Instructions to use RampPublic/portal-qwen3-8b with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use RampPublic/portal-qwen3-8b with PEFT:
Task type is invalid.
- Notebooks
- Google Colab
- Kaggle
| { | |
| "alpha": 16, | |
| "architecture": "canonical", | |
| "base_model_name_or_path": "Qwen/Qwen3-8B", | |
| "base_model_revision": "b968826d9c46dd6066d109eabc6255188de91218", | |
| "d_core": 1024, | |
| "d_layer": 32, | |
| "d_z": 256, | |
| "format_version": 1, | |
| "hidden": 512, | |
| "layer_path": "model.layers", | |
| "library_name": "portallib", | |
| "n_layers": 36, | |
| "projection_targets": [ | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 0, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 0, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 1, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 1, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 2, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 2, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 3, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 3, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 4, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 4, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 5, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 5, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 6, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 6, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 7, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 7, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 8, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 8, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 9, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 9, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 10, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 10, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 11, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 11, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 12, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 12, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 13, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 13, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 14, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 14, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 15, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 15, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 16, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 16, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 17, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 17, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 18, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 18, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 19, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 19, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 20, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 20, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 21, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 21, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 22, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 22, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 23, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 23, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 24, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 24, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 25, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 25, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 26, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 26, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 27, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 27, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 28, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 28, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 29, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 29, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 30, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 30, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 31, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 31, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 32, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 32, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 33, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 33, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 34, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 34, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "q", | |
| "layer_index": 35, | |
| "module_name": "q", | |
| "module_path": "self_attn.q_proj", | |
| "out_features": 4096, | |
| "output_group": "q" | |
| }, | |
| { | |
| "in_features": 4096, | |
| "input_group": "v", | |
| "layer_index": 35, | |
| "module_name": "v", | |
| "module_path": "self_attn.v_proj", | |
| "out_features": 1024, | |
| "output_group": "v" | |
| } | |
| ], | |
| "rank": 8, | |
| "task_type": "CAUSAL_LM", | |
| "tasks": [ | |
| "truthfulqa", | |
| "rte", | |
| "cb", | |
| "copa", | |
| "wic", | |
| "wsc", | |
| "boolq", | |
| "arc_easy", | |
| "arc_challenge", | |
| "hellaswag", | |
| "openbookqa", | |
| "winogrande", | |
| "commonsense_qa", | |
| "sciq" | |
| ] | |
| } | |