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Model: Raghav-Singhal/epe-3p-smollm-1p7b-100B-20n-2048sl-960gbsz Source: Original Platform
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.gitattributes
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47
README.md
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README.md
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---
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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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- causal-lm
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- bfloat16
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---
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# epe-3p-smollm-1p7b-100B-20n-2048sl-960gbsz
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Converted Hugging Face base checkpoint from the Model Raising EPE (Ethics-by-Pretraining) pretraining run.
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## Details
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- Architecture: `LlamaForCausalLM`
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- Base model size: `1.7B`
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- Precision on disk: `bfloat16`
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- Tokenizer: extended SmolLM2 tokenizer with 36 additional special tokens (`<assistant>` + 35 `<charter_X.Y>` tokens), vocab size 49280
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## EPE Pretraining
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This model was pretrained with on-the-fly reflection insertion using the `reflection_3p` column from the annotated sidecar dataset. The training augments standard autoregressive NTP with:
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1. **Reflection insertion**: reflections are inserted into annotated documents at inference time; the model predicts the reflection tokens using CE loss
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2. **Constitution predictor**: a multi-label BCE loss at the `<assistant>` token position trains the model to predict 35 charter items
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3. **Attention masking**: post-reflection context tokens are blocked from attending to the reflection region
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4. **Position aliasing**: post-reflection context tokens alias back to the same RoPE positions as pre-reflection context, making inference (without reflections) positionally equivalent to training
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## Chat Templates
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Two named chat templates are provided:
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| Name | Use case |
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|------|----------|
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| `default` | Standard SFT — plain `assistant` role token |
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| `epe` | Activates constitution head — uses `<assistant>` (token 49152) at start of assistant turns |
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```python
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tok.apply_chat_template(messages, chat_template="default") # standard
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tok.apply_chat_template(messages, chat_template="epe") # constitution head active
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```
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## SFT Notes
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- Always use the bundled tokenizer (vocab size 49280); the original SmolLM2 tokenizer (49152 tokens) will mismatch embeddings for IDs 49152–49279
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- `vocab_size=49280` is set in `config.json`
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38
added_tokens.json
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added_tokens.json
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{
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"<assistant>": 49152,
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"<charter_1.1>": 49153,
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"<charter_1.2>": 49154,
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"<charter_1.3>": 49155,
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"<charter_1.4>": 49156,
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"<charter_1.5>": 49157,
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"<charter_2.1>": 49158,
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"<charter_2.2>": 49159,
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"<charter_2.3>": 49160,
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"<charter_2.4>": 49161,
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"<charter_2.5>": 49162,
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"<charter_2.6>": 49163,
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"<charter_2.7>": 49164,
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"<charter_2.8>": 49165,
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"<charter_3.1>": 49166,
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"<charter_3.2>": 49167,
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"<charter_3.3>": 49168,
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"<charter_3.4>": 49169,
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"<charter_3.5>": 49170,
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"<charter_3.6>": 49171,
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"<charter_4.1>": 49172,
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"<charter_4.2>": 49173,
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"<charter_4.3>": 49174,
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"<charter_4.4>": 49175,
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"<charter_4.5>": 49176,
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"<charter_4.6>": 49177,
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"<charter_5.1>": 49178,
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"<charter_5.2>": 49179,
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"<charter_5.3>": 49180,
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"<charter_5.4>": 49181,
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"<charter_5.5>": 49182,
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"<charter_5.6>": 49183,
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"<charter_6.1>": 49184,
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"<charter_6.2>": 49185,
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"<charter_6.3>": 49186,
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"<charter_6.4>": 49187
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}
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30
config.json
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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": 1,
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"dtype": "bfloat16",
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"eos_token_id": 2,
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"head_dim": 64,
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"hidden_act": "silu",
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"hidden_size": 2048,
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"initializer_range": 0.02,
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"intermediate_size": 8192,
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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": 32,
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"num_hidden_layers": 24,
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"num_key_value_heads": 32,
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"pad_token_id": 2,
