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CroissantLLM-PII-filter

Text Generation
Transformers
PyTorch
TensorBoard
Safetensors
llama
Generated from Trainer
conversational
text-generation-inference
Inference Endpoints
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  1. README.md +153 -0
  2. checkpoint-3131/config.json +28 -0
  3. checkpoint-3131/generation_config.json +7 -0
  4. checkpoint-3131/model.safetensors +3 -0
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  12. pytorch_model.bin +3 -0
  13. runs/Feb20_17-35-55_ruche-gpu18.cluster/events.out.tfevents.1708446958.ruche-gpu18.cluster.31222.0 +3 -0
  14. special_tokens_map.json +24 -0
  15. tokenizer.json +0 -0
  16. tokenizer_config.json +866 -0
README.md ADDED
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+ ---
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+ license: mit
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+ base_model: croissantllm/CroissantLLMBase
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+ tags:
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+ - generated_from_trainer
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+ model-index:
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+ - name: out_pii
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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: `0.4.0`
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+ ```yaml
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+ base_model: croissantllm/CroissantLLMBase
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+ model_type: LlamaForCausalLM
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+ tokenizer_type: LlamaTokenizerFast
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+ is_llama_derived_model: true
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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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+
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+ tokens:
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+ - "<|im_start|>"
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+ - "<|im_end|>"
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+
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+ load_in_8bit: false
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+ load_in_4bit: false
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+ strict: false
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+
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+ datasets:
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+ - path: manu/pii-masking
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+ split: train
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+ type: sharegpt
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+
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+ chat_template: "chatml"
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+ default_system_message: "Rewrite the sentence to remove the PII."
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+
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+ dataset_prepared_path: last_pii
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+ val_set_size: 0.05
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+ output_dir: ./out_pii
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+
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+ sequence_len: 2048
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+ sample_packing: false
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+ pad_to_sequence_len: false
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+
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+ adapter:
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+ lora_model_dir:
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+ lora_r:
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+ lora_alpha:
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+ lora_dropout:
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+ lora_target_linear:
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+ lora_fan_in_fan_out:
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+
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+ wandb_project:
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+ wandb_entity:
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+ wandb_watch:
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+ wandb_name:
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+ wandb_log_model:
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+
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+ gradient_accumulation_steps: 1
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+ micro_batch_size: 32
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+ num_epochs: 1
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+ optimizer: adamw_bnb_8bit
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+ lr_scheduler: cosine
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+ learning_rate: 0.00003
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+
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+ train_on_inputs: false
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+ group_by_length: false
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+ bf16: auto
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+ fp16:
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+ tf32: false
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+
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+ gradient_checkpointing: true
