Add: 1B SCU model with validated 6.2% improvement (S=1.0%)
Browse files- .gitattributes +1 -0
- 1b-scu/README.md +86 -0
- 1b-scu/adapter_config.json +42 -0
- 1b-scu/adapter_model.safetensors +3 -0
- 1b-scu/ce_kl_auto_metrics.jsonl +27 -0
- 1b-scu/config.json +20 -0
- 1b-scu/control_plots.png +0 -0
- 1b-scu/mdl_ledger.jsonl +271 -0
- 1b-scu/special_tokens_map.json +17 -0
- 1b-scu/tokenizer.json +3 -0
- 1b-scu/tokenizer_config.json +2063 -0
- 1b-scu/training_summary.json +19 -0
- 1b-scu/validation_results.json +16 -0
.gitattributes
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@@ -19,3 +19,4 @@ assets/figures/param_bpt_curve.png filter=lfs diff=lfs merge=lfs -text
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assets/figures/pulse_test.png filter=lfs diff=lfs merge=lfs -text
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assets/figures/s_curve.png filter=lfs diff=lfs merge=lfs -text
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assets/figures/sweep_target_vs_achieved.png filter=lfs diff=lfs merge=lfs -text
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assets/figures/pulse_test.png filter=lfs diff=lfs merge=lfs -text
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assets/figures/s_curve.png filter=lfs diff=lfs merge=lfs -text
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assets/figures/sweep_target_vs_achieved.png filter=lfs diff=lfs merge=lfs -text
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1b-scu/tokenizer.json filter=lfs diff=lfs merge=lfs -text
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1b-scu/README.md
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---
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license: llama3.2
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library_name: transformers
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pipeline_tag: text-generation
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tags:
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- lora
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- peft
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- control-theory
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- regularization
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- information-theory
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- llama
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language:
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- en
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---
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# Shannon Control Unit (SCU) — Dial-in LLM regularization
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**Idea.** Hold an MDL-motivated **information budget** during training:
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\( S = \frac{\text{ParamBPT}}{\text{DataBPT}+\text{ParamBPT}} \).
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A simple **PI controller** adjusts \( \lambda \) so \( S \) tracks a target \( S^* \).
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**Result (held-out, Llama-3.2-1B):** Base **3.920 BPT** (ppl **15.14**) → **SCU** **3.676 BPT** (ppl **12.78**),
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**Δ = −0.244 BPT** (≈ **−15.6%** perplexity).
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---
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## Control telemetry
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**S(t) tracking 1.0% ± 0.2pp**
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**λ(t) bounded (log scale)**
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<details>
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<summary><b>Training curves (details)</b></summary>
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**DataBPT (bits/token)**
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**ParamBPT (bits/token)**
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</details>
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---
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## Quick start (adapters)
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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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import torch
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base_id = "meta-llama/Llama-3.2-1B" # accept terms on HF first
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base = AutoModelForCausalLM.from_pretrained(base_id, device_map="auto", torch_dtype=torch.float16 if torch.cuda.is_available() else torch.float32)
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tok = AutoTokenizer.from_pretrained(base_id)
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if tok.pad_token is None: tok.pad_token = tok.eos_token
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base.config.pad_token_id = tok.pad_token_id
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model = PeftModel.from_pretrained(base, "hunterbown/shannon-control-unit") # choose subfolder if needed
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```
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**Demo notebook:** [View on HuggingFace](https://huggingface.co/hunterbown/shannon-control-unit/blob/main/notebooks/SCU_Demo.ipynb) → Click "Open in Colab" button there
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---
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## Method (one screen)
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* **Target:** $S=\frac{\text{ParamBPT}}{\text{DataBPT}+\text{ParamBPT}}$
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* **Update:** $\lambda \leftarrow \lambda \cdot \exp(-(K_p\,\text{error}+K_i\,I))$, with $\text{error}=\hat S-S^*$
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* **ParamBPT:** quadratic term vs $\mathcal N(0,\sigma^2)$, **nats→bits**, normalized by fixed $N$ (per epoch/report window)
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**Why it helps:** You **dial a capacity share** $S^*$ and the loop enforces it across model size/data drift—no λ grid search.
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---
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## Licensing & IP
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* **Adapters/models:** Meta **Llama 3.2** Community License
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* **SCU training code:** **Apache-2.0**
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* **IP status:** U.S. **patent pending** (provisional filed September 2025)
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> Repro tips: block size 1024, batch 1, grad-accum 4, gradient checkpointing on, `use_cache=False`.
