash_attention: true
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+
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+ # Resume from a specific checkpoint dir
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+ resume_from_checkpoint:
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+ # If resume_from_checkpoint isn't set and you simply want it to start where it left off.
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+ # Be careful with this being turned on between different models.
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+ # auto_resume_from_checkpoints: true
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+
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+ # wandb configuration if you're using it
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+ # Make sure your `WANDB_API_KEY` environment variable is set (recommended) or you login to wandb with `wandb login`.
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+ wandb_mode: # "offline" to save run metadata locally and not sync to the server, "disabled" to turn off wandb
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+ wandb_project: "telugu-llama-sft"
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+ wandb_name:
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+ wandb_run_id:
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+
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+ special_tokens:
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+ bos_token: "<s>"
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+ eos_token: "</s>"
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+ unk_token: "<unk>"
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+ tokens: # these are delimiters
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+ - "<|im_start|>"
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+ - "<|im_end|>"
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+
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+ ```
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+
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+ </details><br>
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+
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+ # dr-llama-te-instruct-v0-lora-ext
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+
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+ This model is a fine-tuned version of [abhinand/dr-llama-te-instruct-v0](https://huggingface.co/abhinand/dr-llama-te-instruct-v0) on the None dataset.
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 0.0005
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+ - train_batch_size: 4
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+ - eval_batch_size: 4
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+ - seed: 42
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+ - gradient_accumulation_steps: 8
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+ - total_train_batch_size: 32
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+ - optimizer: Adam with betas=(0.9,0.95) and epsilon=1e-05
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+ - lr_scheduler_type: cosine
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+ - lr_scheduler_warmup_steps: 3
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+ - num_epochs: 1
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+
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+ ### Training results
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+
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+
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+
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+ ### Framework versions
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+
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+ - PEFT 0.7.0
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+ - Transformers 4.37.0.dev0
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+ - Pytorch 2.0.1+cu117
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+ - Datasets 2.16.1
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+ - Tokenizers 0.15.0
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+ }
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+ {
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+ "_name_or_path": "abhinand/dr-llama-te-instruct-v0",
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+ "architectures": [
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+ "LlamaForCausalLM"
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+ ],
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+ "attention_bias": false,
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+ "attention_dropout": 0.0,
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+ "bos_token_id": 1,
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+ "eos_token_id": 2,
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+ "hidden_act": "silu",
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+ "hidden_size": 4096,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 11008,
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+ "max_position_embeddings": 4096,
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+ "model_type": "llama",
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+ "num_attention_heads": 32,
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+ "num_hidden_layers": 32,
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+ "num_key_value_heads": 32,
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+ "pretraining_tp": 1,
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+ "rms_norm_eps": 1e-05,
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+ "rope_scaling": null,
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+ "rope_theta": 10000.0,
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+ "tie_word_embeddings": false,
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+ "torch_dtype": "bfloat16",
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+ "transformers_version": "4.37.0.dev0",
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+ "use_cache": false,
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+ "vocab_size": 48704
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+ }
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+ "add_bos_token": true,
3
+ "add_eos_token": true,
4
+ "added_tokens_decoder": {
5
+ "0": {
6
+ "content": "<unk>",
7
+ "lstrip": false,
8
+ "normalized": false,
9
+ "rstrip": false,
10
+ "single_word": false,
11
+ "special": true
12
+ },
13
+ "1": {
14
+ "content": "<s>",
15
+ "lstrip": false,
16
+ "normalized": false,
17
+ "rstrip": false,
18
+ "single_word": false,
19
+ "special": true
20
+ },
21
+ "2": {
22
+ "content": "</s>",
23
+ "lstrip": false,
24
+ "normalized": false,
25
+ "rstrip": false,
26
+ "single_word": false,
27
+ "special": true
28
+ },
29
+ "48702": {
30
+ "content": "<|im_start|>",
31
+ "lstrip": false,
32
+ "normalized": false,
33
+ "rstrip": false,
34
+ "single_word": false,
35
+ "special": false
36
+ },
37
+ "48703": {
38
+ "content": "<|im_end|>",
39
+ "lstrip": false,
40
+ "normalized": false,
41
+ "rstrip": false,
42
+ "single_word": false,
43
+ "special": false
44
+ }
45
+ },
46
+ "bos_token": "<s>",
47
+ "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 %}",
48
+ "clean_up_tokenization_spaces": false,
49
+ "eos_token": "</s>",
50
+ "legacy": true,
51
+ "model_max_length": 1000000000000000019884624838656,
52
+ "pad_token": "</s>",
53
+ "sp_model_kwargs": {},
54
+ "spaces_between_special_tokens": false,
55
+ "tokenizer_class": "LlamaTokenizer",
56
+ "unk_token": "<unk>",
57
+ "use_default_system_prompt": false,
58
+ "use_fast": true
59
+ }