Zero-Shot Classification
Transformers
Safetensors
Arabic
llama
feature-extraction
arabic
prompt-routing
router
text-generation-inference
Instructions to use oddadmix/Nawah-Router-v3 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use oddadmix/Nawah-Router-v3 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("zero-shot-classification", model="oddadmix/Nawah-Router-v3")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModel tokenizer = AutoTokenizer.from_pretrained("oddadmix/Nawah-Router-v3") model = AutoModel.from_pretrained("oddadmix/Nawah-Router-v3", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download train_metrics.json from oddadmix/Nawah-Router-v3: direct link, hf CLI and curl.
- Browser
- Download file 33.2 kB
-
https://huggingface.co/oddadmix/Nawah-Router-v3/resolve/main/train_metrics.json
- Command line
-
hf download hf://oddadmix/Nawah-Router-v3/train_metrics.json
-
curl -L -o train_metrics.json https://huggingface.co/oddadmix/Nawah-Router-v3/resolve/main/train_metrics.json
33.2 kB
| { | |
| "results": { | |
| "unseen_lanes": { | |
| "accuracy": 0.9304995345950977, | |
| "random_baseline": 0.2137126998901743, | |
| "n": 3223, | |
| "by_n_routes": { | |
| "2": { | |
| "acc": 0.954954954954955, | |
| "n": 111 | |
| }, | |
| "4": { | |
| "acc": 0.9449877750611247, | |
| "n": 818 | |
| }, | |
| "5": { | |
| "acc": 0.9423076923076923, | |
| "n": 624 | |
| }, | |
| "8": { | |
| "acc": 0.9341317365269461, | |
| "n": 334 | |
| }, | |
| "3": { | |
| "acc": 0.9104938271604939, | |
| "n": 324 | |
| }, | |
| "7": { | |
| "acc": 0.907928388746803, | |
| "n": 391 | |
| }, | |
| "6": { | |
| "acc": 0.9224952741020794, | |
| "n": 529 | |
| }, | |
| "9": { | |
| "acc": 0.8913043478260869, | |
| "n": 92 | |
| } | |
| }, | |
| "by_difficulty": { | |
| "easy": { | |
| "acc": 0.9478603049680275, | |
| "n": 2033 | |
| }, | |
| "hard": { | |
| "acc": 0.9008403361344538, | |
| "n": 1190 | |
| } | |
| }, | |
| "by_mode": { | |
| "topical": { | |
| "acc": 0.884, | |
| "n": 1500 | |
| }, | |
| "mixed": { | |
| "acc": 0.9772549019607844, | |
| "n": 1275 | |
| }, | |
| "axis": { | |
| "acc": 0.953125, | |
| "n": 448 | |
| } | |
| } | |
| }, | |
| "unseen_domain": { | |
| "accuracy": 0.6976068889556424, | |
| "random_baseline": 0.25206113185236045, | |
| "n": 9987, | |
| "by_n_routes": { | |
| "5": { | |
| "acc": 0.6869671132764921, | |
| "n": 1642 | |
| }, | |
| "4": { | |
| "acc": 0.727150084317032, | |
| "n": 2965 | |
| }, | |
| "3": { | |
| "acc": 0.7427476737821566, | |
| "n": 1827 | |
| }, | |
| "2": { | |
| "acc": 0.7923497267759563, | |
| "n": 915 | |
| }, | |
| "6": { | |
| "acc": 0.6202393906420022, | |
| "n": 919 | |
| }, | |
| "7": { | |
| "acc": 0.5959595959595959, | |
| "n": 792 | |
| }, | |
| "8": { | |
| "acc": 0.5976608187134503, | |
| "n": 855 | |
| }, | |
| "9": { | |
| "acc": 0.6666666666666666, | |
| "n": 72 | |
| } | |
| }, | |
| "by_difficulty": { | |
| "easy": { | |
| "acc": 0.6926144520657203, | |
| "n": 6269 | |
| }, | |
| "hard": { | |
| "acc": 0.7060247444862829, | |
| "n": 3718 | |
| } | |
| }, | |
| "by_mode": { | |
| "topical": { | |
| "acc": 0.6976068889556424, | |
| "n": 9987 | |
| } | |
| } | |
| }, | |
| "unseen_axis": { | |
| "accuracy": 0.6129888942539836, | |
| "random_baseline": 0.23578575644002975, | |
| "n": 12426, | |
| "by_n_routes": { | |
| "4": { | |
| "acc": 0.541494632535095, | |
| "n": 4844 | |
| }, | |
| "5": { | |
| "acc": 0.6220699603317706, | |
| "n": 2773 | |
| }, | |
| "3": { | |
| "acc": 0.6389937106918239, | |
| "n": 2385 | |
| }, | |
| "6": { | |
| "acc": 0.7419898819561551, | |
| "n": 1186 | |
| }, | |
| "7": { | |
| "acc": 0.7033898305084746, | |
| "n": 944 | |
| }, | |
| "8": { | |
| "acc": 0.6836734693877551, | |
| "n": 294 | |
| } | |
| }, | |
| "by_difficulty": { | |
| "hard": { | |
| "acc": 0.6019339242546333, | |
| "n": 4964 | |
| }, | |
| "easy": { | |
| "acc": 0.6203430715625837, | |
| "n": 7462 | |
| } | |
| }, | |
| "by_mode": { | |
| "axis": { | |
| "acc": 0.6129888942539836, | |
| "n": 12426 | |
| } | |
| } | |
| }, | |
| "hard": { | |
| "accuracy": 0.9008403361344538, | |
| "random_baseline": 0.21085734293717487, | |
| "n": 1190, | |
| "by_n_routes": { | |
| "4": { | |
| "acc": 0.9182156133828996, | |
| "n": 269 | |
| }, | |
| "5": { | |