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1b-scu/adapter_config.json
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{
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"alpha_pattern": {},
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"auto_mapping": {
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"base_model_class": "LlamaForCausalLM",
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"parent_library": "transformers.models.llama.modeling_llama"
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},
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"base_model_name_or_path": "meta-llama/Llama-3.2-1B",
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"bias": "none",
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"corda_config": null,
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"eva_config": null,
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"exclude_modules": null,
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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_bias": false,
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"lora_dropout": 0.1,
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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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"qalora_group_size": 16,
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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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"v_proj",
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"k_proj",
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"o_proj"
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],
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"target_parameters": null,
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"task_type": null,
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"trainable_token_indices": null,
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"use_dora": false,
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"use_qalora": false,
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"use_rslora": false
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}
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1b-scu/adapter_model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:8480f5beca107008394abc5d9237129fda74eac4f6823759edee6144a30b0aa0
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size 13648488
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1b-scu/ce_kl_auto_metrics.jsonl
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{"step": 10, "mode": "ce_kl_auto", "data_bpt": 2.7318, "optimization_loss_bpt": 2.8517, "mdl_bpt": 2.778, "grad_norm": 0.1665, "param_bpt": 0.046212, "S_ratio": 0.0166, "lambda": 2.593742}
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{"step": 20, "mode": "ce_kl_auto", "data_bpt": 2.3077, "optimization_loss_bpt": 2.5889, "mdl_bpt": 2.3495, "grad_norm": 0.1423, "param_bpt": 0.041798, "S_ratio": 0.0178, "lambda": 6.7275}
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{"step": 30, "mode": "ce_kl_auto", "data_bpt": 1.5397, "optimization_loss_bpt": 1.8846, "mdl_bpt": 1.5742, "grad_norm": 0.1992, "param_bpt": 0.034493, "S_ratio": 0.0219, "lambda": 10.0}
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{"step": 40, "mode": "ce_kl_auto", "data_bpt": 2.5056, "optimization_loss_bpt": 2.7785, "mdl_bpt": 2.5329, "grad_norm": 0.142, "param_bpt": 0.027293, "S_ratio": 0.0108, "lambda": 10.0}
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{"step": 50, "mode": "ce_kl_auto", "data_bpt": 2.4712, "optimization_loss_bpt": 2.6931, "mdl_bpt": 2.4934, "grad_norm": 0.1489, "param_bpt": 0.022186, "S_ratio": 0.0089, "lambda": 10.0}
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{"step": 60, "mode": "ce_kl_auto", "data_bpt": 2.5114, "optimization_loss_bpt": 2.6997, "mdl_bpt": 2.5302, "grad_norm": 0.1531, "param_bpt": 0.018827, "S_ratio": 0.0074, "lambda": 10.0}
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{"step": 70, "mode": "ce_kl_auto", "data_bpt": 1.4309, "optimization_loss_bpt": 1.5956, "mdl_bpt": 1.4474, "grad_norm": 0.1411, "param_bpt": 0.016472, "S_ratio": 0.0114, "lambda": 10.0}
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{"step": 80, "mode": "ce_kl_auto", "data_bpt": 2.6609, "optimization_loss_bpt": 2.7446, "mdl_bpt": 2.6758, "grad_norm": 0.1338, "param_bpt": 0.014887, "S_ratio": 0.0056, "lambda": 5.621424}
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{"step": 90, "mode": "ce_kl_auto", "data_bpt": 2.2619, "optimization_loss_bpt": 2.304, "mdl_bpt": 2.2762, "grad_norm": 0.1457, "param_bpt": 0.014354, "S_ratio": 0.0063, "lambda": 2.936496}
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{"step": 100, "mode": "ce_kl_auto", "data_bpt": 1.6573, "optimization_loss_bpt": 1.6847, "mdl_bpt": 1.6718, "grad_norm": 0.1454, "param_bpt": 0.014511, "S_ratio": 0.0087, "lambda": 1.885071}
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{"step": 110, "mode": "ce_kl_auto", "data_bpt": 1.9088, "optimization_loss_bpt": 1.9312, "mdl_bpt": 1.9239, "grad_norm": 0.136, "param_bpt": 0.015122, "S_ratio": 0.0079, "lambda": 1.47983}
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{"step": 120, "mode": "ce_kl_auto", "data_bpt": 1.7561, "optimization_loss_bpt": 1.7741, "mdl_bpt": 1.7721, "grad_norm": 0.1701, "param_bpt": 0.015973, "S_ratio": 0.009, "lambda": 1.127144}
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{"step": 130, "mode": "ce_kl_auto", "data_bpt": 2.4639, "optimization_loss_bpt": 2.4706, "mdl_bpt": 2.4809, "grad_norm": 0.1715, "param_bpt": 0.017004, "S_ratio": 0.0069, "lambda": 0.393011}
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{"step": 140, "mode": "ce_kl_auto", "data_bpt": 2.054, "optimization_loss_bpt": 2.0565, "mdl_bpt": 2.0721, "grad_norm": 0.1865, "param_bpt": 0.018096, "S_ratio": 0.0087, "lambda": 0.137034}
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{"step": 150, "mode": "ce_kl_auto", "data_bpt": 2.6339, "optimization_loss_bpt": 2.6348, "mdl_bpt": 2.6532, "grad_norm": 0.1422, "param_bpt": 0.019254, "S_ratio": 0.0073, "lambda": 0.047781}
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{"step": 160, "mode": "ce_kl_auto", "data_bpt": 2.0235, "optimization_loss_bpt": 2.0242, "mdl_bpt": 2.044, "grad_norm": 0.1476, "param_bpt": 0.020475, "S_ratio": 0.01, "lambda": 0.034832}