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+ early_stopping_patience:
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+ resume_from_checkpoint:
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+ local_rank:
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+ logging_steps: 1
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+ xformers_attention:
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+ flash_attention: true
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+ flash_attn_cross_entropy: false
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+ flash_attn_rms_norm: true
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+ flash_attn_fuse_qkv: false
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+ flash_attn_fuse_mlp: true
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+
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+ warmup_steps: 100
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+ evals_per_epoch: 4
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+ eval_table_size:
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+ saves_per_epoch: 1
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+ debug:
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+ deepspeed: #deepspeed_configs/zero2.json # multi-gpu only
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+ weight_decay: 0.05
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+ fsdp:
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+ fsdp_config:
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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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+ # out_pii
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+
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+ This model is a fine-tuned version of [croissantllm/CroissantLLMBase](https://huggingface.co/croissantllm/CroissantLLMBase) on the None dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.0087
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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: 3e-05
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+ - train_batch_size: 32
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+ - eval_batch_size: 32
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+ - seed: 42
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+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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+ - lr_scheduler_type: cosine
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+ - lr_scheduler_warmup_steps: 100
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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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+ | Training Loss | Epoch | Step | Validation Loss |
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+ |:-------------:|:-----:|:----:|:---------------:|
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+ | 3.6419 | 0.0 | 1 | 3.7140 |
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+ | 0.0111 | 0.25 | 783 | 0.0143 |
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+ | 0.0121 | 0.5 | 1566 | 0.0102 |
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+ | 0.0047 | 0.75 | 2349 | 0.0087 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.37.2
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+ - Pytorch 2.1.2+cu121
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+ - Datasets 2.16.1
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+ - Tokenizers 0.15.0
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+ "special": true
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+ },
205
+ "25": {
206
+ "content": "<extra_id_21>",
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+ "lstrip": false,
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+ "normalized": false,
209
+ "rstrip": false,
210
+ "single_word": false,
211
+ "special": true
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+ },
213
+ "26": {
214
+ "content": "<extra_id_22>",
215
+ "lstrip": false,
216
+ "normalized": false,
217
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+ "single_word": false,
219
+ "special": true
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+ },
221
+ "27": {
222
+ "content": "<extra_id_23>",
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+ "lstrip": false,
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+ "normalized": false,
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+ "single_word": false,
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+ "special": true
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+ },
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+ "28": {
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+ "content": "<extra_id_24>",
231
+ "lstrip": false,
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+ "normalized": false,
233
+ "rstrip": false,
234
+ "single_word": false,
235
+ "special": true
236
+ },
237
+ "29": {
238
+ "content": "<extra_id_25>",
239
+ "lstrip": false,
240
+ "normalized": false,
241
+ "rstrip": false,
242
+ "single_word": false,
243
+ "special": true
244
+ },
245
+ "30": {
246
+ "content": "<extra_id_26>",
247
+ "lstrip": false,
248
+ "normalized": false,
249
+ "rstrip": false,
250
+ "single_word": false,
251
+ "special": true
252
+ },
253
+ "31": {
254
+ "content": "<extra_id_27>",
255
+ "lstrip": false,
256
+ "normalized": false,
257
+ "rstrip": false,
258
+ "single_word": false,
259
+ "special": true
260
+ },
261
+ "32": {
262
+ "content": "<extra_id_28>",
263
+ "lstrip": false,
264
+ "normalized": false,
