Add Figure 15 seed-grid adapters

README.md

@@ -10,7 +10,7 @@ tags:
 
 This repository contains public weight artifacts for the experiments in `ArthurConmy/hereditary`.
 
-Artifact count: 77.
+Artifact count: 89.
 
 - `tinker/`: Tinker sampler PEFT/LoRA adapter exports referenced by repo scripts and run logs.
 - `local-adapters/`: local Unsloth/PEFT adapter checkpoints from `/workspace/hereditary/results_fullft_local`.

docs/huggingface_weights.md

@@ -100,6 +100,33 @@ Hugging Face account: [https://huggingface.co/ArthurConmy](https://huggingface.c
 | 76 | `tinker/qwen3.5-9b-base-gemma-4-31b-it-20k-think-hot` | `tinker_adapter` | `Qwen/Qwen3.5-9B-Base` | [folder](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-gemma-4-31b-it-20k-think-hot) | `tinker://5e95bc5f-4354-5290-be04-62f44aa5efa4:train:0/sampler_weights/qwen3.5-9b-base_gemma-4-31b-it_20k_think_hot-sampler` |
 | 77 | `tinker/qwen3.5-9b-base-jbml-restricted-1ep` | `tinker_adapter` | `Qwen/Qwen3.5-9B-Base` | [folder](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-jbml-restricted-1ep) | `tinker://cc7f9577-3ab4-5c7e-9b8f-89202ae56f95:train:0/sampler_weights/qwen3.5-9b-base_jbml_restricted_1ep-sampler` |
 