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{"step": 170, "mode": "ce_kl_auto", "data_bpt": 2.5405, "optimization_loss_bpt": 2.5413, "mdl_bpt": 2.5622, "grad_norm": 0.1899, "param_bpt": 0.021699, "S_ratio": 0.0085, "lambda": 0.034832}
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{"step": 180, "mode": "ce_kl_auto", "data_bpt": 2.403, "optimization_loss_bpt": 2.4038, "mdl_bpt": 2.426, "grad_norm": 0.1741, "param_bpt": 0.023031, "S_ratio": 0.0095, "lambda": 0.034832}
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{"step": 190, "mode": "ce_kl_auto", "data_bpt": 2.2621, "optimization_loss_bpt": 2.2629, "mdl_bpt": 2.2864, "grad_norm": 0.1537, "param_bpt": 0.024352, "S_ratio": 0.0107, "lambda": 0.034832}
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{"step": 200, "mode": "ce_kl_auto", "data_bpt": 2.4402, "optimization_loss_bpt": 2.4411, "mdl_bpt": 2.4658, "grad_norm": 0.1595, "param_bpt": 0.025665, "S_ratio": 0.0104, "lambda": 0.034832}
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{"step": 210, "mode": "ce_kl_auto", "data_bpt": 2.3121, "optimization_loss_bpt": 2.3131, "mdl_bpt": 2.3391, "grad_norm": 0.1859, "param_bpt": 0.026968, "S_ratio": 0.0115, "lambda": 0.034832}
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{"step": 220, "mode": "ce_kl_auto", "data_bpt": 2.1364, "optimization_loss_bpt": 2.1375, "mdl_bpt": 2.1648, "grad_norm": 0.1607, "param_bpt": 0.028332, "S_ratio": 0.0131, "lambda": 0.037018}
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{"step": 230, "mode": "ce_kl_auto", "data_bpt": 2.8529, "optimization_loss_bpt": 2.8541, "mdl_bpt": 2.8826, "grad_norm": 0.1911, "param_bpt": 0.029676, "S_ratio": 0.0103, "lambda": 0.040473}
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{"step": 240, "mode": "ce_kl_auto", "data_bpt": 2.1626, "optimization_loss_bpt": 2.1639, "mdl_bpt": 2.1937, "grad_norm": 0.1936, "param_bpt": 0.031114, "S_ratio": 0.0142, "lambda": 0.041946}
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{"step": 250, "mode": "ce_kl_auto", "data_bpt": 0.6601, "optimization_loss_bpt": 0.6623, "mdl_bpt": 0.6927, "grad_norm": 0.134, "param_bpt": 0.032601, "S_ratio": 0.0471, "lambda": 0.068796}
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{"step": 260, "mode": "ce_kl_auto", "data_bpt": 2.5056, "optimization_loss_bpt": 2.5117, "mdl_bpt": 2.5396, "grad_norm": 0.1723, "param_bpt": 0.034028, "S_ratio": 0.0134, "lambda": 0.178439}
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{"step": 270, "mode": "ce_kl_auto", "data_bpt": 2.1665, "optimization_loss_bpt": 2.1828, "mdl_bpt": 2.2018, "grad_norm": 0.1907, "param_bpt": 0.035284, "S_ratio": 0.016, "lambda": 0.462824}
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1b-scu/config.json
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{
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"model_name": "meta-llama/Llama-3.2-1B",
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"output_dir": "models/scu_fixed_sigma_20250903_222442",
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"mode": "ce_kl_auto",
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"max_steps": 270,
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"max_epochs": 10,
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| 7 |
+
"num_epochs": null,
|
| 8 |
+
"batch_size": 1,
|
| 9 |
+
"gradient_accumulation_steps": 4,
|
| 10 |
+
"learning_rate": 0.0005,
|
| 11 |
+
"fp16": true,
|
| 12 |
+
"data_path": "training_data/train_512k.txt",
|
| 13 |
+
"sample_size": 2000000,
|
| 14 |
+
"lora_r": 16,
|
| 15 |
+
"lora_alpha": 32,
|
| 16 |
+
"prior_sigma": 0.1,
|
| 17 |
+
"target_S": 0.01,
|
| 18 |
+
"lam_init": 1.0,
|
| 19 |
+
"l2_weight": 0.1
|
| 20 |
+
}
|
1b-scu/control_plots.png
ADDED
|
1b-scu/mdl_ledger.jsonl
ADDED
|
@@ -0,0 +1,271 @@
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|
| 1 |
+
{"step": 0, "timestamp": 1756956284.8433568, "event": "genesis", "prior_sigma": 0.1, "q_sigma": 0.1, "target_S": 0.01, "band": [0.008, 0.012], "kp": 2.0, "ki": 0.5, "ema": 0.9, "lam_init": 1.0, "prev_hash": "", "hash": "36b7a680ea42f27b513bee80e1e6639c99d331100e7b316b7d6a81d1e1a73bcd"}
|
| 2 |
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{"timestamp": 1756956285.3453271, "tokens_seen": 0, "data_bpt": 2.4298, "param_bpt": 0.0552, "S": 0.0222, "lambda": 1.1, "log_lambda": 0.0953, "integral": 0.0061, "prev_hash": "36b7a680ea42f27b513bee80e1e6639c99d331100e7b316b7d6a81d1e1a73bcd", "hash": "bdd8c162e1bbade1b8b6f6044774e857542e8bccb74c9cb5b3bbc1e793d33b55"}
|
| 3 |
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{"timestamp": 1756956286.1767502, "tokens_seen": 1024, "data_bpt": 2.3872, "param_bpt": 0.0549, "S": 0.0225, "lambda": 1.21, "log_lambda": 0.1906, "integral": 0.0123, "prev_hash": "bdd8c162e1bbade1b8b6f6044774e857542e8bccb74c9cb5b3bbc1e793d33b55", "hash": "9013eda62ff97a153266dc14333f8fe52e55e0768ffab977afb02c5ee76be8a6"}
|
| 4 |
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{"timestamp": 1756956286.995583, "tokens_seen": 2048, "data_bpt": 2.3634, "param_bpt": 0.0544, "S": 0.0225, "lambda": 1.331, "log_lambda": 0.2859, "integral": 0.0185, "prev_hash": "9013eda62ff97a153266dc14333f8fe52e55e0768ffab977afb02c5ee76be8a6", "hash": "5737c2d012b8fe0398da3a272315da6c47bf812aa3630b06cb12f1b382538f90"}
|
| 5 |
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{"timestamp": 1756956287.819649, "tokens_seen": 3072, "data_bpt": 2.315, "param_bpt": 0.0539, "S": 0.0227, "lambda": 1.4641, "log_lambda": 0.3812, "integral": 0.0248, "prev_hash": "5737c2d012b8fe0398da3a272315da6c47bf812aa3630b06cb12f1b382538f90", "hash": "32e2fd7932a33ff7987d838f8da2e48ca5d5ce817bb7a7c44bd866f3cd426c59"}
|
| 6 |
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{"timestamp": 1756956288.638572, "tokens_seen": 4096, "data_bpt": 2.2887, "param_bpt": 0.0533, "S": 0.0228, "lambda": 1.61051, "log_lambda": 0.4766, "integral": 0.031, "prev_hash": "32e2fd7932a33ff7987d838f8da2e48ca5d5ce817bb7a7c44bd866f3cd426c59", "hash": "ab3aa938ca41fa6b9a56ef526d69fb23149c914408e614c54d0293454bf0483a"}
|
| 7 |
