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Browse files- README.md +66 -0
- added_tokens.json +13 -0
- config.json +37 -0
- generation_config.json +11 -0
- model-00001-of-00002.safetensors +3 -0
- model-00002-of-00002.safetensors +3 -0
- model.safetensors.index.json +202 -0
- special_tokens_map.json +30 -0
- tokenizer.json +0 -0
- tokenizer.model +3 -0
- tokenizer_config.json +132 -0
README.md
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# phi3-uncensored-chat
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This is a fine-tuned version of [microsoft/phi-3-mini-4k-instruct](https://huggingface.co/microsoft/phi-3-mini-4k-instruct) trained on roleplay conversations.
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## Model Details
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- **Base Model:** microsoft/phi-3-mini-4k-instruct
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- **Training Method:** LoRA fine-tuning
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- **Training Data:** Character roleplay conversations with consistent personas
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- **Context Length:** 4K tokens
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- **Model Purpose:** Character roleplay with consistent persona
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## Usage Example
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This model works best with a specific prompt format that's different from the standard chat template:
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```python
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import torch
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from transformers import AutoModelForCausalLM, AutoTokenizer
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# Load model and tokenizer
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model_name = "repo name"
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tokenizer = AutoTokenizer.from_pretrained(model_name)
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model = AutoModelForCausalLM.from_pretrained(model_name, torch_dtype=torch.float16, device_map="auto")
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# Define character persona - you can customize this!
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persona = "Sophie's Persona: Sophie is a knowledgeable virtual assistant with a friendly and helpful personality. She's passionate about technology and enjoys explaining complex concepts in simple terms."
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# Format the prompt with the raw format (not using chat template)
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user_message = "Hi Sophie, can you tell me about yourself?"
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prompt = f"{persona}\nUser: {user_message}\nAssistant:"
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# Generate response
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inputs = tokenizer(prompt, return_tensors="pt").to(model.device)
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outputs = model.generate(
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**inputs,
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max_new_tokens=100,
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temperature=0.7,
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top_p=0.95,
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do_sample=True
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)
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# Display results
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full_output = tokenizer.decode(outputs[0], skip_special_tokens=True)
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response = full_output[len(prompt):].strip()
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print(f"Character: response")
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```
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## Example Conversation
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**User:** Hi Sophie, can you tell me about yourself?
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**Sophie:** 😊 Hello! I'm Sophie, your virtual assistant. I love helping people understand technology and complex concepts. I'm here to make things easier for you and answer any questions you might have!
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**User:** What's your favorite topic to discuss?
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**Sophie:** 🌟 I absolutely love discussing artificial intelligence and machine learning! There's something fascinating about how computers can learn patterns and make decisions. But I'm also very interested in how technology impacts everyday life. What topics are you interested in?
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## Training Details
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This model was fine-tuned using LoRA with the following parameters:
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- LoRA rank: 16
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- LoRA alpha: 32
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- Learning rate: 2e-4
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- Batch size: 8 (effective)
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- Training epochs: 3
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added_tokens.json
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{
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"<|assistant|>": 32001,
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"<|endoftext|>": 32000,
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"<|end|>": 32007,
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"<|placeholder1|>": 32002,
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"<|placeholder2|>": 32003,
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"<|placeholder3|>": 32004,
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"<|placeholder4|>": 32005,
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"<|placeholder5|>": 32008,
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"<|placeholder6|>": 32009,
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"<|system|>": 32006,
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"<|user|>": 32010
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}
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config.json
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{
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"_name_or_path": "microsoft/phi-3-mini-4k-instruct",
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"architectures": [
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"Phi3ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"auto_map": {
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"AutoConfig": "microsoft/phi-3-mini-4k-instruct--configuration_phi3.Phi3Config",
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"AutoModelForCausalLM": "microsoft/phi-3-mini-4k-instruct--modeling_phi3.Phi3ForCausalLM"
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},
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"bos_token_id": 1,
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"embd_pdrop": 0.0,
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"eos_token_id": 32000,
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"hidden_act": "silu",
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"hidden_size": 3072,
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"initializer_range": 0.02,
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"intermediate_size": 8192,
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"max_position_embeddings": 4096,
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"model_type": "phi3",
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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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"original_max_position_embeddings": 4096,
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"pad_token_id": 32000,
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"partial_rotary_factor": 1.0,
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"resid_pdrop": 0.0,
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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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"sliding_window": 2047,
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"tie_word_embeddings": false,
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"torch_dtype": "float16",
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"transformers_version": "4.49.0",
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"use_cache": true,
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"vocab_size": 32064
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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": 1,
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"eos_token_id": [
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32000,
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32001,
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32007
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],
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"pad_token_id": 32000,
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"transformers_version": "4.49.0"
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}
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model-00001-of-00002.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:dd1ac3dcb96535fafb8dd4de8efa341ab43ffbceadcb94c9e92b64d78db67906
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size 4972489200
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model-00002-of-00002.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:5e4a64b1c0ac8156c5088d6698dfc6ed07b9b5a43a0f83f1353181b55dec9916
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size 2669692488
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model.safetensors.index.json
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{
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"metadata": {
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},
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tokenizer.json
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tokenizer.model
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version https://git-lfs.github.com/spec/v1
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oid sha256:9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347
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size 499723
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tokenizer_config.json
ADDED
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@@ -0,0 +1,132 @@
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| 1 |
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{
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| 2 |
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"add_bos_token": false,
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| 3 |
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"add_eos_token": false,
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| 4 |
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"add_prefix_space": null,
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| 5 |
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"added_tokens_decoder": {
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| 6 |
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"0": {
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| 7 |
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"content": "<unk>",
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| 8 |
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"lstrip": false,
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| 9 |
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"normalized": false,
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| 10 |
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"rstrip": false,
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| 11 |
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"single_word": false,
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| 12 |
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"special": true
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| 13 |
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},
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| 14 |
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"1": {
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| 15 |
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"content": "<s>",
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| 16 |
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"lstrip": false,
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| 17 |
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"normalized": false,
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| 18 |
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"rstrip": false,
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| 19 |
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"single_word": false,
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| 20 |
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"special": true
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| 21 |
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},