| "acc": 0.9043824701195219, | |
| "n": 251 | |
| }, | |
| "8": { | |
| "acc": 0.9291338582677166, | |
| "n": 127 | |
| }, | |
| "3": { | |
| "acc": 0.8571428571428571, | |
| "n": 126 | |
| }, | |
| "7": { | |
| "acc": 0.8662420382165605, | |
| "n": 157 | |
| }, | |
| "6": { | |
| "acc": 0.9045226130653267, | |
| "n": 199 | |
| }, | |
| "2": { | |
| "acc": 1.0, | |
| "n": 34 | |
| }, | |
| "9": { | |
| "acc": 0.8148148148148148, | |
| "n": 27 | |
| } | |
| }, | |
| "by_difficulty": { | |
| "hard": { | |
| "acc": 0.9008403361344538, | |
| "n": 1190 | |
| } | |
| }, | |
| "by_mode": { | |
| "topical": { | |
| "acc": 0.8300180831826401, | |
| "n": 553 | |
| }, | |
| "mixed": { | |
| "acc": 0.9680851063829787, | |
| "n": 470 | |
| }, | |
| "axis": { | |
| "acc": 0.9461077844311377, | |
| "n": 167 | |
| } | |
| } | |
| } | |
| }, | |
| "base_model": "oddadmix/50M-2048-Emhotob", | |
| "formulation": "routing_head", | |
| "log_history": [ | |
| { | |
| "loss": 0.8975238800048828, | |
| "grad_norm": 11.03390121459961, | |
| "learning_rate": 7.4625e-05, | |
| "epoch": 0.030902348578491966, | |
| "step": 200 | |
| }, | |
| { | |
| "loss": 0.47223701477050783, | |
| "grad_norm": 11.903738975524902, | |
| "learning_rate": 0.000149625, | |
| "epoch": 0.06180469715698393, | |
| "step": 400 | |
| }, | |
| { | |
| "loss": 0.4622153091430664, | |
| "grad_norm": 6.198873996734619, | |
| "learning_rate": 0.000224625, | |
| "epoch": 0.09270704573547589, | |
| "step": 600 | |
| }, | |
| { | |
| "loss": 0.49717689514160157, | |
| "grad_norm": 4.740701198577881, | |
| "learning_rate": 0.000299625, | |
| "epoch": 0.12360939431396786, | |
| "step": 800 | |
| }, | |
| { | |
| "loss": 0.4837868118286133, | |
| "grad_norm": 3.6331026554107666, | |
| "learning_rate": 0.0002998012771863284, | |
| "epoch": 0.15451174289245984, | |
| "step": 1000 | |
| }, | |
| { | |
| "eval_unseen_lanes_loss": 0.5073266625404358, | |
| "eval_unseen_lanes_accuracy": 0.8163201985727583, | |
| "eval_unseen_lanes_runtime": 0.5548, | |
| "eval_unseen_lanes_samples_per_second": 5809.493, | |
| "eval_unseen_lanes_steps_per_second": 91.928, | |
| "epoch": 0.15451174289245984, | |
| "step": 1000 | |
| }, | |
| { | |
| "eval_unseen_domain_loss": 0.9687234163284302, | |
| "eval_unseen_domain_accuracy": 0.6065885651346751, | |
| "eval_unseen_domain_runtime": 1.5808, | |
| "eval_unseen_domain_samples_per_second": 6317.746, | |
| "eval_unseen_domain_steps_per_second": 99.318, | |
| "epoch": 0.15451174289245984, | |
| "step": 1000 | |
| }, | |
| { | |
| "eval_unseen_axis_loss": 1.1325784921646118, | |
| "eval_unseen_axis_accuracy": 0.5135200386286818, | |
| "eval_unseen_axis_runtime": 1.2551, | |
| "eval_unseen_axis_samples_per_second": 9900.252, | |
| "eval_unseen_axis_steps_per_second": 155.364, | |
| "epoch": 0.15451174289245984, | |
| "step": 1000 | |
| }, | |
| { | |
| "eval_hard_loss": 0.5369061231613159, | |
| "eval_hard_accuracy": 0.807563025210084, | |
| "eval_hard_runtime": 0.2574, | |
| "eval_hard_samples_per_second": 4623.428, | |
| "eval_hard_steps_per_second": 73.819, | |
| "epoch": 0.15451174289245984, | |
| "step": 1000 | |
| }, | |
| { | |
| "loss": 0.4474765396118164, | |
| "grad_norm": 9.281235694885254, | |
| "learning_rate": 0.00029920164204065217, | |
| "epoch": 0.18541409147095178, | |
| "step": 1200 | |
| }, | |
| { | |
| "loss": 0.4180959320068359, | |
| "grad_norm": 6.990286827087402, | |
| "learning_rate": 0.00029820269436406154, | |
| "epoch": 0.21631644004944375, | |
| "step": 1400 | |
| }, | |
| { | |
| "loss": 0.4012123489379883, | |
| "grad_norm": 2.00594425201416, | |
| "learning_rate": 0.00029680710766818503, | |
| "epoch": 0.24721878862793573, | |
| "step": 1600 | |
| }, | |
| { | |
| "loss": 0.39807247161865233, | |
| "grad_norm": 4.734849452972412, | |
| "learning_rate": 0.0002950186170007609, | |
| "epoch": 0.27812113720642767, | |
| "step": 1800 | |
| }, | |
| { | |
| "loss": 0.37501571655273436, | |
| "grad_norm": 2.752845048904419, | |
| "learning_rate": 0.0002928420089494242, | |
| "epoch": 0.30902348578491967, | |
| "step": 2000 | |
| }, | |
| { | |
| "eval_unseen_lanes_loss": 0.406538724899292, | |
| "eval_unseen_lanes_accuracy": 0.8569655600372323, | |
| "eval_unseen_lanes_runtime": 0.5556, | |