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{"timestamp": 1756956289.456819, "tokens_seen": 5120, "data_bpt": 2.3244, "param_bpt": 0.0528, "S": 0.0222, "lambda": 1.771561, "log_lambda": 0.5719, "integral": 0.037, "prev_hash": "ab3aa938ca41fa6b9a56ef526d69fb23149c914408e614c54d0293454bf0483a", "hash": "4de6215515f3094d094dff748ddded8962616c91c46538ca8a494d1f9ddcdf21"}
|
| 8 |
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{"timestamp": 1756956290.2765398, "tokens_seen": 6144, "data_bpt": 2.3214, "param_bpt": 0.0522, "S": 0.022, "lambda": 1.948717, "log_lambda": 0.6672, "integral": 0.0428, "prev_hash": "4de6215515f3094d094dff748ddded8962616c91c46538ca8a494d1f9ddcdf21", "hash": "c0c4c576861ef4e06ac2d35e2dfbf106e5e3f95fdc187ed4cbd6151696d16848"}
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| 9 |
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{"timestamp": 1756956291.106637, "tokens_seen": 7168, "data_bpt": 2.3431, "param_bpt": 0.0517, "S": 0.0216, "lambda": 2.143589, "log_lambda": 0.7625, "integral": 0.0484, "prev_hash": "c0c4c576861ef4e06ac2d35e2dfbf106e5e3f95fdc187ed4cbd6151696d16848", "hash": "fcb1a3ed1bc098e2dd12cf11b88ec8b25b9e3a83bcb3e60ed4f08470a05ea5e1"}
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| 10 |
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{"timestamp": 1756956291.928393, "tokens_seen": 8192, "data_bpt": 2.3353, "param_bpt": 0.0512, "S": 0.0215, "lambda": 2.357948, "log_lambda": 0.8578, "integral": 0.0539, "prev_hash": "fcb1a3ed1bc098e2dd12cf11b88ec8b25b9e3a83bcb3e60ed4f08470a05ea5e1", "hash": "39c3d35b0ba22bb22600b145f29e3ccbaf8d07d1539f0afdfd50a3c707290526"}
|
| 11 |
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{"timestamp": 1756956292.755662, "tokens_seen": 9216, "data_bpt": 2.3749, "param_bpt": 0.0507, "S": 0.0209, "lambda": 2.593742, "log_lambda": 0.9531, "integral": 0.0591, "prev_hash": "39c3d35b0ba22bb22600b145f29e3ccbaf8d07d1539f0afdfd50a3c707290526", "hash": "1e75747269c4b74b30cefbf18d6f254b54e89fff191a88d5f1e2fe937b8e1a81"}
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| 12 |
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{"timestamp": 1756956293.592757, "tokens_seen": 10240, "data_bpt": 2.3492, "param_bpt": 0.0502, "S": 0.0209, "lambda": 2.853117, "log_lambda": 1.0484, "integral": 0.0642, "prev_hash": "1e75747269c4b74b30cefbf18d6f254b54e89fff191a88d5f1e2fe937b8e1a81", "hash": "165dd5b525f489b1079d3ec5899bee66481f13af806ea56f52707d5659191fb1"}
|
| 13 |
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{"timestamp": 1756956294.420704, "tokens_seen": 11264, "data_bpt": 2.3545, "param_bpt": 0.0497, "S": 0.0207, "lambda": 3.138428, "log_lambda": 1.1437, "integral": 0.0693, "prev_hash": "165dd5b525f489b1079d3ec5899bee66481f13af806ea56f52707d5659191fb1", "hash": "9b561d9c453c57e2e34f044c2c821552ce33c5a62679a5102db46b8f49ff29be"}
|
| 14 |
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{"timestamp": 1756956295.242372, "tokens_seen": 12288, "data_bpt": 2.3399, "param_bpt": 0.0493, "S": 0.0206, "lambda": 3.452271, "log_lambda": 1.239, "integral": 0.0742, "prev_hash": "9b561d9c453c57e2e34f044c2c821552ce33c5a62679a5102db46b8f49ff29be", "hash": "4b17507280268d0f506a993cd8106b678fdd7ff7a9d39a9df51fa55720ec4e86"}
|
| 15 |
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{"timestamp": 1756956296.066338, "tokens_seen": 13312, "data_bpt": 2.3814, "param_bpt": 0.0488, "S": 0.0201, "lambda": 3.797498, "log_lambda": 1.3343, "integral": 0.0789, "prev_hash": "4b17507280268d0f506a993cd8106b678fdd7ff7a9d39a9df51fa55720ec4e86", "hash": "32848f999ee824a9233e2f36552fd286ac508c1e5434749104f91905ec93fed9"}
|
| 16 |
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{"timestamp": 1756956296.895282, "tokens_seen": 14336, "data_bpt": 2.4196, "param_bpt": 0.0484, "S": 0.0196, "lambda": 4.177248, "log_lambda": 1.4297, "integral": 0.0833, "prev_hash": "32848f999ee824a9233e2f36552fd286ac508c1e5434749104f91905ec93fed9", "hash": "47ce5eaa6126c895b0bbfbe1bb74ae1ee622db7c07e6caae0aa3bf9811edb778"}
|
| 17 |
+
{"timestamp": 1756956297.7158, "tokens_seen": 15360, "data_bpt": 2.3817, "param_bpt": 0.0479, "S": 0.0197, "lambda": 4.594973, "log_lambda": 1.525, "integral": 0.0877, "prev_hash": "47ce5eaa6126c895b0bbfbe1bb74ae1ee622db7c07e6caae0aa3bf9811edb778", "hash": "4b6dcf0107cb052e5318549ad1c4f8721b4e3178cd0a5b9ddf28f1d042b23a06"}
|
| 18 |
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{"timestamp": 1756956298.5381079, "tokens_seen": 16384, "data_bpt": 2.4062, "param_bpt": 0.0475, "S": 0.0193, "lambda": 5.05447, "log_lambda": 1.6203, "integral": 0.092, "prev_hash": "4b6dcf0107cb052e5318549ad1c4f8721b4e3178cd0a5b9ddf28f1d042b23a06", "hash": "69b1076fc0e679d91d7c904249c81210c0fb06a891f4d3a31514ebebfcb1ad25"}
|
| 19 |
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{"timestamp": 1756956299.3587599, "tokens_seen": 17408, "data_bpt": 2.4277, "param_bpt": 0.047, "S": 0.019, "lambda": 5.559917, "log_lambda": 1.7156, "integral": 0.096, "prev_hash": "69b1076fc0e679d91d7c904249c81210c0fb06a891f4d3a31514ebebfcb1ad25", "hash": "0e99efd349b893515855b23fcc8977da7768602c8686b94d35a34e553c78c532"}
|
| 20 |
+
{"timestamp": 1756956300.180533, "tokens_seen": 18432, "data_bpt": 2.4049, "param_bpt": 0.0465, "S": 0.019, "lambda": 6.115909, "log_lambda": 1.8109, "integral": 0.1, "prev_hash": "0e99efd349b893515855b23fcc8977da7768602c8686b94d35a34e553c78c532", "hash": "4b10bcf3be68aa7d4735d977366d6434f26451b4bcbd79ce2207199b2d7534fc"}
|
| 21 |
+
{"timestamp": 1756956301.004792, "tokens_seen": 19456, "data_bpt": 2.3951, "param_bpt": 0.0461, "S": 0.0189, "lambda": 6.7275, "log_lambda": 1.9062, "integral": 0.1039, "prev_hash": "4b10bcf3be68aa7d4735d977366d6434f26451b4bcbd79ce2207199b2d7534fc", "hash": "945c4224b19bf7f6b2068d251d2a6642950fc77199e9e71d9d1bf3990ef6cd4a"}
|
| 22 |
+
{"timestamp": 1756956301.8311198, "tokens_seen": 20480, "data_bpt": 2.4069, "param_bpt": 0.0456, "S": 0.0186, "lambda": 7.40025, "log_lambda": 2.0015, "integral": 0.1077, "prev_hash": "945c4224b19bf7f6b2068d251d2a6642950fc77199e9e71d9d1bf3990ef6cd4a", "hash": "39f40ccad183e2ebfcc26702b2406e0ca7c73e4aeec737b1608ca8d207170212"}
|
| 23 |
+
{"timestamp": 1756956302.657562, "tokens_seen": 21504, "data_bpt": 2.4088, "param_bpt": 0.0451, "S": 0.0184, "lambda": 8.140275, "log_lambda": 2.0968, "integral": 0.1114, "prev_hash": "39f40ccad183e2ebfcc26702b2406e0ca7c73e4aeec737b1608ca8d207170212", "hash": "e2b4bbc5e3754d653faf8807fa3fe0513f8519abac8fe4db96c5235cb2b8a312"}
