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Model: prathamkode/particle-1.0 Source: Original Platform
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LICENSE
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LICENSE
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MIT License
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Copyright (c) 2026 particle-1.0 contributors
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Permission is hereby granted, free of charge, to any person obtaining a copy
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of this software and associated documentation files (the "Software"), to deal
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in the Software without restriction, including without limitation the rights
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to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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copies of the Software, and to permit persons to whom the Software is
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furnished to do so, subject to the following conditions:
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The above copyright notice and this permission notice shall be included in all
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copies or substantial portions of the Software.
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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SOFTWARE.
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README.md
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---
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license: mit
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language:
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- en
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library_name: transformers
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pipeline_tag: text-generation
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tags:
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- llama
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- from-scratch
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- smol
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datasets:
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- HuggingFaceTB/smol-smoltalk
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- HuggingFaceFW/fineweb_edu_100BT-shuffled
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---
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# particle-1.0
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~100M-parameter Llama-style chat model trained **from scratch** (random init). Not a fine-tune of Llama, SmolLM, or any Hub base.
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Weights are MIT. Training data still needs attribution (below).
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## Usage
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```python
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from transformers import AutoModelForCausalLM, AutoTokenizer
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repo = "prathamkode/particle-1.0"
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tok = AutoTokenizer.from_pretrained(repo)
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model = AutoModelForCausalLM.from_pretrained(repo)
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messages = [{"role": "user", "content": "hello"}]
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prompt = tok.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
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ids = tok(prompt, return_tensors="pt")
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out = model.generate(**ids, max_new_tokens=64, temperature=0.7)
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print(tok.decode(out[0], skip_special_tokens=False))
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```
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Chat format:
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```
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<|user|>
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hello
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<|assistant|>
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```
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## Model details
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| Architecture | Llama-style decoder (RoPE, SwiGLU, RMSNorm, tied embeddings) |
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| Parameters | ~100M (12 layers, 768 hidden, 12 heads) |
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| Context | 2048 tokens |
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| Tokenizer | Custom 32k byte-level BPE (not Llama / GPT-2 vocab) |
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| Init | Random `N(0, 0.02)` — trained from scratch |
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| Precision | BF16 training; Hub weights `bfloat16` |
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## Training
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1. **Tokenizer** trained from scratch on a FineWeb-Edu sample (~2GB text).
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2. **Pretrain** next-token prediction on [`HuggingFaceFW/fineweb_edu_100BT-shuffled`](https://huggingface.co/datasets/HuggingFaceFW/fineweb_edu_100BT-shuffled), first ~2B tokens.
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3. **SFT** on [`HuggingFaceTB/smol-smoltalk`](https://huggingface.co/datasets/HuggingFaceTB/smol-smoltalk) (first user/assistant turn + a few greeting seeds).
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SFT used that dataset as **text only**. No teacher model weights were copied.
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## Intended use
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Research / demo small chat model. Expect short replies, mistakes, and weak reasoning.
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## Limitations
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- Very small capacity
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- May hallucinate
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- English-centric FineWeb-Edu subset
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- No RLHF / preference tuning
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## License
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- **These weights:** [MIT](LICENSE)
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- **FineWeb-Edu:** ODC-By (attribute)
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- **smol-smoltalk:** follow the dataset card
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config.json
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{
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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": null,
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"eos_token_id": 0,
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"head_dim": 64,
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"hidden_act": "silu",
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"hidden_size": 768,
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"initializer_range": 0.02,
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"intermediate_size": 2048,
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"max_position_embeddings": 2048,
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"mlp_bias": false,
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"model_type": "llama",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"num_key_value_heads": 12,
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"pad_token_id": 1,
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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": true,
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"torch_dtype": "bfloat16",
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"transformers_version": "4.47.0",
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"use_cache": true,
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"vocab_size": 32000
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}
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generation_config.json
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generation_config.json
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{
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"_from_model_config": true,
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"eos_token_id": 0,
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"pad_token_id": 1,
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"transformers_version": "4.47.0"
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}
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model.safetensors
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:c9673d133bae4eee60f8a539b025338299d3dca6a886474d652d1991fac40420
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size 219071992
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special_tokens_map.json
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special_tokens_map.json
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{
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"additional_special_tokens": [
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"<|user|>",
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"<|assistant|>"
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],
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"eos_token": "<|endoftext|>",
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"pad_token": "<|padding|>",
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"unk_token": "<|unk|>"
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}
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159241
tokenizer.json
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tokenizer.json
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tokenizer_config.json
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{
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"added_tokens_decoder": {
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"0": {
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"content": "<|endoftext|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"1": {
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"content": "<|padding|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"2": {
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"content": "<|unk|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"3": {
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"content": "<|user|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"4": {
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"content": "<|assistant|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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}
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},
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"additional_special_tokens": [
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"<|user|>",
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"<|assistant|>"
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],
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"bos_token": null,
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"chat_template": "{% for message in messages %}{% if message['role'] == 'user' %}<|user|>\n{{ message['content'] }}\n{% elif message['role'] == 'assistant' %}<|assistant|>\n{{ message['content'] }}{% endif %}{% endfor %}{% if add_generation_prompt %}<|assistant|>\n{% endif %}",
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"clean_up_tokenization_spaces": false,
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"eos_token": "<|endoftext|>",
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"extra_special_tokens": {},
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"model_max_length": 2048,
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"pad_token": "<|padding|>",
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"tokenizer_class": "PreTrainedTokenizerFast",
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"unk_token": "<|unk|>"
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}
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