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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,
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"tie_word_embeddings": true,
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"transformers_version": "4.57.6",
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"use_cache": true,
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"vocab_size": 49280
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}
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9
generation_config.json
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generation_config.json
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{
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"bos_token_id": 1,
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"do_sample": true,
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"eos_token_id": 2,
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"pad_token_id": 2,
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"temperature": 0.6,
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"top_p": 0.9,
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"transformers_version": "4.57.6"
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}
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48901
merges.txt
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48901
merges.txt
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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 sha256:2dcb6c686c46914cdd4a98da9140a562ff86dc7e5e1727231e192aab2520fd43
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size 3423302240
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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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"<assistant>",
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"<charter_1.1>",
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"<charter_1.2>",
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"<charter_1.3>",
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"<charter_1.4>",
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"<charter_1.5>",
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"<charter_2.1>",
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"<charter_2.2>",
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"<charter_2.3>",
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"<charter_2.4>",
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"<charter_2.5>",
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"<charter_2.6>",
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"<charter_2.7>",
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"<charter_2.8>",
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"<charter_3.1>",
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"<charter_3.2>",
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"<charter_3.3>",
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"<charter_3.4>",
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"<charter_3.5>",
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"<charter_3.6>",
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"<charter_4.1>",
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"<charter_4.2>",
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"<charter_4.3>",
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"<charter_4.4>",
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"<charter_4.5>",
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"<charter_4.6>",
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"<charter_5.1>",
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"<charter_5.2>",
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"<charter_5.3>",
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"<charter_5.4>",
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"<charter_5.5>",
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"<charter_5.6>",
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"<charter_6.1>",
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"<charter_6.2>",
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"<charter_6.3>",
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"<charter_6.4>"
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],
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"bos_token": {
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"content": "<|im_start|>",
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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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},
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"eos_token": {
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"content": "<|im_end|>",
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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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},
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"pad_token": {
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"content": "<|im_end|>",
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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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},
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"unk_token": {
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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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}
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}
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245273
tokenizer.json
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tokenizer.json
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tokenizer_config.json
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tokenizer_config.json
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{
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"add_prefix_space": false,
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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": "<|im_start|>",
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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": "<|im_end|>",
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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": "<repo_name>",
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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": "<reponame>",
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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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"5": {
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"content": "<file_sep>",
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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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"6": {
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||||
"content": "<filename>",
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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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"7": {
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"content": "<gh_stars>",
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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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"8": {
|
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"content": "<issue_start>",
|
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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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"9": {
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"content": "<issue_comment>",
|
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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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"10": {
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"content": "<issue_closed>",