|
| 24 |
+
{"timestamp": 1756956303.487573, "tokens_seen": 22528, "data_bpt": 2.4187, "param_bpt": 0.0446, "S": 0.0181, "lambda": 8.954302, "log_lambda": 2.1921, "integral": 0.1148, "prev_hash": "e2b4bbc5e3754d653faf8807fa3fe0513f8519abac8fe4db96c5235cb2b8a312", "hash": "f5864fafc46352001a8689478f207047310bbb29c1b5fab8265778f76839006f"}
|
| 25 |
+
{"timestamp": 1756956304.306166, "tokens_seen": 23552, "data_bpt": 2.4247, "param_bpt": 0.044, "S": 0.0178, "lambda": 9.849733, "log_lambda": 2.2874, "integral": 0.1182, "prev_hash": "f5864fafc46352001a8689478f207047310bbb29c1b5fab8265778f76839006f", "hash": "932c5c8069bd26c501bd3ad9149284244975015eb757d72437945641663126c3"}
|
| 26 |
+
{"timestamp": 1756956305.127827, "tokens_seen": 24576, "data_bpt": 2.3832, "param_bpt": 0.0435, "S": 0.0179, "lambda": 10.0, "log_lambda": 2.3026, "integral": 0.1176, "prev_hash": "932c5c8069bd26c501bd3ad9149284244975015eb757d72437945641663126c3", "hash": "45f981fdba227d6a63ef2a8ebb14bc68ca0997014bb270ae39a1fa666c0ba5f2"}
|
| 27 |
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{"timestamp": 1756956305.947367, "tokens_seen": 25600, "data_bpt": 2.3715, "param_bpt": 0.0429, "S": 0.0178, "lambda": 10.0, "log_lambda": 2.3026, "integral": 0.117, "prev_hash": "45f981fdba227d6a63ef2a8ebb14bc68ca0997014bb270ae39a1fa666c0ba5f2", "hash": "0d9bd97fbf75ab317661452fd020dc6cf17f08e4c8340f24b07d4ffda3acec25"}
|
| 28 |
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{"timestamp": 1756956306.7708302, "tokens_seen": 26624, "data_bpt": 2.3302, "param_bpt": 0.0423, "S": 0.0178, "lambda": 10.0, "log_lambda": 2.3026, "integral": 0.1164, "prev_hash": "0d9bd97fbf75ab317661452fd020dc6cf17f08e4c8340f24b07d4ffda3acec25", "hash": "4e917f35711cd52b2d97453b8ae985b472b0e47c8cce3e3bd828318a3366ae00"}
|
| 29 |
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{"timestamp": 1756956307.595265, "tokens_seen": 27648, "data_bpt": 2.3665, "param_bpt": 0.0417, "S": 0.0173, "lambda": 10.0, "log_lambda": 2.3026, "integral": 0.1158, "prev_hash": "4e917f35711cd52b2d97453b8ae985b472b0e47c8cce3e3bd828318a3366ae00", "hash": "69d63b89301a2da734f985d5d50576ef9a7a0820cd655fda9ad4cf52f1a680cd"}
|
| 30 |
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{"timestamp": 1756956308.4224682, "tokens_seen": 28672, "data_bpt": 2.4095, "param_bpt": 0.041, "S": 0.0167, "lambda": 10.0, "log_lambda": 2.3026, "integral": 0.1153, "prev_hash": "69d63b89301a2da734f985d5d50576ef9a7a0820cd655fda9ad4cf52f1a680cd", "hash": "d184034daba181bb6f53ebfc143d44f39d2d7ca8990a2105e9a0822dcb6d5c74"}
|
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{"timestamp": 1756956496.564916, "tokens_seen": 261120, "data_bpt": 2.2375, "param_bpt": 0.0322, "S": 0.0142, "lambda": 0.121876, "log_lambda": -2.1048, "integral": 0.0147, "prev_hash": "8471119fbffe4f45b604009123076a5d32f1f81e5e5372f80dc8d718753d5db9", "hash": "89c4cd6e59ae86e4bf6e0bfb28e00670da346aaea097c0f2e67db6f2e2f8fcea"}
|
| 258 |
+
{"timestamp": 1756956497.400756, "tokens_seen": 262144, "data_bpt": 2.2676, "param_bpt": 0.0323, "S": 0.014, "lambda": 0.134064, "log_lambda": -2.0094, "integral": 0.0167, "prev_hash": "89c4cd6e59ae86e4bf6e0bfb28e00670da346aaea097c0f2e67db6f2e2f8fcea", "hash": "88f1912c02705c78d547b2ae1408052a90a548990b5c64c23f78cfcbdad8f4dd"}
|
| 259 |
+
{"timestamp": 1756956498.2225752, "tokens_seen": 263168, "data_bpt": 2.2632, "param_bpt": 0.0324, "S": 0.0141, "lambda": 0.14747, "log_lambda": -1.9141, "integral": 0.0187, "prev_hash": "88f1912c02705c78d547b2ae1408052a90a548990b5c64c23f78cfcbdad8f4dd", "hash": "7b8cd2a0878574b526658135f84cc02c0ed110968828589e2b72a3836b1554bc"}
|
| 260 |
+
{"timestamp": 1756956499.0532942, "tokens_seen": 264192, "data_bpt": 2.2593, "param_bpt": 0.0326, "S": 0.0142, "lambda": 0.162217, "log_lambda": -1.8188, "integral": 0.0207, "prev_hash": "7b8cd2a0878574b526658135f84cc02c0ed110968828589e2b72a3836b1554bc", "hash": "f36c04647d77aa5ea8f21915d65bbc444339edc0e464dbec62efa111033f0091"}
|
| 261 |
+
{"timestamp": 1756956499.875736, "tokens_seen": 265216, "data_bpt": 2.2839, "param_bpt": 0.0327, "S": 0.0141, "lambda": 0.178439, "log_lambda": -1.7235, "integral": 0.0226, "prev_hash": "f36c04647d77aa5ea8f21915d65bbc444339edc0e464dbec62efa111033f0091", "hash": "f614483ffc0e796ac818e1396ce946e148387252db192094e45971607363c90f"}
|
| 262 |
+
{"timestamp": 1756956500.707028, "tokens_seen": 266240, "data_bpt": 2.1882, "param_bpt": 0.0329, "S": 0.0148, "lambda": 0.196283, "log_lambda": -1.6282, "integral": 0.0249, "prev_hash": "f614483ffc0e796ac818e1396ce946e148387252db192094e45971607363c90f", "hash": "e15ee3b45c4be040d5499e0d4ee35c14a50357addca6d3fc1f5a637ee0e85b9f"}
|
| 263 |
+
{"timestamp": 1756956501.529675, "tokens_seen": 267264, "data_bpt": 2.14, "param_bpt": 0.033, "S": 0.0152, "lambda": 0.215911, "log_lambda": -1.5329, "integral": 0.0274, "prev_hash": "e15ee3b45c4be040d5499e0d4ee35c14a50357addca6d3fc1f5a637ee0e85b9f", "hash": "739e6f75f040d53d8912f3f99bf3dded81344f4791f388e6b9704a9cb169877e"}
|
| 264 |
+
{"timestamp": 1756956502.354553, "tokens_seen": 268288, "data_bpt": 2.1286, "param_bpt": 0.0332, "S": 0.0153, "lambda": 0.237502, "log_lambda": -1.4376, "integral": 0.0299, "prev_hash": "739e6f75f040d53d8912f3f99bf3dded81344f4791f388e6b9704a9cb169877e", "hash": "061c342b007ce5749fd80a7f21eb9320d37ebf5d1a7e653d4e7de201d1dfb307"}
|
| 265 |
+
{"timestamp": 1756956503.1780999, "tokens_seen": 269312, "data_bpt": 2.1704, "param_bpt": 0.0333, "S": 0.0151, "lambda": 0.261252, "log_lambda": -1.3423, "integral": 0.0323, "prev_hash": "061c342b007ce5749fd80a7f21eb9320d37ebf5d1a7e653d4e7de201d1dfb307", "hash": "c35ed016e6fbfaef132cf7413c51eccfa20bea1d804888720dd0fbfbfedf665a"}
|
| 266 |
+
{"timestamp": 1756956504.0015528, "tokens_seen": 270336, "data_bpt": 2.1232, "param_bpt": 0.0334, "S": 0.0155, "lambda": 0.287377, "log_lambda": -1.247, "integral": 0.0349, "prev_hash": "c35ed016e6fbfaef132cf7413c51eccfa20bea1d804888720dd0fbfbfedf665a", "hash": "b6c0f573ff640ebe3cd90097340f889ae686fb95b9275cb11e1b4c46d75e74d9"}
|
| 267 |
+
{"timestamp": 1756956504.833131, "tokens_seen": 271360, "data_bpt": 2.114, "param_bpt": 0.0336, "S": 0.0156, "lambda": 0.316115, "log_lambda": -1.1516, "integral": 0.0376, "prev_hash": "b6c0f573ff640ebe3cd90097340f889ae686fb95b9275cb11e1b4c46d75e74d9", "hash": "f6d84aaba3f6ef3d4efdb60ace514bb15342084c8b82dc06423a38e7ccaa2d09"}