265
+ "rstrip": false,
266
+ "single_word": false,
267
+ "special": true
268
+ },
269
+ "33": {
270
+ "content": "<extra_id_29>",
271
+ "lstrip": false,
272
+ "normalized": false,
273
+ "rstrip": false,
274
+ "single_word": false,
275
+ "special": true
276
+ },
277
+ "34": {
278
+ "content": "<extra_id_30>",
279
+ "lstrip": false,
280
+ "normalized": false,
281
+ "rstrip": false,
282
+ "single_word": false,
283
+ "special": true
284
+ },
285
+ "35": {
286
+ "content": "<extra_id_31>",
287
+ "lstrip": false,
288
+ "normalized": false,
289
+ "rstrip": false,
290
+ "single_word": false,
291
+ "special": true
292
+ },
293
+ "36": {
294
+ "content": "<extra_id_32>",
295
+ "lstrip": false,
296
+ "normalized": false,
297
+ "rstrip": false,
298
+ "single_word": false,
299
+ "special": true
300
+ },
301
+ "37": {
302
+ "content": "<extra_id_33>",
303
+ "lstrip": false,
304
+ "normalized": false,
305
+ "rstrip": false,
306
+ "single_word": false,
307
+ "special": true
308
+ },
309
+ "38": {
310
+ "content": "<extra_id_34>",
311
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312
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313
+ "rstrip": false,
314
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315
+ "special": true
316
+ },
317
+ "39": {
318
+ "content": "<extra_id_35>",
319
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320
+ "normalized": false,
321
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322
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323
+ "special": true
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+ },
325
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326
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327
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328
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329
+ "rstrip": false,
330
+ "single_word": false,
331
+ "special": true
332
+ },
333
+ "41": {
334
+ "content": "<extra_id_37>",
335
+ "lstrip": false,
336
+ "normalized": false,
337
+ "rstrip": false,
338
+ "single_word": false,
339
+ "special": true
340
+ },
341
+ "42": {
342
+ "content": "<extra_id_38>",
343
+ "lstrip": false,
344
+ "normalized": false,
345
+ "rstrip": false,
346
+ "single_word": false,
347
+ "special": true
348
+ },
349
+ "43": {
350
+ "content": "<extra_id_39>",
351
+ "lstrip": false,
352
+ "normalized": false,
353
+ "rstrip": false,
354
+ "single_word": false,
355
+ "special": true
356
+ },
357
+ "44": {
358
+ "content": "<extra_id_40>",
359
+ "lstrip": false,
360
+ "normalized": false,
361
+ "rstrip": false,
362
+ "single_word": false,
363
+ "special": true
364
+ },
365
+ "45": {
366
+ "content": "<extra_id_41>",
367
+ "lstrip": false,
368
+ "normalized": false,
369
+ "rstrip": false,
370
+ "single_word": false,
371
+ "special": true
372
+ },
373
+ "46": {
374
+ "content": "<extra_id_42>",
375
+ "lstrip": false,
376
+ "normalized": false,
377
+ "rstrip": false,
378
+ "single_word": false,
379
+ "special": true
380
+ },
381
+ "47": {
382
+ "content": "<extra_id_43>",
383
+ "lstrip": false,
384
+ "normalized": false,
385
+ "rstrip": false,
386
+ "single_word": false,
387
+ "special": true
388
+ },
389
+ "48": {
390
+ "content": "<extra_id_44>",
391
+ "lstrip": false,
392
+ "normalized": false,
393
+ "rstrip": false,
394
+ "single_word": false,
395
+ "special": true
396
+ },
397
+ "49": {
398
+ "content": "<extra_id_45>",
399
+ "lstrip": false,
400
+ "normalized": false,
401
+ "rstrip": false,
402
+ "single_word": false,
403
+ "special": true
404
+ },
405
+ "50": {
406
+ "content": "<extra_id_46>",
407
+ "lstrip": false,
408
+ "normalized": false,
409
+ "rstrip": false,
410
+ "single_word": false,
411
+ "special": true
412
+ },
413
+ "51": {
414
+ "content": "<extra_id_47>",
415
+ "lstrip": false,
416
+ "normalized": false,
417
+ "rstrip": false,
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+ "single_word": false,
419
+ "special": true
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+ },
421
+ "52": {
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+ "content": "<extra_id_48>",
423
+ "lstrip": false,
424
+ "normalized": false,
425
+ "rstrip": false,
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+ "single_word": false,
427
+ "special": true
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+ },
429
+ "53": {
430
+ "content": "<extra_id_49>",
431
+ "lstrip": false,
432
+ "normalized": false,
433
+ "rstrip": false,
434
+ "single_word": false,
435
+ "special": true
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+ },
437
+ "54": {
438
+ "content": "<extra_id_50>",
439
+ "lstrip": false,
440
+ "normalized": false,
441
+ "rstrip": false,
442
+ "single_word": false,
443
+ "special": true
444
+ },
445
+ "55": {
446
+ "content": "<extra_id_51>",
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+ "lstrip": false,
448
+ "normalized": false,
449
+ "rstrip": false,
450
+ "single_word": false,
451
+ "special": true
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+ },
453
+ "56": {
454
+ "content": "<extra_id_52>",
455
+ "lstrip": false,
456
+ "normalized": false,
457
+ "rstrip": false,
458
+ "single_word": false,
459
+ "special": true
460
+ },
461
+ "57": {
462
+ "content": "<extra_id_53>",
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+ "lstrip": false,
464
+ "normalized": false,
465
+ "rstrip": false,
466
+ "single_word": false,
467
+ "special": true
468
+ },
469
+ "58": {
470
+ "content": "<extra_id_54>",
471
+ "lstrip": false,
472
+ "normalized": false,
473
+ "rstrip": false,
474
+ "single_word": false,
475
+ "special": true
476
+ },
477
+ "59": {
478
+ "content": "<extra_id_55>",