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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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"11": {
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"content": "<jupyter_start>",
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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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"12": {
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"content": "<jupyter_text>",
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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,
|
||||
"special": true
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||||
},
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"13": {
|
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"content": "<jupyter_code>",
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"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
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"14": {
|
||||
"content": "<jupyter_output>",
|
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"lstrip": false,
|
||||
"normalized": false,
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"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"15": {
|
||||
"content": "<jupyter_script>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
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"16": {
|
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"content": "<empty_output>",
|
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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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"49152": {
|
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"content": "<assistant>",
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||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"49153": {
|
||||
"content": "<charter_1.1>",
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||||
"lstrip": false,
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"normalized": false,
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||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
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"49154": {
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"content": "<charter_1.2>",
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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
|
||||
},
|
||||
"49155": {
|
||||
"content": "<charter_1.3>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"49156": {
|
||||
"content": "<charter_1.4>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"49157": {
|
||||
"content": "<charter_1.5>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"49158": {
|
||||
"content": "<charter_2.1>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"49159": {
|
||||
"content": "<charter_2.2>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"49160": {
|
||||
"content": "<charter_2.3>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
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||||
"special": true
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||||
},
|
||||
"49161": {
|
||||
"content": "<charter_2.4>",
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||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"49162": {
|
||||
"content": "<charter_2.5>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"49163": {
|
||||
"content": "<charter_2.6>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"49164": {
|
||||
"content": "<charter_2.7>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"49165": {
|
||||
"content": "<charter_2.8>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"49166": {
|
||||
"content": "<charter_3.1>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"49167": {
|
||||
"content": "<charter_3.2>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"49168": {
|
||||
"content": "<charter_3.3>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"49169": {
|
||||
"content": "<charter_3.4>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"49170": {
|
||||
"content": "<charter_3.5>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"49171": {
|
||||
"content": "<charter_3.6>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"49172": {
|
||||
"content": "<charter_4.1>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"49173": {
|
||||
"content": "<charter_4.2>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"49174": {
|
||||
"content": "<charter_4.3>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"49175": {
|
||||
"content": "<charter_4.4>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"49176": {
|
||||
"content": "<charter_4.5>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"49177": {
|
||||
"content": "<charter_4.6>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"49178": {
|
||||
"content": "<charter_5.1>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"49179": {
|
||||
"content": "<charter_5.2>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"49180": {
|
||||
"content": "<charter_5.3>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"49181": {
|
||||
"content": "<charter_5.4>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"49182": {
|
||||
"content": "<charter_5.5>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"49183": {
|
||||
"content": "<charter_5.6>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"49184": {
|
||||
"content": "<charter_6.1>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"49185": {
|
||||
"content": "<charter_6.2>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"49186": {
|
||||
"content": "<charter_6.3>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"49187": {
|
||||
"content": "<charter_6.4>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
}
|
||||
},
|
||||
"additional_special_tokens": [
|
||||
"<assistant>",
|
||||
"<charter_1.1>",
|
||||
"<charter_1.2>",
|
||||
"<charter_1.3>",
|
||||
"<charter_1.4>",
|
||||
"<charter_1.5>",
|
||||
"<charter_2.1>",
|
||||
"<charter_2.2>",
|
||||
"<charter_2.3>",
|
||||
"<charter_2.4>",
|
||||
"<charter_2.5>",
|
||||
"<charter_2.6>",
|
||||
"<charter_2.7>",
|
||||
"<charter_2.8>",
|
||||
"<charter_3.1>",
|
||||
"<charter_3.2>",
|
||||
"<charter_3.3>",
|
||||
"<charter_3.4>",
|
||||
"<charter_3.5>",
|
||||
"<charter_3.6>",
|
||||
"<charter_4.1>",
|
||||
"<charter_4.2>",
|
||||
"<charter_4.3>",
|
||||
"<charter_4.4>",
|
||||
"<charter_4.5>",
|
||||
"<charter_4.6>",
|
||||
"<charter_5.1>",
|
||||
"<charter_5.2>",
|
||||
"<charter_5.3>",
|
||||
"<charter_5.4>",
|
||||
"<charter_5.5>",
|
||||
"<charter_5.6>",
|
||||
"<charter_6.1>",
|
||||
"<charter_6.2>",
|
||||
"<charter_6.3>",
|
||||
"<charter_6.4>"
|
||||
],
|
||||
"bos_token": "<|im_start|>",
|
||||
"clean_up_tokenization_spaces": false,
|
||||
"eos_token": "<|im_end|>",
|
||||
"extra_special_tokens": {},
|
||||
"model_max_length": 8192,
|
||||
"pad_token": "<|im_end|>",
|
||||
"tokenizer_class": "GPT2Tokenizer",
|
||||
"unk_token": "<|endoftext|>",
|
||||
"vocab_size": 49152,
|
||||
"chat_template": [
|
||||
{
|
||||
"name": "default",
|
||||
"template": "{% for message in messages %}{% if loop.first and messages[0]['role'] != 'system' %}{{ '<|im_start|>system\nYou are a helpful AI assistant.<|im_end|>\n' }}{% endif %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}"
|
||||
},
|
||||
{
|
||||
"name": "epe",
|
||||
"template": "{% for message in messages %}{% if loop.first and messages[0]['role'] != 'system' %}{{ '<|im_start|>system\nYou are a helpful AI assistant.<|im_end|>\n' }}{% endif %}{% if message['role'] == 'assistant' %}{{'<|im_start|><assistant>\n' + message['content'] + '<|im_end|>' + '\n'}}{% else %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endif %}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|><assistant>\n' }}{% endif %}"
|
||||
}
|
||||
]
|
||||
}
|
||||
1
vocab.json
Normal file
1
vocab.json
Normal file
File diff suppressed because one or more lines are too long
Reference in New Issue
Block a user