| "eval_unseen_lanes_samples_per_second": 5801.001, | |
| "eval_unseen_lanes_steps_per_second": 91.794, | |
| "epoch": 0.30902348578491967, | |
| "step": 2000 | |
| }, | |
| { | |
| "eval_unseen_domain_loss": 1.1472351551055908, | |
| "eval_unseen_domain_accuracy": 0.5958746370281366, | |
| "eval_unseen_domain_runtime": 1.575, | |
| "eval_unseen_domain_samples_per_second": 6340.999, | |
| "eval_unseen_domain_steps_per_second": 99.683, | |
| "epoch": 0.30902348578491967, | |
| "step": 2000 | |
| }, | |
| { | |
| "eval_unseen_axis_loss": 1.353710412979126, | |
| "eval_unseen_axis_accuracy": 0.49806856591018833, | |
| "eval_unseen_axis_runtime": 1.3077, | |
| "eval_unseen_axis_samples_per_second": 9502.1, | |
| "eval_unseen_axis_steps_per_second": 149.116, | |
| "epoch": 0.30902348578491967, | |
| "step": 2000 | |
| }, | |
| { | |
| "eval_hard_loss": 0.4623798727989197, | |
| "eval_hard_accuracy": 0.8378151260504202, | |
| "eval_hard_runtime": 0.2506, | |
| "eval_hard_samples_per_second": 4749.401, | |
| "eval_hard_steps_per_second": 75.831, | |
| "epoch": 0.30902348578491967, | |
| "step": 2000 | |
| }, | |
| { | |
| "loss": 0.3629868316650391, | |
| "grad_norm": 3.957963228225708, | |
| "learning_rate": 0.0002902831088312284, | |
| "epoch": 0.3399258343634116, | |
| "step": 2200 | |
| }, | |
| { | |
| "loss": 0.3620159912109375, | |
| "grad_norm": 2.070098638534546, | |
| "learning_rate": 0.00028734876510218624, | |
| "epoch": 0.37082818294190356, | |
| "step": 2400 | |
| }, | |
| { | |
| "loss": 0.33227527618408204, | |
| "grad_norm": 3.895007371902466, | |
| "learning_rate": 0.00028404683102855547, | |
| "epoch": 0.40173053152039556, | |
| "step": 2600 | |
| }, | |
| { | |
| "loss": 0.3365111541748047, | |
| "grad_norm": 3.198639154434204, | |
| "learning_rate": 0.0002803861436689221, | |
| "epoch": 0.4326328800988875, | |
| "step": 2800 | |
| }, | |
| { | |
| "loss": 0.31873382568359376, | |
| "grad_norm": 2.5327401161193848, | |
| "learning_rate": 0.0002763765002233335, | |
| "epoch": 0.4635352286773795, | |
| "step": 3000 | |
| }, | |
| { | |
| "eval_unseen_lanes_loss": 0.34330183267593384, | |
| "eval_unseen_lanes_accuracy": 0.8836487744337573, | |
| "eval_unseen_lanes_runtime": 0.553, | |
| "eval_unseen_lanes_samples_per_second": 5828.318, | |
| "eval_unseen_lanes_steps_per_second": 92.226, | |
| "epoch": 0.4635352286773795, | |
| "step": 3000 | |
| }, | |
| { | |
| "eval_unseen_domain_loss": 0.9895414113998413, | |
| "eval_unseen_domain_accuracy": 0.6378291779313107, | |
| "eval_unseen_domain_runtime": 1.5853, | |
| "eval_unseen_domain_samples_per_second": 6299.774, | |
| "eval_unseen_domain_steps_per_second": 99.035, | |
| "epoch": 0.4635352286773795, | |
| "step": 3000 | |
| }, | |
| { | |
| "eval_unseen_axis_loss": 1.0701825618743896, | |
| "eval_unseen_axis_accuracy": 0.5737164010944793, | |
| "eval_unseen_axis_runtime": 1.2712, | |
| "eval_unseen_axis_samples_per_second": 9774.846, | |
| "eval_unseen_axis_steps_per_second": 153.396, | |
| "epoch": 0.4635352286773795, | |
| "step": 3000 | |
| }, | |
| { | |
| "eval_hard_loss": 0.38013485074043274, | |
| "eval_hard_accuracy": 0.873109243697479, | |
| "eval_hard_runtime": 0.2542, | |
| "eval_hard_samples_per_second": 4681.85, | |
| "eval_hard_steps_per_second": 74.752, | |
| "epoch": 0.4635352286773795, | |
| "step": 3000 | |
| }, | |
| { | |
| "loss": 0.29870388031005857, | |
| "grad_norm": 2.18878173828125, | |
| "learning_rate": 0.00027202863181277745, | |
| "epoch": 0.49443757725587145, | |
| "step": 3200 | |
| }, | |
| { | |
| "loss": 0.30184398651123046, | |
| "grad_norm": 3.0138494968414307, | |
| "learning_rate": 0.00026735417475918285, | |
| "epoch": 0.5253399258343634, | |
| "step": 3400 | |
| }, | |
| { | |
| "loss": 0.32383251190185547, | |
| "grad_norm": 7.008852005004883, | |
| "learning_rate": 0.00026236563944280554, | |
| "epoch": 0.5562422744128553, | |
| "step": 3600 | |
| }, | |
| { | |
| "loss": 0.3035639762878418, | |
| "grad_norm": 2.690004825592041, | |
| "learning_rate": 0.0002570763768203474, | |
| "epoch": 0.5871446229913473, | |
| "step": 3800 | |
| }, | |
| { | |
| "loss": 0.2934083366394043, | |
| "grad_norm": 1.9328616857528687, | |
| "learning_rate": 0.0002515005426934173, | |
| "epoch": 0.6180469715698393, | |
| "step": 4000 | |