479
+ "lstrip": false,
480
+ "normalized": false,
481
+ "rstrip": false,
482
+ "single_word": false,
483
+ "special": true
484
+ },
485
+ "60": {
486
+ "content": "<extra_id_56>",
487
+ "lstrip": false,
488
+ "normalized": false,
489
+ "rstrip": false,
490
+ "single_word": false,
491
+ "special": true
492
+ },
493
+ "61": {
494
+ "content": "<extra_id_57>",
495
+ "lstrip": false,
496
+ "normalized": false,
497
+ "rstrip": false,
498
+ "single_word": false,
499
+ "special": true
500
+ },
501
+ "62": {
502
+ "content": "<extra_id_58>",
503
+ "lstrip": false,
504
+ "normalized": false,
505
+ "rstrip": false,
506
+ "single_word": false,
507
+ "special": true
508
+ },
509
+ "63": {
510
+ "content": "<extra_id_59>",
511
+ "lstrip": false,
512
+ "normalized": false,
513
+ "rstrip": false,
514
+ "single_word": false,
515
+ "special": true
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+ },
517
+ "64": {
518
+ "content": "<extra_id_60>",
519
+ "lstrip": false,
520
+ "normalized": false,
521
+ "rstrip": false,
522
+ "single_word": false,
523
+ "special": true
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+ },
525
+ "65": {
526
+ "content": "<extra_id_61>",
527
+ "lstrip": false,
528
+ "normalized": false,
529
+ "rstrip": false,
530
+ "single_word": false,
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+ "special": true
532
+ },
533
+ "66": {
534
+ "content": "<extra_id_62>",
535
+ "lstrip": false,
536
+ "normalized": false,
537
+ "rstrip": false,
538
+ "single_word": false,
539
+ "special": true
540
+ },
541
+ "67": {
542
+ "content": "<extra_id_63>",
543
+ "lstrip": false,
544
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545
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546
+ "single_word": false,
547
+ "special": true
548
+ },
549
+ "68": {
550
+ "content": "<extra_id_64>",
551
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552
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553
+ "rstrip": false,
554
+ "single_word": false,
555
+ "special": true
556
+ },
557
+ "69": {
558
+ "content": "<extra_id_65>",
559
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560
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561
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562
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563
+ "special": true
564
+ },
565
+ "70": {
566
+ "content": "<extra_id_66>",
567
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568
+ "normalized": false,
569
+ "rstrip": false,
570
+ "single_word": false,
571
+ "special": true
572
+ },
573
+ "71": {
574
+ "content": "<extra_id_67>",
575
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577
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+ "special": true
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+ },
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+ "72": {
582
+ "content": "<extra_id_68>",
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+ },
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+ "73": {
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+ "single_word": false,
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+ "special": true
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+ },
597
+ "74": {
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+ "content": "<extra_id_70>",
599
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601
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+ "single_word": false,
603
+ "special": true
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+ },
605
+ "75": {
606
+ "content": "<extra_id_71>",
607
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+ "single_word": false,
611
+ "special": true
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+ },
613
+ "76": {
614
+ "content": "<extra_id_72>",
615
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616
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617
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618
+ "single_word": false,
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+ "special": true
620
+ },
621
+ "77": {
622
+ "content": "<extra_id_73>",
623
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624
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625
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626
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627
+ "special": true
628
+ },
629
+ "78": {
630
+ "content": "<extra_id_74>",
631
+ "lstrip": false,
632
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633
+ "rstrip": false,
634
+ "single_word": false,
635
+ "special": true
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+ },
637
+ "79": {
638
+ "content": "<extra_id_75>",
639
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640
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641
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642
+ "single_word": false,
643
+ "special": true
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+ },
645
+ "80": {
646
+ "content": "<extra_id_76>",
647
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648
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+ "single_word": false,
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+ },
653
+ "81": {
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655
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+ "special": true
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+ },
661
+ "82": {
662
+ "content": "<extra_id_78>",
663
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664
+ "normalized": false,
665
+ "rstrip": false,
666
+ "single_word": false,
667
+ "special": true
668