+| 78 | `tinker/qwen3.5-9b-base-20k-hot-1ep-ts7` | `tinker_adapter` | `Qwen/Qwen3.5-9B-Base` | [folder](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-1ep-ts7) | `tinker://28460f80-f019-59b4-89cb-a521b8a14a2b:train:0/sampler_weights/qwen3.5-9b-base_20k_hot_1ep_ts7-sampler` |
+| 79 | `tinker/qwen3.5-9b-base-20k-hot-1ep-ts19` | `tinker_adapter` | `Qwen/Qwen3.5-9B-Base` | [folder](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-1ep-ts19) | `tinker://dcf2b8ee-0b90-5c51-bb39-8c57f8c3cf0e:train:0/sampler_weights/qwen3.5-9b-base_20k_hot_1ep_ts19-sampler` |
+| 80 | `tinker/qwen3.5-9b-base-20k-hot-1ep-ts91` | `tinker_adapter` | `Qwen/Qwen3.5-9B-Base` | [folder](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-1ep-ts91) | `tinker://391de1f0-db47-5738-90ea-1b6b56aec919:train:0/sampler_weights/qwen3.5-9b-base_20k_hot_1ep_ts91-sampler` |
+| 81 | `tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts7` | `tinker_adapter` | `Qwen/Qwen3.5-9B-Base` | [folder](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts7) | `tinker://e0ca5966-8ffd-5356-9426-90892327b749:train:0/sampler_weights/qwen3.5-9b-base_20k_hot_nodep_1ep_ts7-sampler` |
+| 82 | `tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts19` | `tinker_adapter` | `Qwen/Qwen3.5-9B-Base` | [folder](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts19) | `tinker://455fd8d0-6e03-5731-ab1c-2336b0721e7d:train:0/sampler_weights/qwen3.5-9b-base_20k_hot_nodep_1ep_ts19-sampler` |
+| 83 | `tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts91` | `tinker_adapter` | `Qwen/Qwen3.5-9B-Base` | [folder](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts91) | `tinker://eb4222c5-f9f4-5614-80a4-d7ca8f84c478:train:0/sampler_weights/qwen3.5-9b-base_20k_hot_nodep_1ep_ts91-sampler` |
+| 84 | `tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts7` | `tinker_adapter` | `Qwen/Qwen3.5-9B-Base` | [folder](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts7) | `tinker://076ff097-ffb9-5ff8-a377-8c8c72657d54:train:0/sampler_weights/qwen3.5-9b-base_20k_hot_nodep_union_1ep_ts7-sampler` |
+| 85 | `tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts19` | `tinker_adapter` | `Qwen/Qwen3.5-9B-Base` | [folder](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts19) | `tinker://2562cd5a-686f-5189-a968-1b11ad048b79:train:0/sampler_weights/qwen3.5-9b-base_20k_hot_nodep_union_1ep_ts19-sampler` |
+| 86 | `tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts91` | `tinker_adapter` | `Qwen/Qwen3.5-9B-Base` | [folder](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts91) | `tinker://32e0aef8-3478-5642-af77-7fa3566af844:train:0/sampler_weights/qwen3.5-9b-base_20k_hot_nodep_union_1ep_ts91-sampler` |
+| 87 | `tinker/qwen3.5-9b-base-from-llama-3.1-70b-20k-hot-1ep-ts7` | `tinker_adapter` | `Qwen/Qwen3.5-9B-Base` | [folder](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-from-llama-3.1-70b-20k-hot-1ep-ts7) | `tinker://2e17a879-0217-5a91-91fb-41afc9a9f2f4:train:0/sampler_weights/qwen3.5-9b-base_from_llama-3.1-70b_20k_hot_1ep_ts7-sampler` |
+| 88 | `tinker/qwen3.5-9b-base-from-llama-3.1-70b-20k-hot-1ep-ts19` | `tinker_adapter` | `Qwen/Qwen3.5-9B-Base` | [folder](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-from-llama-3.1-70b-20k-hot-1ep-ts19) | `tinker://45da54b1-0984-51a6-bd9e-7b883dcb6198:train:0/sampler_weights/qwen3.5-9b-base_from_llama-3.1-70b_20k_hot_1ep_ts19-sampler` |
+| 89 | `tinker/qwen3.5-9b-base-from-llama-3.1-70b-20k-hot-1ep-ts91` | `tinker_adapter` | `Qwen/Qwen3.5-9B-Base` | [folder](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-from-llama-3.1-70b-20k-hot-1ep-ts91) | `tinker://09b972df-4b6b-534b-9a29-7bab29af9669:train:0/sampler_weights/qwen3.5-9b-base_from_llama-3.1-70b_20k_hot_1ep_ts91-sampler` |
+
+## Figure 15 / Negative-Emotion Union-Filtering Weights
+
+Figure 15 (`post_figures/negative_emotion_union.png`, generated by `scripts/plot_post_negemo_union.py`) pools a 5-training-seed x 5-eval-draw grid for the main 1-epoch arms. The corresponding open adapter weights are:
+
+| Figure 15 arm | Training seeds represented | Hugging Face artifacts |
+|---|---|---|
+| Qwen<-Gemma unfiltered, 1 epoch | 42, 123, 7, 19, 91 | [ts42](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-1ep); [ts123](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-1ep-ts123); [ts7](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-1ep-ts7); [ts19](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-1ep-ts19); [ts91](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-1ep-ts91) |
+| Qwen<-Gemma negative-emotion filtered, 1 epoch | 42, 123, 7, 19, 91 | [ts42](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-1ep); [ts123](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts123); [ts7](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts7); [ts19](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts19); [ts91](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts91) |
+| Qwen<-Gemma UNION-filtered, 3 passes, 1 epoch | 42, 123, 7, 19, 91 | [ts42](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep); [ts123](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts123); [ts7](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts7); [ts19](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts19); [ts91](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts91) |
+| Qwen<-Gemma UNION-filtered, 3 passes, 2 epochs | 42, 123 | [ts42](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-union-2ep); [ts123](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-union-2ep-ts123) |
+| Qwen<-Llama-3.1-70B control teacher, 1 epoch | 42, 123, 7, 19, 91 | [ts42](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-from-llama-3.1-70b-20k-hot-1ep); [ts123](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-from-llama-3.1-70b-20k-hot-1ep-ts123-49a913be); [ts7](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-from-llama-3.1-70b-20k-hot-1ep-ts7); [ts19](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-from-llama-3.1-70b-20k-hot-1ep-ts19); [ts91](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-from-llama-3.1-70b-20k-hot-1ep-ts91) |
+
+The `ts123-49a913be` Llama-control artifact is the one tied to `/workspace/.cache/retrain_from_llama-3.1-70b_20k_hot_1ep_ts123.train.log`. A second ts123 Llama-control export (`tinker/qwen3.5-9b-base-from-llama-3.1-70b-20k-hot-1ep-ts123-773a6fee`) is retained in the full artifact table for provenance but is not the Figure 15 run.
+
 ## Local Aliases Not Uploaded Separately
 