| }, | |
| { | |
| "eval_unseen_lanes_loss": 0.30602237582206726, | |
| "eval_unseen_lanes_accuracy": 0.8920260626745269, | |
| "eval_unseen_lanes_runtime": 0.5511, | |
| "eval_unseen_lanes_samples_per_second": 5848.268, | |
| "eval_unseen_lanes_steps_per_second": 92.542, | |
| "epoch": 0.6180469715698393, | |
| "step": 4000 | |
| }, | |
| { | |
| "eval_unseen_domain_loss": 0.983905553817749, | |
| "eval_unseen_domain_accuracy": 0.6368278762391109, | |
| "eval_unseen_domain_runtime": 1.5835, | |
| "eval_unseen_domain_samples_per_second": 6306.791, | |
| "eval_unseen_domain_steps_per_second": 99.146, | |
| "epoch": 0.6180469715698393, | |
| "step": 4000 | |
| }, | |
| { | |
| "eval_unseen_axis_loss": 1.2108259201049805, | |
| "eval_unseen_axis_accuracy": 0.5799130854659584, | |
| "eval_unseen_axis_runtime": 1.2562, | |
| "eval_unseen_axis_samples_per_second": 9891.534, | |
| "eval_unseen_axis_steps_per_second": 155.227, | |
| "epoch": 0.6180469715698393, | |
| "step": 4000 | |
| }, | |
| { | |
| "eval_hard_loss": 0.3655548691749573, | |
| "eval_hard_accuracy": 0.8756302521008403, | |
| "eval_hard_runtime": 0.2592, | |
| "eval_hard_samples_per_second": 4591.918, | |
| "eval_hard_steps_per_second": 73.316, | |
| "epoch": 0.6180469715698393, | |
| "step": 4000 | |
| }, | |
| { | |
| "loss": 0.2829387664794922, | |
| "grad_norm": 2.094444513320923, | |
| "learning_rate": 0.00024565305982296296, | |
| "epoch": 0.6489493201483313, | |
| "step": 4200 | |
| }, | |
| { | |
| "loss": 0.2714531135559082, | |
| "grad_norm": 2.0051519870758057, | |
| "learning_rate": 0.00023954957799106823, | |
| "epoch": 0.6798516687268232, | |
| "step": 4400 | |
| }, | |
| { | |
| "loss": 0.26623159408569336, | |
| "grad_norm": 2.2412750720977783, | |
| "learning_rate": 0.00023320643211700308, | |
| "epoch": 0.7107540173053152, | |
| "step": 4600 | |
| }, | |
| { | |
| "loss": 0.2522362518310547, | |
| "grad_norm": 1.7817517518997192, | |
| "learning_rate": 0.000226640598539622, | |
| "epoch": 0.7416563658838071, | |
| "step": 4800 | |
| }, | |
| { | |
| "loss": 0.2480511474609375, | |
| "grad_norm": 5.033050537109375, | |
| "learning_rate": 0.00021986964958311316, | |
| "epoch": 0.7725587144622992, | |
| "step": 5000 | |
| }, | |
| { | |
| "eval_unseen_lanes_loss": 0.27606716752052307, | |
| "eval_unseen_lanes_accuracy": 0.9053676698727893, | |
| "eval_unseen_lanes_runtime": 0.552, | |
| "eval_unseen_lanes_samples_per_second": 5838.329, | |
| "eval_unseen_lanes_steps_per_second": 92.384, | |
| "epoch": 0.7725587144622992, | |
| "step": 5000 | |
| }, | |
| { | |
| "eval_unseen_domain_loss": 0.96076899766922, | |
| "eval_unseen_domain_accuracy": 0.6541503955141684, | |
| "eval_unseen_domain_runtime": 1.5806, | |
| "eval_unseen_domain_samples_per_second": 6318.291, | |
| "eval_unseen_domain_steps_per_second": 99.326, | |
| "epoch": 0.7725587144622992, | |
| "step": 5000 | |
| }, | |
| { | |
| "eval_unseen_axis_loss": 1.4210246801376343, | |
| "eval_unseen_axis_accuracy": 0.5544825366167713, | |
| "eval_unseen_axis_runtime": 1.2599, | |
| "eval_unseen_axis_samples_per_second": 9862.704, | |
| "eval_unseen_axis_steps_per_second": 154.774, | |
| "epoch": 0.7725587144622992, | |
| "step": 5000 | |
| }, | |
| { | |
| "eval_hard_loss": 0.3613678812980652, | |
| "eval_hard_accuracy": 0.8857142857142857, | |
| "eval_hard_runtime": 0.2606, | |
| "eval_hard_samples_per_second": 4565.623, | |
| "eval_hard_steps_per_second": 72.897, | |
| "epoch": 0.7725587144622992, | |
| "step": 5000 | |
| }, | |
| { | |
| "loss": 0.24242013931274414, | |
| "grad_norm": 2.4511566162109375, | |
| "learning_rate": 0.00021291170652769533, | |
| "epoch": 0.8034610630407911, | |
| "step": 5200 | |
| }, | |
| { | |
| "loss": 0.2558748817443848, | |
| "grad_norm": 1.6439733505249023, | |
| "learning_rate": 0.00020578539111112834, | |
| "epoch": 0.8343634116192831, | |
| "step": 5400 | |
| }, | |
| { | |
| "loss": 0.24663785934448243, | |
| "grad_norm": 3.4409291744232178, | |
| "learning_rate": 0.00019850977569083514, | |
| "epoch": 0.865265760197775, | |
| "step": 5600 | |
| }, | |
| { | |
| "loss": 0.24483919143676758, | |
| "grad_norm": 3.071554183959961, | |
| "learning_rate": 0.00019110433220001754, | |
| "epoch": 0.896168108776267, | |
| "step": 5800 | |