+ },
669
+ "83": {
670
+ "content": "<extra_id_79>",
671
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672
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673
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674
+ "single_word": false,
675
+ "special": true
676
+ },
677
+ "84": {
678
+ "content": "<extra_id_80>",
679
+ "lstrip": false,
680
+ "normalized": false,
681
+ "rstrip": false,
682
+ "single_word": false,
683
+ "special": true
684
+ },
685
+ "85": {
686
+ "content": "<extra_id_81>",
687
+ "lstrip": false,
688
+ "normalized": false,
689
+ "rstrip": false,
690
+ "single_word": false,
691
+ "special": true
692
+ },
693
+ "86": {
694
+ "content": "<extra_id_82>",
695
+ "lstrip": false,
696
+ "normalized": false,
697
+ "rstrip": false,
698
+ "single_word": false,
699
+ "special": true
700
+ },
701
+ "87": {
702
+ "content": "<extra_id_83>",
703
+ "lstrip": false,
704
+ "normalized": false,
705
+ "rstrip": false,
706
+ "single_word": false,
707
+ "special": true
708
+ },
709
+ "88": {
710
+ "content": "<extra_id_84>",
711
+ "lstrip": false,
712
+ "normalized": false,
713
+ "rstrip": false,
714
+ "single_word": false,
715
+ "special": true
716
+ },
717
+ "89": {
718
+ "content": "<extra_id_85>",
719
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720
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721
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722
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723
+ "special": true
724
+ },
725
+ "90": {
726
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727
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728
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729
+ "rstrip": false,
730
+ "single_word": false,
731
+ "special": true
732
+ },
733
+ "91": {
734
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735
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736
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737
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738
+ "single_word": false,
739
+ "special": true
740
+ },
741
+ "92": {
742
+ "content": "<extra_id_88>",
743
+ "lstrip": false,
744
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745
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746
+ "single_word": false,
747
+ "special": true
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+ },
749
+ "93": {
750
+ "content": "<extra_id_89>",
751
+ "lstrip": false,
752
+ "normalized": false,
753
+ "rstrip": false,
754
+ "single_word": false,
755
+ "special": true
756
+ },
757
+ "94": {
758
+ "content": "<extra_id_90>",
759
+ "lstrip": false,
760
+ "normalized": false,
761
+ "rstrip": false,
762
+ "single_word": false,
763
+ "special": true
764
+ },
765
+ "95": {
766
+ "content": "<extra_id_91>",
767
+ "lstrip": false,
768
+ "normalized": false,
769
+ "rstrip": false,
770
+ "single_word": false,
771
+ "special": true
772
+ },
773
+ "96": {
774
+ "content": "<extra_id_92>",
775
+ "lstrip": false,
776
+ "normalized": false,
777
+ "rstrip": false,
778
+ "single_word": false,
779
+ "special": true
780
+ },
781
+ "97": {
782
+ "content": "<extra_id_93>",
783
+ "lstrip": false,
784
+ "normalized": false,
785
+ "rstrip": false,
786
+ "single_word": false,
787
+ "special": true
788
+ },
789
+ "98": {
790
+ "content": "<extra_id_94>",
791
+ "lstrip": false,
792
+ "normalized": false,
793
+ "rstrip": false,
794
+ "single_word": false,
795
+ "special": true
796
+ },
797
+ "99": {
798
+ "content": "<extra_id_95>",
799
+ "lstrip": false,
800
+ "normalized": false,
801
+ "rstrip": false,
802
+ "single_word": false,
803
+ "special": true
804
+ },
805
+ "100": {
806
+ "content": "<extra_id_96>",
807
+ "lstrip": false,
808
+ "normalized": false,
809
+ "rstrip": false,
810
+ "single_word": false,
811
+ "special": true
812
+ },
813
+ "101": {
814
+ "content": "<extra_id_97>",
815
+ "lstrip": false,
816
+ "normalized": false,
817
+ "rstrip": false,
818
+ "single_word": false,
819
+ "special": true
820
+ },
821
+ "102": {
822
+ "content": "<extra_id_98>",
823
+ "lstrip": false,
824
+ "normalized": false,
825
+ "rstrip": false,
826
+ "single_word": false,
827
+ "special": true
828
+ },
829
+ "103": {
830
+ "content": "<extra_id_99>",
831
+ "lstrip": false,
832
+ "normalized": false,
833
+ "rstrip": false,
834
+ "single_word": false,
835
+ "special": true
836
+ },
837
+ "32000": {
838
+ "content": "<|im_start|>",
839
+ "lstrip": false,
840
+ "normalized": false,
841
+ "rstrip": false,
842
+ "single_word": false,
843
+ "special": false
844
+ },
845
+ "32001": {
846
+ "content": "<|im_end|>",
847
+ "lstrip": false,
848
+ "normalized": false,
849
+ "rstrip": false,
850
+ "single_word": false,
851
+ "special": false
852
+ }
853
+ },
854
+ "additional_special_tokens": [],
855
+ "bos_token": "<s>",
856
+ "chat_template": "{% if messages[0]['role'] == 'system' %}{% set loop_messages = messages[1:] %}{% set system_message = messages[0]['content'] %}{% else %}{% set loop_messages = messages %}{% set system_message = 'Rewrite the sentence to remove the PII.' %}{% endif %}{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% for message in loop_messages %}{% if loop.index0 == 0 %}{{'<|im_start|>system\n' + system_message + '<|im_end|>\n'}}{% endif %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}",
857
+ "clean_up_tokenization_spaces": false,
858
+ "eos_token": "</s>",
859
+ "model_max_length": 1000000000000000019884624838656,
860
+ "pad_token": "</s>",
861
+ "tokenizer_class": "LlamaTokenizer",
862
+ "trust_remote_code": false,
863
+ "unk_token": "<unk>",
864
+ "use_default_system_prompt": true,
865
+ "use_fast": true
866
+ }