 | Local path | Documented by HF artifact | Note |

tinker/qwen3.5-9b-base-20k-hot-1ep-ts19/README.md

@@ -0,0 +1,17 @@
+---
+tags:
+- hereditary
+- reward-hacking
+- peft
+- lora
+---
+
+# qwen3.5-9b-base-20k-hot-1ep-ts19
+
+- Hugging Face folder: [https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-1ep-ts19](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-1ep-ts19)
+- Artifact kind: `tinker_adapter`
+- Base model: `Qwen/Qwen3.5-9B-Base`
+- Task/recipe hint: negative-emotion / depression distillation; Figure 15 seed-grid adapter
+- Original source: `tinker://dcf2b8ee-0b90-5c51-bb39-8c57f8c3cf0e:train:0/sampler_weights/qwen3.5-9b-base_20k_hot_1ep_ts19-sampler`
+
+For adapter folders, load the listed base model separately and apply this PEFT/LoRA adapter. Third-party base model weights are not duplicated in adapter folders.

tinker/qwen3.5-9b-base-20k-hot-1ep-ts19/adapter_config.json

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+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": null,
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": false,
+  "init_lora_weights": true,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "peft_type": "LORA",
+  "peft_version": "0.18.1",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": "all-linear",
+  "target_parameters": null,
+  "task_type": "CAUSAL_LM",
+  "trainable_token_indices": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false
+}

tinker/qwen3.5-9b-base-20k-hot-1ep-ts19/adapter_model.safetensors

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+size 346098104

tinker/qwen3.5-9b-base-20k-hot-1ep-ts19/source_info.json

@@ -0,0 +1,10 @@
+{
+  "kind": "tinker_adapter",
+  "name": "qwen3.5-9b-base_20k_hot_1ep_ts19",
+  "source": "tinker://dcf2b8ee-0b90-5c51-bb39-8c57f8c3cf0e:train:0/sampler_weights/qwen3.5-9b-base_20k_hot_1ep_ts19-sampler",
+  "path_in_repo": "tinker/qwen3.5-9b-base-20k-hot-1ep-ts19",
+  "base_model": "Qwen/Qwen3.5-9B-Base",
+  "task": "negative-emotion / depression distillation; Figure 15 seed-grid adapter",
+  "marker": "tinker/qwen3.5-9b-base-20k-hot-1ep-ts19/adapter_model.safetensors",
+  "hf_url": "https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-1ep-ts19"
+}

tinker/qwen3.5-9b-base-20k-hot-1ep-ts7/README.md

@@ -0,0 +1,17 @@
+---
+tags:
+- hereditary
+- reward-hacking
+- peft
+- lora
+---
+
+# qwen3.5-9b-base-20k-hot-1ep-ts7
+
+- Hugging Face folder: [https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-1ep-ts7](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-1ep-ts7)
+- Artifact kind: `tinker_adapter`
+- Base model: `Qwen/Qwen3.5-9B-Base`
+- Task/recipe hint: negative-emotion / depression distillation; Figure 15 seed-grid adapter
+- Original source: `tinker://28460f80-f019-59b4-89cb-a521b8a14a2b:train:0/sampler_weights/qwen3.5-9b-base_20k_hot_1ep_ts7-sampler`
+
+For adapter folders, load the listed base model separately and apply this PEFT/LoRA adapter. Third-party base model weights are not duplicated in adapter folders.

tinker/qwen3.5-9b-base-20k-hot-1ep-ts7/adapter_config.json

@@ -0,0 +1,38 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": null,
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": false,
+  "init_lora_weights": true,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "peft_type": "LORA",
+  "peft_version": "0.18.1",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": "all-linear",
+  "target_parameters": null,
+  "task_type": "CAUSAL_LM",
+  "trainable_token_indices": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false
+}

tinker/qwen3.5-9b-base-20k-hot-1ep-ts7/adapter_model.safetensors

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tinker/qwen3.5-9b-base-20k-hot-1ep-ts7/source_info.json