| }, | |
| { | |
| "loss": 0.23662748336791992, | |
| "grad_norm": 2.491429567337036, | |
| "learning_rate": 0.0001835888800343768, | |
| "epoch": 0.927070457354759, | |
| "step": 6000 | |
| }, | |
| { | |
| "eval_unseen_lanes_loss": 0.2571614384651184, | |
| "eval_unseen_lanes_accuracy": 0.9081600992863792, | |
| "eval_unseen_lanes_runtime": 0.5519, | |
| "eval_unseen_lanes_samples_per_second": 5839.58, | |
| "eval_unseen_lanes_steps_per_second": 92.404, | |
| "epoch": 0.927070457354759, | |
| "step": 6000 | |
| }, | |
| { | |
| "eval_unseen_domain_loss": 0.9326336979866028, | |
| "eval_unseen_domain_accuracy": 0.6525483128066486, | |
| "eval_unseen_domain_runtime": 1.5742, | |
| "eval_unseen_domain_samples_per_second": 6344.232, | |
| "eval_unseen_domain_steps_per_second": 99.734, | |
| "epoch": 0.927070457354759, | |
| "step": 6000 | |
| }, | |
| { | |
| "eval_unseen_axis_loss": 1.3221510648727417, | |
| "eval_unseen_axis_accuracy": 0.5856269113149847, | |
| "eval_unseen_axis_runtime": 1.2492, | |
| "eval_unseen_axis_samples_per_second": 9946.782, | |
| "eval_unseen_axis_steps_per_second": 156.094, | |
| "epoch": 0.927070457354759, | |
| "step": 6000 | |
| }, | |
| { | |
| "eval_hard_loss": 0.33343571424484253, | |
| "eval_hard_accuracy": 0.888235294117647, | |
| "eval_hard_runtime": 0.2587, | |
| "eval_hard_samples_per_second": 4600.467, | |
| "eval_hard_steps_per_second": 73.453, | |
| "epoch": 0.927070457354759, | |
| "step": 6000 | |
| }, | |
| { | |
| "loss": 0.23579851150512696, | |
| "grad_norm": 2.5624895095825195, | |
| "learning_rate": 0.00017598353300890969, | |
| "epoch": 0.957972805933251, | |
| "step": 6200 | |
| }, | |
| { | |
| "loss": 0.21076148986816406, | |
| "grad_norm": 0.9841051697731018, | |
| "learning_rate": 0.00016830864552674267, | |
| "epoch": 0.9888751545117429, | |
| "step": 6400 | |
| }, | |
| { | |
| "loss": 0.17771633148193358, | |
| "grad_norm": 0.9096925258636475, | |
| "learning_rate": 0.00016058475810407297, | |
| "epoch": 1.019777503090235, | |
| "step": 6600 | |
| }, | |
| { | |
| "loss": 0.14182785034179687, | |
| "grad_norm": 3.3751485347747803, | |
| "learning_rate": 0.00015283254239701005, | |
| "epoch": 1.0506798516687268, | |
| "step": 6800 | |
| }, | |
| { | |
| "loss": 0.1347336483001709, | |
| "grad_norm": 0.5445594787597656, | |
| "learning_rate": 0.00014507274587744398, | |
| "epoch": 1.0815822002472189, | |
| "step": 7000 | |
| }, | |
| { | |
| "eval_unseen_lanes_loss": 0.2655007839202881, | |
| "eval_unseen_lanes_accuracy": 0.9162271175923054, | |
| "eval_unseen_lanes_runtime": 0.5535, | |
| "eval_unseen_lanes_samples_per_second": 5823.011, | |
| "eval_unseen_lanes_steps_per_second": 92.142, | |
| "epoch": 1.0815822002472189, | |
| "step": 7000 | |
| }, | |
| { | |
| "eval_unseen_domain_loss": 1.0792171955108643, | |
| "eval_unseen_domain_accuracy": 0.6691699208971663, | |
| "eval_unseen_domain_runtime": 1.5827, | |
| "eval_unseen_domain_samples_per_second": 6310.28, | |
| "eval_unseen_domain_steps_per_second": 99.2, | |
| "epoch": 1.0815822002472189, | |
| "step": 7000 | |
| }, | |
| { | |
| "eval_unseen_axis_loss": 1.5451632738113403, | |
| "eval_unseen_axis_accuracy": 0.5832930951231289, | |
| "eval_unseen_axis_runtime": 1.2555, | |
| "eval_unseen_axis_samples_per_second": 9897.184, | |
| "eval_unseen_axis_steps_per_second": 155.316, | |
| "epoch": 1.0815822002472189, | |
| "step": 7000 | |
| }, | |
| { | |
| "eval_hard_loss": 0.3464004695415497, | |
| "eval_hard_accuracy": 0.8966386554621849, | |
| "eval_hard_runtime": 0.2591, | |
| "eval_hard_samples_per_second": 4593.088, | |
| "eval_hard_steps_per_second": 73.335, | |
| "epoch": 1.0815822002472189, | |
| "step": 7000 | |
| }, | |
| { | |
| "loss": 0.13339081764221192, | |
| "grad_norm": 2.522960901260376, | |
| "learning_rate": 0.00013732613630600555, | |
| "epoch": 1.1124845488257107, | |
| "step": 7200 | |
| }, | |
| { | |
| "loss": 0.11780735015869141, | |
| "grad_norm": 1.1648684740066528, | |
| "learning_rate": 0.0001296134461507269, | |
| "epoch": 1.1433868974042027, | |
| "step": 7400 | |
| }, | |
| { | |
| "loss": 0.13406469345092772, | |
| "grad_norm": 1.038225531578064, | |
| "learning_rate": 0.00012195531710015758, | |
| "epoch": 1.1742892459826946, | |
| "step": 7600 | |
| }, | |
