Instructions to use CoderDoge/synthfix-deepseek-coder-1.3b-sven with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use CoderDoge/synthfix-deepseek-coder-1.3b-sven with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("deepseek-ai/deepseek-coder-1.3b-base") model = PeftModel.from_pretrained(base_model, "CoderDoge/synthfix-deepseek-coder-1.3b-sven") - Notebooks
- Google Colab
- Kaggle
Upload SynthFix adapter and router
Browse files- README.md +55 -0
- adapter_config.json +31 -0
- adapter_model.safetensors +3 -0
- router.pt +3 -0
- special_tokens_map.json +23 -0
- tokenizer.json +0 -0
- tokenizer_config.json +193 -0
README.md
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---
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library_name: peft
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base_model: deepseek-ai/deepseek-coder-1.3b-base
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pipeline_tag: text-generation
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tags:
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- code
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- program-repair
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- vulnerability-repair
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- peft
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- lora
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- synthfix
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- router
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- sven
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---
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# SynthFix deepseek-coder-1.3b-base (SVEN)
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This repository contains the SynthFix LoRA repair-agent adapter and matching router checkpoint for **security vulnerability repair** on **SVEN**.
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SynthFix is an adaptive neuro-symbolic code repair framework. During training, a lightweight router chooses between supervised fine-tuning (SFT) and reward fine-tuning (RFT), while the reward combines compiler-, analyzer-, and test-derived symbolic evidence. At inference time, the same evidence supports best-of-K candidate selection with a greedy floor.
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## Contents
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- `adapter_model.safetensors`, `adapter_config.json`: PEFT/LoRA adapter for `deepseek-ai/deepseek-coder-1.3b-base`.
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- tokenizer files copied from the training checkpoint.
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- `router.pt`: PyTorch state dict for the SynthFix router associated with this adapter.
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## Base Model
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This adapter is intended to be loaded with `deepseek-ai/deepseek-coder-1.3b-base` using `peft.PeftModel.from_pretrained`.
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```python
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from transformers import AutoModelForCausalLM, AutoTokenizer
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from peft import PeftModel
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base_model = "deepseek-ai/deepseek-coder-1.3b-base"
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adapter_id = "CoderDoge/synthfix-deepseek-coder-1.3b-sven"
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tokenizer = AutoTokenizer.from_pretrained(adapter_id, trust_remote_code=True)
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base = AutoModelForCausalLM.from_pretrained(base_model, trust_remote_code=True)
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model = PeftModel.from_pretrained(base, adapter_id)
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```
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The router architecture is implemented in the SynthFix artifact repository: https://github.com/CoderDoge1108/SynthFix and https://github.com/largehappygroup/SynthFix.
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## Paper
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SynthFix: Adaptive Neuro-Symbolic Code Vulnerability Repair
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- arXiv: https://arxiv.org/abs/2604.17184
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- GitHub artifact: https://github.com/CoderDoge1108/SynthFix
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## Notes
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These are adapter weights rather than full copies of the base models. Users should follow the license and usage terms of the corresponding base model.