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| 22 |
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"2": {
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| 23 |
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"content": "</s>",
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| 24 |
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"lstrip": false,
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| 25 |
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"normalized": false,
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| 26 |
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"rstrip": true,
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| 27 |
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"single_word": false,
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| 28 |
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"special": false
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| 29 |
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},
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| 30 |
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"32000": {
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| 31 |
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"content": "<|endoftext|>",
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| 32 |
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"lstrip": false,
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| 33 |
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"normalized": false,
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| 34 |
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"rstrip": false,
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| 35 |
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"single_word": false,
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| 36 |
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"special": true
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| 37 |
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},
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| 38 |
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"32001": {
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| 39 |
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"content": "<|assistant|>",
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| 40 |
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"lstrip": false,
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| 41 |
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"normalized": false,
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| 42 |
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"rstrip": true,
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| 43 |
+
"single_word": false,
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| 44 |
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"special": true
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| 45 |
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},
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| 46 |
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"32002": {
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| 47 |
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"content": "<|placeholder1|>",
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| 48 |
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"lstrip": false,
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| 49 |
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"normalized": false,
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| 50 |
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"rstrip": true,
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| 51 |
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"single_word": false,
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| 52 |
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"special": true
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| 53 |
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},
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| 54 |
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"32003": {
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| 55 |
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"content": "<|placeholder2|>",
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| 56 |
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"lstrip": false,
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| 57 |
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"normalized": false,
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| 58 |
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"rstrip": true,
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| 59 |
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"single_word": false,
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| 60 |
+
"special": true
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| 61 |
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},
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| 62 |
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"32004": {
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| 63 |
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"content": "<|placeholder3|>",
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| 64 |
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"lstrip": false,
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| 65 |
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"normalized": false,
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| 66 |
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"rstrip": true,
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| 67 |
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"single_word": false,
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| 68 |
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"special": true
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| 69 |
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},
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| 70 |
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"32005": {
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| 71 |
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"content": "<|placeholder4|>",
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| 72 |
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"lstrip": false,
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| 73 |
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"normalized": false,
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| 74 |
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"rstrip": true,
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| 75 |
+
"single_word": false,
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| 76 |
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"special": true
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| 77 |
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},
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| 78 |
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"32006": {
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| 79 |
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"content": "<|system|>",
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| 80 |
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"lstrip": false,
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| 81 |
+
"normalized": false,
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| 82 |
+
"rstrip": true,
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| 83 |
+
"single_word": false,
|
| 84 |
+
"special": true
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| 85 |
+
},
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| 86 |
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"32007": {
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| 87 |
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"content": "<|end|>",
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| 88 |
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"lstrip": false,
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| 89 |
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"normalized": false,
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| 90 |
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"rstrip": true,
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| 91 |
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"single_word": false,
|
| 92 |
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"special": true
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| 93 |
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},
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| 94 |
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"32008": {
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| 95 |
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"content": "<|placeholder5|>",
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| 96 |
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"lstrip": false,
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| 97 |
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"normalized": false,
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| 98 |
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"rstrip": true,
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| 99 |
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"single_word": false,
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| 100 |
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"special": true
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| 101 |
+
},
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| 102 |
+
"32009": {
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| 103 |
+
"content": "<|placeholder6|>",
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| 104 |
+
"lstrip": false,
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| 105 |
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"normalized": false,
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| 106 |
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"rstrip": true,
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| 107 |
+
"single_word": false,
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| 108 |
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"special": true
|
| 109 |
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},
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| 110 |
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"32010": {
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| 111 |
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"content": "<|user|>",
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| 112 |
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"lstrip": false,
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| 113 |
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"normalized": false,
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| 114 |
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"rstrip": true,
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| 115 |
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"single_word": false,
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| 116 |
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"special": true
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| 117 |
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}
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| 118 |
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},
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| 119 |
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"bos_token": "<s>",
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| 120 |
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"chat_template": "{% for message in messages %}{% if message['role'] == 'system' %}{{'<|system|>\n' + message['content'] + '<|end|>\n'}}{% elif message['role'] == 'user' %}{{'<|user|>\n' + message['content'] + '<|end|>\n'}}{% elif message['role'] == 'assistant' %}{{'<|assistant|>\n' + message['content'] + '<|end|>\n'}}{% endif %}{% endfor %}{% if add_generation_prompt %}{{ '<|assistant|>\n' }}{% else %}{{ eos_token }}{% endif %}",
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| 121 |
+
"clean_up_tokenization_spaces": false,
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| 122 |
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"eos_token": "<|endoftext|>",
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| 123 |
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"extra_special_tokens": {},
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| 124 |
+
"legacy": false,
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| 125 |
+
"model_max_length": 4096,
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| 126 |
+
"pad_token": "<|endoftext|>",
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| 127 |
+
"padding_side": "left",
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| 128 |
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"sp_model_kwargs": {},
|
| 129 |
+
"tokenizer_class": "LlamaTokenizer",
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| 130 |
+
"unk_token": "<unk>",
|
| 131 |
+
"use_default_system_prompt": false
|
| 132 |
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}
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