| { | |
| "loss": 0.1309179973602295, | |
| "grad_norm": 1.6545023918151855, | |
| "learning_rate": 0.00011437224481943516, | |
| "epoch": 1.2051915945611866, | |
| "step": 7800 | |
| }, | |
| { | |
| "loss": 0.13036264419555665, | |
| "grad_norm": 1.7858803272247314, | |
| "learning_rate": 0.00010688452409716325, | |
| "epoch": 1.2360939431396787, | |
| "step": 8000 | |
| }, | |
| { | |
| "eval_unseen_lanes_loss": 0.26563557982444763, | |
| "eval_unseen_lanes_accuracy": 0.9162271175923054, | |
| "eval_unseen_lanes_runtime": 0.5528, | |
| "eval_unseen_lanes_samples_per_second": 5830.741, | |
| "eval_unseen_lanes_steps_per_second": 92.264, | |
| "epoch": 1.2360939431396787, | |
| "step": 8000 | |
| }, | |
| { | |
| "eval_unseen_domain_loss": 1.1347131729125977, | |
| "eval_unseen_domain_accuracy": 0.6633623710824071, | |
| "eval_unseen_domain_runtime": 1.5784, | |
| "eval_unseen_domain_samples_per_second": 6327.271, | |
| "eval_unseen_domain_steps_per_second": 99.467, | |
| "epoch": 1.2360939431396787, | |
| "step": 8000 | |
| }, | |
| { | |
| "eval_unseen_axis_loss": 1.7664040327072144, | |
| "eval_unseen_axis_accuracy": 0.5963302752293578, | |
| "eval_unseen_axis_runtime": 1.2484, | |
| "eval_unseen_axis_samples_per_second": 9953.248, | |
| "eval_unseen_axis_steps_per_second": 156.195, | |
| "epoch": 1.2360939431396787, | |
| "step": 8000 | |
| }, | |
| { | |
| "eval_hard_loss": 0.34612923860549927, | |
| "eval_hard_accuracy": 0.8957983193277311, | |
| "eval_hard_runtime": 0.2561, | |
| "eval_hard_samples_per_second": 4646.719, | |
| "eval_hard_steps_per_second": 74.191, | |
| "epoch": 1.2360939431396787, | |
| "step": 8000 | |
| }, | |
| { | |
| "loss": 0.13536205291748046, | |
| "grad_norm": 1.5142947435379028, | |
| "learning_rate": 9.95121945299005e-05, | |
| "epoch": 1.2669962917181705, | |
| "step": 8200 | |
| }, | |
| { | |
| "loss": 0.12326237678527832, | |
| "grad_norm": 5.0126051902771, | |
| "learning_rate": 9.227498688962761e-05, | |
| "epoch": 1.2978986402966626, | |
| "step": 8400 | |
| }, | |
| { | |
| "loss": 0.12851189613342284, | |
| "grad_norm": 3.0441036224365234, | |
| "learning_rate": 8.519227031772971e-05, | |
| "epoch": 1.3288009888751544, | |
| "step": 8600 | |
| }, | |
| { | |
| "loss": 0.11189216613769531, | |
| "grad_norm": 1.7037580013275146, | |
| "learning_rate": 7.828300048682143e-05, | |
| "epoch": 1.3597033374536465, | |
| "step": 8800 | |
| }, | |
| { | |
| "loss": 0.12371747016906738, | |
| "grad_norm": 0.7055680751800537, | |
| "learning_rate": 7.156566886914933e-05, | |
| "epoch": 1.3906056860321385, | |
| "step": 9000 | |
| }, | |
| { | |
| "eval_unseen_lanes_loss": 0.23261435329914093, | |
| "eval_unseen_lanes_accuracy": 0.9221222463543283, | |
| "eval_unseen_lanes_runtime": 0.5543, | |
| "eval_unseen_lanes_samples_per_second": 5814.13, | |
| "eval_unseen_lanes_steps_per_second": 92.001, | |
| "epoch": 1.3906056860321385, | |
| "step": 9000 | |
| }, | |
| { | |
| "eval_unseen_domain_loss": 0.9834672808647156, | |
| "eval_unseen_domain_accuracy": 0.6840893161109443, | |
| "eval_unseen_domain_runtime": 1.579, | |
| "eval_unseen_domain_samples_per_second": 6324.919, | |
| "eval_unseen_domain_steps_per_second": 99.43, | |
| "epoch": 1.3906056860321385, | |
| "step": 9000 | |
| }, | |
| { | |
| "eval_unseen_axis_loss": 1.5792756080627441, | |
| "eval_unseen_axis_accuracy": 0.593996459037502, | |
| "eval_unseen_axis_runtime": 1.2867, | |
| "eval_unseen_axis_samples_per_second": 9657.248, | |
| "eval_unseen_axis_steps_per_second": 151.55, | |
| "epoch": 1.3906056860321385, | |
| "step": 9000 | |
| }, | |
| { | |
| "eval_hard_loss": 0.31886979937553406, | |
| "eval_hard_accuracy": 0.9, | |
| "eval_hard_runtime": 0.2641, | |
| "eval_hard_samples_per_second": 4505.693, | |
| "eval_hard_steps_per_second": 71.94, | |
| "epoch": 1.3906056860321385, | |
| "step": 9000 | |
| }, | |
| { | |
| "loss": 0.11327756881713867, | |
| "grad_norm": 2.5306780338287354, | |
| "learning_rate": 6.505825324734749e-05, | |
| "epoch": 1.4215080346106304, | |
| "step": 9200 | |
| }, | |
| { | |
| "loss": 0.11213048934936523, | |
| "grad_norm": 3.7060656547546387, | |
| "learning_rate": 5.8778169599994366e-05, | |
| "epoch": 1.4524103831891224, | |
| "step": 9400 | |
| }, | |
| { | |