|
| 268 |
+
{"timestamp": 1756956505.654978, "tokens_seen": 272384, "data_bpt": 2.1241, "param_bpt": 0.0337, "S": 0.0156, "lambda": 0.347727, "log_lambda": -1.0563, "integral": 0.0402, "prev_hash": "f6d84aaba3f6ef3d4efdb60ace514bb15342084c8b82dc06423a38e7ccaa2d09", "hash": "40b5b97b0d980372807d886ff5a9e2d66b13e118730d43d289bbe577ced94d04"}
|
| 269 |
+
{"timestamp": 1756956506.488105, "tokens_seen": 273408, "data_bpt": 2.1466, "param_bpt": 0.0338, "S": 0.0155, "lambda": 0.382499, "log_lambda": -0.961, "integral": 0.0428, "prev_hash": "40b5b97b0d980372807d886ff5a9e2d66b13e118730d43d289bbe577ced94d04", "hash": "0989f27ffd0f60c8264e460f30cd3b24c9c3c8617b436df6093a9ee50a094f02"}
|
| 270 |
+
{"timestamp": 1756956507.313285, "tokens_seen": 274432, "data_bpt": 2.098, "param_bpt": 0.034, "S": 0.0159, "lambda": 0.420749, "log_lambda": -0.8657, "integral": 0.0455, "prev_hash": "0989f27ffd0f60c8264e460f30cd3b24c9c3c8617b436df6093a9ee50a094f02", "hash": "ca600d4978bdbd73d0bfb3a82662468d31213c79b9954a0d64ba110fff0d7590"}
|
| 271 |
+
{"timestamp": 1756956508.1355221, "tokens_seen": 275456, "data_bpt": 2.1048, "param_bpt": 0.0341, "S": 0.0159, "lambda": 0.462824, "log_lambda": -0.7704, "integral": 0.0483, "prev_hash": "ca600d4978bdbd73d0bfb3a82662468d31213c79b9954a0d64ba110fff0d7590", "hash": "0d008128758f14a8927df76c0b903be9399ffb79cb0691fa456298752faa7d9c"}
|
1b-scu/special_tokens_map.json
ADDED
|
@@ -0,0 +1,17 @@
|
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|
| 1 |
+
{
|
| 2 |
+
"bos_token": {
|
| 3 |
+
"content": "<|begin_of_text|>",
|
| 4 |
+
"lstrip": false,
|
| 5 |
+
"normalized": false,
|
| 6 |
+
"rstrip": false,
|
| 7 |
+
"single_word": false
|
| 8 |
+
},
|
| 9 |
+
"eos_token": {
|
| 10 |
+
"content": "<|end_of_text|>",
|
| 11 |
+
"lstrip": false,
|
| 12 |
+
"normalized": false,
|
| 13 |
+
"rstrip": false,
|
| 14 |
+
"single_word": false
|
| 15 |
+
},
|
| 16 |
+
"pad_token": "<|end_of_text|>"
|
| 17 |
+
}
|
1b-scu/tokenizer.json
ADDED
|
@@ -0,0 +1,3 @@
|
|
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|
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|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:76cfe2f054560aae896b2b75e273dc97a39e304d4ad19c44a9727a1d6b33c4cc
|
| 3 |
+
size 17210021
|
1b-scu/tokenizer_config.json
ADDED
|
@@ -0,0 +1,2063 @@
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|
| 1 |
+
{
|
| 2 |
+
"added_tokens_decoder": {
|
| 3 |
+
"128000": {
|
| 4 |
+
"content": "<|begin_of_text|>",
|
| 5 |
+
"lstrip": false,
|
| 6 |
+
"normalized": false,
|
| 7 |
+
"rstrip": false,
|
| 8 |
+
"single_word": false,
|
| 9 |
+
"special": true
|
| 10 |
+
},
|
| 11 |
+
"128001": {
|
| 12 |
+
"content": "<|end_of_text|>",
|
| 13 |
+
"lstrip": false,
|
| 14 |
+
"normalized": false,
|
| 15 |
+
"rstrip": false,
|
| 16 |
+
"single_word": false,
|
| 17 |
+
"special": true
|
| 18 |
+
},
|
| 19 |
+
"128002": {
|
| 20 |
+
"content": "<|reserved_special_token_0|>",
|
| 21 |
+
"lstrip": false,
|
| 22 |
+
"normalized": false,
|
| 23 |
+
"rstrip": false,
|
| 24 |
+
"single_word": false,
|
| 25 |
+
"special": true
|
| 26 |
+
},
|
| 27 |
+
"128003": {
|
| 28 |
+
"content": "<|reserved_special_token_1|>",
|
| 29 |
+
"lstrip": false,
|
| 30 |
+
"normalized": false,
|
| 31 |
+
"rstrip": false,
|
| 32 |
+
"single_word": false,
|
| 33 |
+
"special": true
|
| 34 |
+
},
|
| 35 |
+
"128004": {
|
| 36 |
+
"content": "<|finetune_right_pad_id|>",
|
| 37 |
+
"lstrip": false,
|
| 38 |
+
"normalized": false,
|
| 39 |
+
"rstrip": false,
|
| 40 |
+
"single_word": false,
|
| 41 |
+
"special": true
|
| 42 |
+
},
|
| 43 |
+
"128005": {
|
| 44 |
+
"content": "<|reserved_special_token_2|>",
|
| 45 |
+
"lstrip": false,
|
| 46 |
+
"normalized": false,
|
| 47 |
+
"rstrip": false,
|
| 48 |
+
"single_word": false,
|
| 49 |
+
"special": true
|
| 50 |
+
},
|
| 51 |
+
"128006": {
|
| 52 |
+
"content": "<|start_header_id|>",
|
| 53 |
+
"lstrip": false,
|
| 54 |
+
"normalized": false,
|
| 55 |
+
"rstrip": false,
|
| 56 |
+
"single_word": false,
|
| 57 |
+
"special": true
|
| 58 |
+
},
|
| 59 |
+
"128007": {
|
| 60 |
+
"content": "<|end_header_id|>",
|
| 61 |
+
"lstrip": false,
|
| 62 |
+
"normalized": false,
|
| 63 |
+
"rstrip": false,
|
| 64 |
+
"single_word": false,
|
| 65 |
+
"special": true
|
| 66 |
+
},
|
| 67 |
+
"128008": {
|
| 68 |
+
"content": "<|eom_id|>",
|
| 69 |
+
"lstrip": false,
|
| 70 |
+
"normalized": false,
|
| 71 |
+
"rstrip": false,
|
| 72 |
+
"single_word": false,
|
| 73 |
+
"special": true
|
| 74 |
+
},
|
| 75 |
+
"128009": {
|
| 76 |
+
"content": "<|eot_id|>",
|
| 77 |
+
"lstrip": false,
|
| 78 |
+
"normalized": false,
|
| 79 |
+
"rstrip": false,
|
| 80 |
+
"single_word": false,
|
| 81 |
+
"special": true
|
| 82 |
+
},
|
| 83 |
+
"128010": {
|
| 84 |
+
"content": "<|python_tag|>",
|
| 85 |
+
"lstrip": false,
|
| 86 |
+
"normalized": false,
|
| 87 |
+
"rstrip": false,
|
| 88 |
+
"single_word": false,
|
| 89 |
+
"special": true
|
| 90 |
+
},
|
| 91 |
+
"128011": {
|
| 92 |
+
"content": "<|reserved_special_token_3|>",
|
| 93 |
+
"lstrip": false,
|
| 94 |
+
"normalized": false,
|
| 95 |
+
"rstrip": false,
|
| 96 |
+
"single_word": false,
|
| 97 |
+
"special": true
|
| 98 |
+
},
|
| 99 |
+
"128012": {
|
| 100 |
+
"content": "<|reserved_special_token_4|>",
|
| 101 |
+
"lstrip": false,
|
| 102 |
+
"normalized": false,
|
| 103 |
+
"rstrip": false,
|
| 104 |
+
"single_word": false,
|
| 105 |
+
"special": true
|
| 106 |
+
},
|
| 107 |
+
"128013": {
|
| 108 |
+
"content": "<|reserved_special_token_5|>",
|
| 109 |
+
"lstrip": false,
|
| 110 |
+
"normalized": false,
|
| 111 |
+
"rstrip": false,
|
| 112 |
+
"single_word": false,
|
| 113 |
+
"special": true
|
| 114 |
+
},
|
| 115 |
+
"128014": {
|
| 116 |
+
"content": "<|reserved_special_token_6|>",
|
| 117 |
+
"lstrip": false,
|
| 118 |
+
"normalized": false,
|
| 119 |
+
"rstrip": false,
|
| 120 |
+
"single_word": false,
|
| 121 |
+
"special": true
|
| 122 |
+
},
|
| 123 |
+
"128015": {
|
| 124 |
+
"content": "<|reserved_special_token_7|>",
|
| 125 |
+
"lstrip": false,
|
| 126 |
+
"normalized": false,
|
| 127 |
+
"rstrip": false,
|
| 128 |
+
"single_word": false,
|
| 129 |
+
"special": true
|
| 130 |
+
},
|
| 131 |
+
"128016": {