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+{
+  "kind": "tinker_adapter",
+  "name": "qwen3.5-9b-base_20k_hot_1ep_ts7",
+  "source": "tinker://28460f80-f019-59b4-89cb-a521b8a14a2b:train:0/sampler_weights/qwen3.5-9b-base_20k_hot_1ep_ts7-sampler",
+  "path_in_repo": "tinker/qwen3.5-9b-base-20k-hot-1ep-ts7",
+  "base_model": "Qwen/Qwen3.5-9B-Base",
+  "task": "negative-emotion / depression distillation; Figure 15 seed-grid adapter",
+  "marker": "tinker/qwen3.5-9b-base-20k-hot-1ep-ts7/adapter_model.safetensors",
+  "hf_url": "https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-1ep-ts7"
+}

tinker/qwen3.5-9b-base-20k-hot-1ep-ts91/README.md

@@ -0,0 +1,17 @@
+---
+tags:
+- hereditary
+- reward-hacking
+- peft
+- lora
+---
+
+# qwen3.5-9b-base-20k-hot-1ep-ts91
+
+- Hugging Face folder: [https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-1ep-ts91](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-1ep-ts91)
+- Artifact kind: `tinker_adapter`
+- Base model: `Qwen/Qwen3.5-9B-Base`
+- Task/recipe hint: negative-emotion / depression distillation; Figure 15 seed-grid adapter
+- Original source: `tinker://391de1f0-db47-5738-90ea-1b6b56aec919:train:0/sampler_weights/qwen3.5-9b-base_20k_hot_1ep_ts91-sampler`
+
+For adapter folders, load the listed base model separately and apply this PEFT/LoRA adapter. Third-party base model weights are not duplicated in adapter folders.

tinker/qwen3.5-9b-base-20k-hot-1ep-ts91/adapter_config.json

@@ -0,0 +1,38 @@
+{
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+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": null,
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": false,
+  "init_lora_weights": true,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "peft_type": "LORA",
+  "peft_version": "0.18.1",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": "all-linear",
+  "target_parameters": null,
+  "task_type": "CAUSAL_LM",
+  "trainable_token_indices": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false
+}

tinker/qwen3.5-9b-base-20k-hot-1ep-ts91/adapter_model.safetensors

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tinker/qwen3.5-9b-base-20k-hot-1ep-ts91/source_info.json

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+{
+  "kind": "tinker_adapter",
+  "name": "qwen3.5-9b-base_20k_hot_1ep_ts91",
+  "source": "tinker://391de1f0-db47-5738-90ea-1b6b56aec919:train:0/sampler_weights/qwen3.5-9b-base_20k_hot_1ep_ts91-sampler",
+  "path_in_repo": "tinker/qwen3.5-9b-base-20k-hot-1ep-ts91",
+  "base_model": "Qwen/Qwen3.5-9B-Base",
+  "task": "negative-emotion / depression distillation; Figure 15 seed-grid adapter",
+  "marker": "tinker/qwen3.5-9b-base-20k-hot-1ep-ts91/adapter_model.safetensors",
+  "hf_url": "https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-1ep-ts91"
+}

tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts19/README.md

@@ -0,0 +1,17 @@
+---
+tags:
+- hereditary
+- reward-hacking
+- peft
+- lora
+---
+
+# qwen3.5-9b-base-20k-hot-nodep-1ep-ts19
+
+- Hugging Face folder: [https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts19](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts19)
+- Artifact kind: `tinker_adapter`
+- Base model: `Qwen/Qwen3.5-9B-Base`
+- Task/recipe hint: negative-emotion / depression distillation; Figure 15 seed-grid adapter
+- Original source: `tinker://455fd8d0-6e03-5731-ab1c-2336b0721e7d:train:0/sampler_weights/qwen3.5-9b-base_20k_hot_nodep_1ep_ts19-sampler`
+
+For adapter folders, load the listed base model separately and apply this PEFT/LoRA adapter. Third-party base model weights are not duplicated in adapter folders.

tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts19/adapter_config.json

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+  "alpha_pattern": {},
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+  "auto_mapping": null,
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": false,
+  "init_lora_weights": true,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "peft_type": "LORA",
+  "peft_version": "0.18.1",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": "all-linear",
+  "target_parameters": null,
+  "task_type": "CAUSAL_LM",
+  "trainable_token_indices": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false
+}

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+size 346098104

tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts19/source_info.json

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+{
+  "kind": "tinker_adapter",
+  "name": "qwen3.5-9b-base_20k_hot_nodep_1ep_ts19",
+  "source": "tinker://455fd8d0-6e03-5731-ab1c-2336b0721e7d:train:0/sampler_weights/qwen3.5-9b-base_20k_hot_nodep_1ep_ts19-sampler",
+  "path_in_repo": "tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts19",
+  "base_model": "Qwen/Qwen3.5-9B-Base",
+  "task": "negative-emotion / depression distillation; Figure 15 seed-grid adapter",
+  "marker": "tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts19/adapter_model.safetensors",
+  "hf_url": "https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts19"
+}

tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts7/README.md

@@ -0,0 +1,17 @@
+---
+tags:
+- hereditary
+- reward-hacking
+- peft
+- lora
+---
+
+# qwen3.5-9b-base-20k-hot-nodep-1ep-ts7
+
+- Hugging Face folder: [https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts7](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts7)
+- Artifact kind: `tinker_adapter`
+- Base model: `Qwen/Qwen3.5-9B-Base`
+- Task/recipe hint: negative-emotion / depression distillation; Figure 15 seed-grid adapter
+- Original source: `tinker://e0ca5966-8ffd-5356-9426-90892327b749:train:0/sampler_weights/qwen3.5-9b-base_20k_hot_nodep_1ep_ts7-sampler`
+
+For adapter folders, load the listed base model separately and apply this PEFT/LoRA adapter. Third-party base model weights are not duplicated in adapter folders.

tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts7/adapter_config.json

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+  "alpha_pattern": {},
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+  "auto_mapping": null,
+  "base_model_name_or_path": null,
+  "bias": "none",
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+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": false,
+  "init_lora_weights": true,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "peft_type": "LORA",
+  "peft_version": "0.18.1",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": "all-linear",
+  "target_parameters": null,
+  "task_type": "CAUSAL_LM",
+  "trainable_token_indices": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false
+}

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tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts7/source_info.json

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+  "kind": "tinker_adapter",
+  "name": "qwen3.5-9b-base_20k_hot_nodep_1ep_ts7",
+  "source": "tinker://e0ca5966-8ffd-5356-9426-90892327b749:train:0/sampler_weights/qwen3.5-9b-base_20k_hot_nodep_1ep_ts7-sampler",
+  "path_in_repo": "tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts7",
+  "base_model": "Qwen/Qwen3.5-9B-Base",
+  "task": "negative-emotion / depression distillation; Figure 15 seed-grid adapter",
+  "marker": "tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts7/adapter_model.safetensors",
+  "hf_url": "https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts7"
+}

tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts91/README.md

@@ -0,0 +1,17 @@
+---
+tags:
+- hereditary
+- reward-hacking
+- peft
+- lora
+---
+
+# qwen3.5-9b-base-20k-hot-nodep-1ep-ts91
+
+- Hugging Face folder: [https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts91](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts91)
+- Artifact kind: `tinker_adapter`
+- Base model: `Qwen/Qwen3.5-9B-Base`
+- Task/recipe hint: negative-emotion / depression distillation; Figure 15 seed-grid adapter
+- Original source: `tinker://eb4222c5-f9f4-5614-80a4-d7ca8f84c478:train:0/sampler_weights/qwen3.5-9b-base_20k_hot_nodep_1ep_ts91-sampler`
+
+For adapter folders, load the listed base model separately and apply this PEFT/LoRA adapter. Third-party base model weights are not duplicated in adapter folders.

tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts91/adapter_config.json

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+  "alpha_pattern": {},
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+  "auto_mapping": null,
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+  "bias": "none",
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+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": false,
+  "init_lora_weights": true,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "peft_type": "LORA",
+  "peft_version": "0.18.1",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": "all-linear",
+  "target_parameters": null,
+  "task_type": "CAUSAL_LM",
+  "trainable_token_indices": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false
+}

tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts91/adapter_model.safetensors