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adapter_config.json
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{
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"alpha_pattern": {},
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"auto_mapping": null,
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"base_model_name_or_path": "deepseek-ai/deepseek-coder-1.3b-base",
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"bias": "none",
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| 6 |
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"fan_in_fan_out": false,
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"inference_mode": true,
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"init_lora_weights": true,
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"layer_replication": null,
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"layers_pattern": null,
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"layers_to_transform": null,
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"loftq_config": {},
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"lora_alpha": 32,
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"lora_dropout": 0.05,
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"megatron_config": null,
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"megatron_core": "megatron.core",
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"modules_to_save": null,
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"peft_type": "LORA",
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"r": 16,
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"rank_pattern": {},
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"revision": null,
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"target_modules": [
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"q_proj",
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"k_proj",
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"v_proj",
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"o_proj"
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],
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"task_type": "CAUSAL_LM",
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"use_dora": false,
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"use_rslora": false
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}
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adapter_model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:8705d3ceefafe5e2bef9d4b85cd5ee26384f94a7beff1197fc5105ba2441b0ab
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size 12608648
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router.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:dd920287f29c6bfa2b773fcf45fdc29a6b8d484ac2b901932ad94f1396fe9c85
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size 20478
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special_tokens_map.json
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{
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"bos_token": {
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"content": "<|begin▁of▁sentence|>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"eos_token": {
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"content": "<|end▁of▁sentence|>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": {
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"content": "<|end▁of▁sentence|>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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}
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}
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tokenizer.json
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tokenizer_config.json
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{
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"add_bos_token": true,
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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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"32000": {
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| 7 |
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"content": "õ",
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| 8 |
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false,
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"special": false
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},
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| 14 |
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"32001": {
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"content": "÷",
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| 16 |
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"lstrip": false,
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| 17 |
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"normalized": true,
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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": false
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| 21 |
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},
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| 22 |
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"32002": {
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| 23 |
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"content": "Á",
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| 24 |
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"lstrip": false,
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| 25 |
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"normalized": true,
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| 26 |
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"rstrip": false,
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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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"32003": {
|
| 31 |
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"content": "ý",
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| 32 |
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"lstrip": false,
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| 33 |
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"normalized": true,
|
| 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": false
|
| 37 |
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},
|
| 38 |
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"32004": {
|
| 39 |
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"content": "À",
|
| 40 |
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"lstrip": false,
|
| 41 |
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"normalized": true,
|
| 42 |
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"rstrip": false,
|
| 43 |
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"single_word": false,
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| 44 |
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"special": false
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| 45 |
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},
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| 46 |
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"32005": {
|
| 47 |
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"content": "ÿ",
|
| 48 |
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"lstrip": false,
|
| 49 |
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"normalized": true,
|
| 50 |
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"rstrip": false,
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| 51 |
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"single_word": false,
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| 52 |
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"special": false
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| 53 |
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},
|
| 54 |
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"32006": {
|
| 55 |
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"content": "ø",
|
| 56 |
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"lstrip": false,
|
| 57 |
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"normalized": true,
|
| 58 |
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"rstrip": false,
|
| 59 |
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"single_word": false,
|
| 60 |
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"special": false
|
| 61 |
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},
|
| 62 |
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"32007": {
|
| 63 |
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"content": "ú",
|
| 64 |
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"lstrip": false,