|
| 132 |
+
"content": "<|reserved_special_token_8|>",
|
| 133 |
+
"lstrip": false,
|
| 134 |
+
"normalized": false,
|
| 135 |
+
"rstrip": false,
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| 1817 |
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| 1818 |
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| 1820 |
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| 1821 |
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| 1824 |
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| 1825 |
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| 1826 |
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| 1827 |
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|
| 1828 |
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| 1829 |
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|
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|
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|
| 1833 |
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| 1834 |
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| 1835 |
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|
| 1836 |
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| 1837 |
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| 1838 |
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|
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|
| 1841 |
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|
| 1842 |
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| 1843 |
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|
| 1844 |
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|
| 1845 |
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|
| 1848 |
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|
| 1849 |
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| 1850 |
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| 1851 |
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| 1858 |
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| 1859 |
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|
| 1860 |
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|
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| 1868 |
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| 1882 |
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|
| 1884 |
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| 1885 |
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| 1889 |
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| 1890 |
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| 1892 |
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|
| 1897 |
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| 1898 |
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| 1899 |
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|
| 1900 |
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|
| 1901 |
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| 1902 |
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| 1904 |
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| 1905 |
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| 1906 |
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| 1907 |
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| 1908 |
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| 1909 |
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| 1913 |
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| 1914 |
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| 1915 |
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| 1916 |
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| 1917 |
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| 1920 |
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| 1921 |
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| 1922 |
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| 1923 |
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| 1924 |
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| 1925 |
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| 1928 |
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| 1929 |
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| 1930 |
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| 1931 |
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| 1932 |
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| 1933 |
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| 1938 |
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| 1939 |
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| 1940 |
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| 1948 |
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| 1949 |
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| 1952 |
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| 1953 |
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| 1954 |
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| 1955 |
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| 1956 |
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| 1957 |
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| 1958 |
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| 1959 |
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| 1960 |
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| 1961 |
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| 1962 |
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| 1963 |
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| 1964 |
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| 1965 |
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| 1966 |
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| 1967 |
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|
| 1968 |
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| 1969 |
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| 1970 |
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| 1971 |
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| 1972 |
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| 1973 |
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| 1977 |
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| 1978 |
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| 1979 |
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| 1980 |