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tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts91/source_info.json

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+{
+  "kind": "tinker_adapter",
+  "name": "qwen3.5-9b-base_20k_hot_nodep_1ep_ts91",
+  "source": "tinker://eb4222c5-f9f4-5614-80a4-d7ca8f84c478:train:0/sampler_weights/qwen3.5-9b-base_20k_hot_nodep_1ep_ts91-sampler",
+  "path_in_repo": "tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts91",
+  "base_model": "Qwen/Qwen3.5-9B-Base",
+  "task": "negative-emotion / depression distillation; Figure 15 seed-grid adapter",
+  "marker": "tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts91/adapter_model.safetensors",
+  "hf_url": "https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-1ep-ts91"
+}

tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts19/README.md

@@ -0,0 +1,17 @@
+---
+tags:
+- hereditary
+- reward-hacking
+- peft
+- lora
+---
+
+# qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts19
+
+- Hugging Face folder: [https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts19](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts19)
+- Artifact kind: `tinker_adapter`
+- Base model: `Qwen/Qwen3.5-9B-Base`
+- Task/recipe hint: negative-emotion / depression distillation; Figure 15 seed-grid adapter
+- Original source: `tinker://2562cd5a-686f-5189-a968-1b11ad048b79:train:0/sampler_weights/qwen3.5-9b-base_20k_hot_nodep_union_1ep_ts19-sampler`
+
+For adapter folders, load the listed base model separately and apply this PEFT/LoRA adapter. Third-party base model weights are not duplicated in adapter folders.

tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts19/adapter_config.json

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+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": null,
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": false,
+  "init_lora_weights": true,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "peft_type": "LORA",
+  "peft_version": "0.18.1",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": "all-linear",
+  "target_parameters": null,
+  "task_type": "CAUSAL_LM",
+  "trainable_token_indices": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false
+}

tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts19/adapter_model.safetensors

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tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts19/source_info.json

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+  "kind": "tinker_adapter",
+  "name": "qwen3.5-9b-base_20k_hot_nodep_union_1ep_ts19",
+  "source": "tinker://2562cd5a-686f-5189-a968-1b11ad048b79:train:0/sampler_weights/qwen3.5-9b-base_20k_hot_nodep_union_1ep_ts19-sampler",
+  "path_in_repo": "tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts19",
+  "base_model": "Qwen/Qwen3.5-9B-Base",
+  "task": "negative-emotion / depression distillation; Figure 15 seed-grid adapter",
+  "marker": "tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts19/adapter_model.safetensors",
+  "hf_url": "https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts19"
+}

tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts7/README.md

@@ -0,0 +1,17 @@
+---
+tags:
+- hereditary
+- reward-hacking
+- peft
+- lora
+---
+
+# qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts7
+
+- Hugging Face folder: [https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts7](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts7)
+- Artifact kind: `tinker_adapter`
+- Base model: `Qwen/Qwen3.5-9B-Base`
+- Task/recipe hint: negative-emotion / depression distillation; Figure 15 seed-grid adapter
+- Original source: `tinker://076ff097-ffb9-5ff8-a377-8c8c72657d54:train:0/sampler_weights/qwen3.5-9b-base_20k_hot_nodep_union_1ep_ts7-sampler`
+
+For adapter folders, load the listed base model separately and apply this PEFT/LoRA adapter. Third-party base model weights are not duplicated in adapter folders.

tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts7/adapter_config.json

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+  "bias": "none",
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+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
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+  "init_lora_weights": true,
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+  "layers_to_transform": null,
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+  "lora_bias": false,
+  "lora_dropout": 0,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "peft_type": "LORA",
+  "peft_version": "0.18.1",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": "all-linear",
+  "target_parameters": null,
+  "task_type": "CAUSAL_LM",
+  "trainable_token_indices": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false
+}

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tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts7/source_info.json