| "loss": 0.11299308776855468, | |
| "grad_norm": 2.2346725463867188, | |
| "learning_rate": 5.274222549074192e-05, | |
| "epoch": 1.4833127317676142, | |
| "step": 9600 | |
| }, | |
| { | |
| "loss": 0.10625232696533203, | |
| "grad_norm": 2.6063334941864014, | |
| "learning_rate": 4.696657508576255e-05, | |
| "epoch": 1.5142150803461063, | |
| "step": 9800 | |
| }, | |
| { | |
| "loss": 0.10512189865112305, | |
| "grad_norm": 4.146987438201904, | |
| "learning_rate": 4.146667591990211e-05, | |
| "epoch": 1.5451174289245984, | |
| "step": 10000 | |
| }, | |
| { | |
| "eval_unseen_lanes_loss": 0.2341764271259308, | |
| "eval_unseen_lanes_accuracy": 0.9286379149860379, | |
| "eval_unseen_lanes_runtime": 0.5514, | |
| "eval_unseen_lanes_samples_per_second": 5845.486, | |
| "eval_unseen_lanes_steps_per_second": 92.498, | |
| "epoch": 1.5451174289245984, | |
| "step": 10000 | |
| }, | |
| { | |
| "eval_unseen_domain_loss": 1.1408356428146362, | |
| "eval_unseen_domain_accuracy": 0.6845899669570441, | |
| "eval_unseen_domain_runtime": 1.5844, | |
| "eval_unseen_domain_samples_per_second": 6303.222, | |
| "eval_unseen_domain_steps_per_second": 99.089, | |
| "epoch": 1.5451174289245984, | |
| "step": 10000 | |
| }, | |
| { | |
| "eval_unseen_axis_loss": 1.6913553476333618, | |
| "eval_unseen_axis_accuracy": 0.6064703042008691, | |
| "eval_unseen_axis_runtime": 1.2705, | |
| "eval_unseen_axis_samples_per_second": 9780.492, | |
| "eval_unseen_axis_steps_per_second": 153.484, | |
| "epoch": 1.5451174289245984, | |
| "step": 10000 | |
| }, | |
| { | |
| "eval_hard_loss": 0.3436157703399658, | |
| "eval_hard_accuracy": 0.9042016806722689, | |
| "eval_hard_runtime": 0.2553, | |
| "eval_hard_samples_per_second": 4661.691, | |
| "eval_hard_steps_per_second": 74.43, | |
| "epoch": 1.5451174289245984, | |
| "step": 10000 | |
| }, | |
| { | |
| "loss": 0.10526069641113281, | |
| "grad_norm": 1.0956754684448242, | |
| "learning_rate": 3.625724752724645e-05, | |
| "epoch": 1.5760197775030902, | |
| "step": 10200 | |
| }, | |
| { | |
| "loss": 0.0974786376953125, | |
| "grad_norm": 1.1272306442260742, | |
| "learning_rate": 3.135223204682058e-05, | |
| "epoch": 1.6069221260815822, | |
| "step": 10400 | |
| }, | |
| { | |
| "loss": 0.101556396484375, | |
| "grad_norm": 3.4264066219329834, | |
| "learning_rate": 2.6764756908851686e-05, | |
| "epoch": 1.637824474660074, | |
| "step": 10600 | |
| }, | |
| { | |
| "loss": 0.10870396614074707, | |
| "grad_norm": 1.7836824655532837, | |
| "learning_rate": 2.2507099701460036e-05, | |
| "epoch": 1.6687268232385661, | |
| "step": 10800 | |
| }, | |
| { | |
| "loss": 0.09275879859924316, | |
| "grad_norm": 1.3714878559112549, | |
| "learning_rate": 1.8590655311806385e-05, | |
| "epoch": 1.6996291718170582, | |
| "step": 11000 | |
| }, | |
| { | |
| "eval_unseen_lanes_loss": 0.21319718658924103, | |
| "eval_unseen_lanes_accuracy": 0.9304995345950977, | |
| "eval_unseen_lanes_runtime": 0.5553, | |
| "eval_unseen_lanes_samples_per_second": 5804.033, | |
| "eval_unseen_lanes_steps_per_second": 91.842, | |
| "epoch": 1.6996291718170582, | |
| "step": 11000 | |
| }, | |
| { | |
| "eval_unseen_domain_loss": 1.022688627243042, | |
| "eval_unseen_domain_accuracy": 0.6976068889556424, | |
| "eval_unseen_domain_runtime": 1.5825, | |
| "eval_unseen_domain_samples_per_second": 6310.792, | |
| "eval_unseen_domain_steps_per_second": 99.208, | |
| "epoch": 1.6996291718170582, | |
| "step": 11000 | |
| }, | |
| { | |
| "eval_unseen_axis_loss": 1.5096590518951416, | |
| "eval_unseen_axis_accuracy": 0.6129888942539836, | |
| "eval_unseen_axis_runtime": 1.2878, | |
| "eval_unseen_axis_samples_per_second": 9649.329, | |
| "eval_unseen_axis_steps_per_second": 151.426, | |
| "epoch": 1.6996291718170582, | |
| "step": 11000 | |
| }, | |
| { | |
| "eval_hard_loss": 0.31117716431617737, | |
| "eval_hard_accuracy": 0.9008403361344538, | |
| "eval_hard_runtime": 0.2589, | |
| "eval_hard_samples_per_second": 4596.879, | |
| "eval_hard_steps_per_second": 73.396, | |
| "epoch": 1.6996291718170582, | |
| "step": 11000 | |
| }, | |
| { | |
| "loss": 0.09593048095703124, | |
| "grad_norm": 3.177462100982666, | |
| "learning_rate": 1.5025905429636426e-05, | |
| "epoch": 1.73053152039555, | |
| "step": 11200 | |
| }, | |
| { | |