|
| 65 |
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"normalized": true,
|
| 66 |
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"rstrip": false,
|
| 67 |
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"single_word": false,
|
| 68 |
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"special": false
|
| 69 |
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},
|
| 70 |
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"32008": {
|
| 71 |
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"content": "þ",
|
| 72 |
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"lstrip": false,
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| 73 |
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"normalized": true,
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| 74 |
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"rstrip": false,
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| 75 |
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"single_word": false,
|
| 76 |
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"special": false
|
| 77 |
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},
|
| 78 |
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"32009": {
|
| 79 |
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"content": "ü",
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| 80 |
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"lstrip": false,
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| 81 |
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"normalized": true,
|
| 82 |
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"rstrip": false,
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| 83 |
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"single_word": false,
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| 84 |
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"special": false
|
| 85 |
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},
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| 86 |
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"32010": {
|
| 87 |
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"content": "ù",
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| 88 |
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"lstrip": false,
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| 89 |
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"normalized": true,
|
| 90 |
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"rstrip": false,
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| 91 |
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"single_word": false,
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| 92 |
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"special": false
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| 93 |
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},
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| 94 |
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"32011": {
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| 95 |
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"content": "ö",
|
| 96 |
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"lstrip": false,
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| 97 |
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"normalized": true,
|
| 98 |
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"rstrip": false,
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| 99 |
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"single_word": false,
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| 100 |
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"special": false
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| 101 |
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},
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| 102 |
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"32012": {
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| 103 |
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"content": "û",
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| 104 |
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"lstrip": false,
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| 105 |
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"normalized": true,
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| 106 |
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"rstrip": false,
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| 107 |
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"single_word": false,
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| 108 |
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"special": false
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| 109 |
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},
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| 110 |
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"32013": {
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| 111 |
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"content": "<|begin▁of▁sentence|>",
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| 112 |
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"lstrip": false,
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| 113 |
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"normalized": true,
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| 114 |
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"rstrip": false,
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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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},
|
| 118 |
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"32014": {
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| 119 |
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"content": "<|end▁of▁sentence|>",
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| 120 |
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"lstrip": false,
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| 121 |
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"normalized": true,
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| 122 |
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"rstrip": false,
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| 123 |
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"single_word": false,
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| 124 |
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"special": true
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| 125 |
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},
|
| 126 |
+
"32015": {
|
| 127 |
+
"content": "<|fim▁hole|>",
|
| 128 |
+
"lstrip": false,
|
| 129 |
+
"normalized": true,
|
| 130 |
+
"rstrip": false,
|
| 131 |
+
"single_word": false,
|
| 132 |
+
"special": false
|
| 133 |
+
},
|
| 134 |
+
"32016": {
|
| 135 |
+
"content": "<|fim▁begin|>",
|
| 136 |
+
"lstrip": false,
|
| 137 |
+
"normalized": true,
|
| 138 |
+
"rstrip": false,
|
| 139 |
+
"single_word": false,
|
| 140 |
+
"special": false
|
| 141 |
+
},
|
| 142 |
+
"32017": {
|
| 143 |
+
"content": "<|fim▁end|>",
|
| 144 |
+
"lstrip": false,
|
| 145 |
+
"normalized": true,
|
| 146 |
+
"rstrip": false,
|
| 147 |
+
"single_word": false,
|
| 148 |
+
"special": false
|
| 149 |
+
},
|
| 150 |
+
"32018": {
|
| 151 |
+
"content": "<pad>",
|
| 152 |
+
"lstrip": false,
|
| 153 |
+
"normalized": true,
|
| 154 |
+
"rstrip": false,
|
| 155 |
+
"single_word": false,
|
| 156 |
+
"special": false
|
| 157 |
+
},
|
| 158 |
+
"32019": {
|
| 159 |
+
"content": "<|User|>",
|
| 160 |
+
"lstrip": false,
|
| 161 |
+
"normalized": true,
|
| 162 |
+
"rstrip": false,
|
| 163 |
+
"single_word": false,
|
| 164 |
+
"special": false
|
| 165 |
+
},
|
| 166 |
+
"32020": {
|
| 167 |
+
"content": "<|Assistant|>",
|
| 168 |
+
"lstrip": false,
|
| 169 |
+
"normalized": true,
|
| 170 |
+
"rstrip": false,
|
| 171 |
+
"single_word": false,
|
| 172 |
+
"special": false
|
| 173 |
+
},
|
| 174 |
+
"32021": {
|
| 175 |
+
"content": "<|EOT|>",
|
| 176 |
+
"lstrip": false,
|
| 177 |
+
"normalized": true,
|
| 178 |
+
"rstrip": false,
|
| 179 |
+
"single_word": false,
|
| 180 |
+
"special": false
|
| 181 |
+
}
|
| 182 |
+
},
|
| 183 |
+
"bos_token": "<|begin▁of▁sentence|>",
|
| 184 |
+
"clean_up_tokenization_spaces": false,
|
| 185 |
+
"eos_token": "<|end▁of▁sentence|>",
|
| 186 |
+
"legacy": true,
|
| 187 |
+
"model_max_length": 16384,
|
| 188 |
+
"pad_token": "<|end▁of▁sentence|>",
|
| 189 |
+
"sp_model_kwargs": {},
|
| 190 |
+
"tokenizer_class": "LlamaTokenizer",
|
| 191 |
+
"unk_token": null,
|
| 192 |
+
"use_default_system_prompt": false
|
| 193 |
+
}
|