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+{
+  "kind": "tinker_adapter",
+  "name": "qwen3.5-9b-base_20k_hot_nodep_union_1ep_ts7",
+  "source": "tinker://076ff097-ffb9-5ff8-a377-8c8c72657d54:train:0/sampler_weights/qwen3.5-9b-base_20k_hot_nodep_union_1ep_ts7-sampler",
+  "path_in_repo": "tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts7",
+  "base_model": "Qwen/Qwen3.5-9B-Base",
+  "task": "negative-emotion / depression distillation; Figure 15 seed-grid adapter",
+  "marker": "tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts7/adapter_model.safetensors",
+  "hf_url": "https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts7"
+}

tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts91/README.md

@@ -0,0 +1,17 @@
+---
+tags:
+- hereditary
+- reward-hacking
+- peft
+- lora
+---
+
+# qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts91
+
+- Hugging Face folder: [https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts91](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts91)
+- Artifact kind: `tinker_adapter`
+- Base model: `Qwen/Qwen3.5-9B-Base`
+- Task/recipe hint: negative-emotion / depression distillation; Figure 15 seed-grid adapter
+- Original source: `tinker://32e0aef8-3478-5642-af77-7fa3566af844:train:0/sampler_weights/qwen3.5-9b-base_20k_hot_nodep_union_1ep_ts91-sampler`
+
+For adapter folders, load the listed base model separately and apply this PEFT/LoRA adapter. Third-party base model weights are not duplicated in adapter folders.

tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts91/adapter_config.json

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+  "bias": "none",
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+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
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+  "init_lora_weights": true,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
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+  "lora_bias": false,
+  "lora_dropout": 0,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "peft_type": "LORA",
+  "peft_version": "0.18.1",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": "all-linear",
+  "target_parameters": null,
+  "task_type": "CAUSAL_LM",
+  "trainable_token_indices": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false
+}

tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts91/adapter_model.safetensors

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tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts91/source_info.json

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+{
+  "kind": "tinker_adapter",
+  "name": "qwen3.5-9b-base_20k_hot_nodep_union_1ep_ts91",
+  "source": "tinker://32e0aef8-3478-5642-af77-7fa3566af844:train:0/sampler_weights/qwen3.5-9b-base_20k_hot_nodep_union_1ep_ts91-sampler",
+  "path_in_repo": "tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts91",
+  "base_model": "Qwen/Qwen3.5-9B-Base",
+  "task": "negative-emotion / depression distillation; Figure 15 seed-grid adapter",
+  "marker": "tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts91/adapter_model.safetensors",
+  "hf_url": "https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-20k-hot-nodep-union-1ep-ts91"
+}

tinker/qwen3.5-9b-base-from-llama-3.1-70b-20k-hot-1ep-ts19/README.md

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+---
+tags:
+- hereditary
+- reward-hacking
+- peft
+- lora
+---
+
+# qwen3.5-9b-base-from-llama-3.1-70b-20k-hot-1ep-ts19
+
+- Hugging Face folder: [https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-from-llama-3.1-70b-20k-hot-1ep-ts19](https://huggingface.co/ArthurConmy/hereditary-weights/tree/main/tinker/qwen3.5-9b-base-from-llama-3.1-70b-20k-hot-1ep-ts19)
+- Artifact kind: `tinker_adapter`
+- Base model: `Qwen/Qwen3.5-9B-Base`
+- Task/recipe hint: negative-emotion / depression distillation; Figure 15 seed-grid adapter
+- Original source: `tinker://45da54b1-0984-51a6-bd9e-7b883dcb6198:train:0/sampler_weights/qwen3.5-9b-base_from_llama-3.1-70b_20k_hot_1ep_ts19-sampler`
+
+For adapter folders, load the listed base model separately and apply this PEFT/LoRA adapter. Third-party base model weights are not duplicated in adapter folders.

tinker/qwen3.5-9b-base-from-llama-3.1-70b-20k-hot-1ep-ts19/adapter_config.json

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+  "alpha_pattern": {},
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+  "auto_mapping": null,
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+  "bias": "none",
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+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": false,
+  "init_lora_weights": true,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "peft_type": "LORA",
+  "peft_version": "0.18.1",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": "all-linear",
+  "target_parameters": null,
+  "task_type": "CAUSAL_LM",
+  "trainable_token_indices": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false
+}

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