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| 1981 |
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| 1982 |
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| 1983 |
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|
| 1984 |
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|
| 1985 |
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|
| 1986 |
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| 1987 |
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| 1988 |
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| 1989 |
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| 1990 |
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|
| 1991 |
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|
| 1992 |
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| 1993 |
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| 1994 |
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| 1995 |
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|
| 1996 |
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| 1997 |
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| 1998 |
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|
| 1999 |
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|
| 2000 |
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|
| 2001 |
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|
| 2002 |
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| 2003 |
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| 2004 |
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|
| 2010 |
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| 2011 |
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| 2012 |
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| 2013 |
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|
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|
| 2017 |
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|
| 2018 |
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|
| 2019 |
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"128252": {
|
| 2020 |
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"content": "<|reserved_special_token_244|>",
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| 2021 |
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|
| 2022 |
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|
| 2023 |
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|
| 2024 |
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|
| 2025 |
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|
| 2026 |
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| 2027 |
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|
| 2028 |
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| 2029 |
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|
| 2030 |
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|
| 2031 |
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|
| 2032 |
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|
| 2033 |
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| 2034 |
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| 2035 |
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| 2036 |
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| 2037 |
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| 2038 |
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|
| 2039 |
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|
| 2040 |
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| 2041 |
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| 2042 |
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| 2043 |
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| 2044 |
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|
| 2048 |
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|
| 2049 |
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|
| 2050 |
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|
| 2051 |
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},
|
| 2052 |
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"bos_token": "<|begin_of_text|>",
|
| 2053 |
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|
| 2054 |
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"eos_token": "<|end_of_text|>",
|
| 2055 |
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"extra_special_tokens": {},
|
| 2056 |
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|
| 2057 |
+
"input_ids",
|
| 2058 |
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"attention_mask"
|
| 2059 |
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],
|
| 2060 |
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|
| 2061 |
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"pad_token": "<|end_of_text|>",
|
| 2062 |
+
"tokenizer_class": "PreTrainedTokenizerFast"
|
| 2063 |
+
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|
1b-scu/training_summary.json
ADDED
|
@@ -0,0 +1,19 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"mode": "ce_kl_auto",
|
| 3 |
+
"model": "meta-llama/Llama-3.2-1B",
|
| 4 |
+
"steps": 270,
|
| 5 |
+
"N_tokens": 445718,
|
| 6 |
+
"target_S": 0.01,
|
| 7 |
+
"final_metrics": {
|
| 8 |
+
"data_bpt": 2.1664955498827014,
|
| 9 |
+
"param_bpt": 0.03528421491730657,
|
| 10 |
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"total_bpt": 2.201779764800008,
|
| 11 |
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"S_ratio": 0.016025315284206688,
|
| 12 |
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"lambda": 0.46282422077910096
|
| 13 |
+
},
|
| 14 |
+
"avg_last_100": {
|
| 15 |
+
"data_bpt": 2.297084885769371,
|
| 16 |
+
"total_bpt": 2.3255800839060363,
|
| 17 |
+
"S_ratio": 0.01281555231171954
|
| 18 |
+
}
|
| 19 |
+
}
|
1b-scu/validation_results.json
ADDED
|
@@ -0,0 +1,16 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"base": {
|
| 3 |
+
"bpt": 3.9199,
|
| 4 |
+
"perplexity": 15.14
|
| 5 |
+
},
|
| 6 |
+
"scu_trained": {
|
| 7 |
+
"bpt": 3.6761,
|
| 8 |
+
"perplexity": 12.78,
|
| 9 |
+
"adapter_path": "models/scu_fixed_sigma_20250903_222442"
|
| 10 |
+
},
|
| 11 |
+
"improvement": {
|
| 12 |
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"delta_bpt": 0.2438,
|
| 13 |
+
"percent": 6.22,
|
| 14 |
+
"better": true
|
| 15 |
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}
|
| 16 |
+
}
|