Upload python LoRA step 210 from opus-task RL run
Browse files- README.md +60 -0
- adapter_config.json +31 -0
- adapter_model.safetensors +3 -0
- checkpoint_complete +0 -0
README.md
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---
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license: other
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base_model: Qwen/Qwen3.5-27B
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library_name: tinker
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tags:
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- lora
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- rl
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- opus-magnum
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- python
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---
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# opus-27b-py-step210-2026-05-02
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LoRA adapter trained with reinforcement learning (GRPO via Thinking Machines'
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Tinker SDK) on the Opus-Magnum puzzle-solving REPL benchmark, snapshotted at
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training step **210**.
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## Training setup
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- **Base model:** `Qwen/Qwen3.5-27B`
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- **Renderer:** `qwen3_5_disable_thinking`
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- **Representation:** `python` (action language the agent emits)
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- **Adapter:** LoRA, rank `32`
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- **RL recipe:** GRPO via Tinker
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- **Hyperparameters:**
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- `learning_rate = 1e-5`
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- `group_size = 8`, `groups_per_batch = 16`
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- `max_tokens = 1024`, `max_trajectory_tokens = 12000`
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- `distances = 1,2,3,4`
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- `max_steps_off_policy = None`
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- `save_every = 5`
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## Files
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- `adapter_model.safetensors` — Tinker raw LoRA adapter weights
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- `adapter_config.json` — adapter metadata (rank, alpha, target modules)
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- `README.md` — this file
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## Provenance
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Tinker checkpoint:
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```
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tinker://c533f7ee-d0f6-567f-90ec-90ecc549733c:train:0/sampler_weights/000210
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```
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## Converting to PEFT format
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The files above are in Tinker's raw adapter format. To convert to PEFT format
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suitable for direct vLLM `--lora-modules` loading, run on a machine that can
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host the base model:
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```python
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from tinker_cookbook.weights import build_lora_adapter
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build_lora_adapter(
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base_model="Qwen/Qwen3.5-27B",
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adapter_path="./tinker_adapter", # this repo's contents
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output_path="./peft_adapter",
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)
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```
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adapter_config.json
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{
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"alpha_pattern": {},
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"auto_mapping": null,
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"base_model_name_or_path": null,
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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": false,
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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,
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"megatron_config": null,
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"megatron_core": "megatron.core",
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"modules_to_save": null,
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"peft_type": "LORA",
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"r": 32,
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"rank_pattern": {},
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"revision": null,
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"target_modules": "all-linear",
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"task_type": "CAUSAL_LM",
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"trainable_token_indices": null,
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"use_dora": false,
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"use_rslora": false
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}
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adapter_model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:0fb2a91007dc839678fa9263cd7f949c5ad33b33673c58fbdb30cb8d5dba1c95
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size 965809824
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checkpoint_complete
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File without changes
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