| "loss": 0.09772712707519532, | |
| "grad_norm": 2.102013349533081, | |
| "learning_rate": 1.1822390494841139e-05, | |
| "epoch": 1.7614338689740419, | |
| "step": 11400 | |
| }, | |
| { | |
| "loss": 0.08881115913391113, | |
| "grad_norm": 0.3349379897117615, | |
| "learning_rate": 8.98868416411046e-06, | |
| "epoch": 1.792336217552534, | |
| "step": 11600 | |
| }, | |
| { | |
| "loss": 0.09125228881835938, | |
| "grad_norm": 1.5826376676559448, | |
| "learning_rate": 6.532370365015982e-06, | |
| "epoch": 1.823238566131026, | |
| "step": 11800 | |
| }, | |
| { | |
| "loss": 0.1032994556427002, | |
| "grad_norm": 2.430258274078369, | |
| "learning_rate": 4.460022998933166e-06, | |
| "epoch": 1.854140914709518, | |
| "step": 12000 | |
| }, | |
| { | |
| "eval_unseen_lanes_loss": 0.21029867231845856, | |
| "eval_unseen_lanes_accuracy": 0.9329816940738442, | |
| "eval_unseen_lanes_runtime": 0.5539, | |
| "eval_unseen_lanes_samples_per_second": 5818.497, | |
| "eval_unseen_lanes_steps_per_second": 92.071, | |
| "epoch": 1.854140914709518, | |
| "step": 12000 | |
| }, | |
| { | |
| "eval_unseen_domain_loss": 1.0129146575927734, | |
| "eval_unseen_domain_accuracy": 0.700010013016922, | |
| "eval_unseen_domain_runtime": 1.5764, | |
| "eval_unseen_domain_samples_per_second": 6335.382, | |
| "eval_unseen_domain_steps_per_second": 99.595, | |
| "epoch": 1.854140914709518, | |
| "step": 12000 | |
| }, | |
| { | |
| "eval_unseen_axis_loss": 1.5864043235778809, | |
| "eval_unseen_axis_accuracy": 0.6117817479478512, | |
| "eval_unseen_axis_runtime": 1.2684, | |
| "eval_unseen_axis_samples_per_second": 9796.563, | |
| "eval_unseen_axis_steps_per_second": 153.737, | |
| "epoch": 1.854140914709518, | |
| "step": 12000 | |
| }, | |
| { | |
| "eval_hard_loss": 0.30691978335380554, | |
| "eval_hard_accuracy": 0.9084033613445378, | |
| "eval_hard_runtime": 0.2602, | |
| "eval_hard_samples_per_second": 4573.644, | |
| "eval_hard_steps_per_second": 73.025, | |
| "epoch": 1.854140914709518, | |
| "step": 12000 | |
| }, | |
| { | |
| "loss": 0.08737665176391601, | |
| "grad_norm": 1.072799801826477, | |
| "learning_rate": 2.7771883471252034e-06, | |
| "epoch": 1.8850432632880099, | |
| "step": 12200 | |
| }, | |
| { | |
| "loss": 0.08102713584899902, | |
| "grad_norm": 1.5238364934921265, | |
| "learning_rate": 1.4883702270751197e-06, | |
| "epoch": 1.9159456118665017, | |
| "step": 12400 | |
| }, | |
| { | |
| "loss": 0.09933463096618653, | |
| "grad_norm": 0.16273926198482513, | |
| "learning_rate": 5.970179387931151e-07, | |
| "epoch": 1.9468479604449938, | |
| "step": 12600 | |
| }, | |
| { | |
| "loss": 0.10335576057434082, | |
| "grad_norm": 0.17151758074760437, | |
| "learning_rate": 1.0551703335823225e-07, | |
| "epoch": 1.9777503090234858, | |
| "step": 12800 | |
| }, | |
| { | |
| "eval_unseen_lanes_loss": 0.21011516451835632, | |
| "eval_unseen_lanes_accuracy": 0.9336022339435309, | |
| "eval_unseen_lanes_runtime": 0.5534, | |
| "eval_unseen_lanes_samples_per_second": 5823.753, | |
| "eval_unseen_lanes_steps_per_second": 92.154, | |
| "epoch": 2.0, | |
| "step": 12944 | |
| }, | |
| { | |
| "eval_unseen_domain_loss": 1.0266432762145996, | |
| "eval_unseen_domain_accuracy": 0.7009111845399019, | |
| "eval_unseen_domain_runtime": 1.5817, | |
| "eval_unseen_domain_samples_per_second": 6314.155, | |
| "eval_unseen_domain_steps_per_second": 99.261, | |
| "epoch": 2.0, | |
| "step": 12944 | |
| }, | |
| { | |
| "eval_unseen_axis_loss": 1.6092302799224854, | |
| "eval_unseen_axis_accuracy": 0.6111379365845807, | |
| "eval_unseen_axis_runtime": 1.2767, | |
| "eval_unseen_axis_samples_per_second": 9732.892, | |
| "eval_unseen_axis_steps_per_second": 152.737, | |
| "epoch": 2.0, | |
| "step": 12944 | |
| }, | |
| { | |
| "eval_hard_loss": 0.3078996539115906, | |
| "eval_hard_accuracy": 0.9084033613445378, | |
| "eval_hard_runtime": 0.2718, | |
| "eval_hard_samples_per_second": 4377.996, | |
| "eval_hard_steps_per_second": 69.901, | |
| "epoch": 2.0, | |
| "step": 12944 | |
| }, | |
| { | |
| "train_runtime": 262.1825, | |
| "train_samples_per_second": 1579.793, | |
| "train_steps_per_second": 49.37, | |
| "total_flos": 0.0, | |
| "train_loss": 0.2282541081106707, | |
| "epoch": 2.0, | |
| "step": 12944 | |
| } | |
| ] | |
| } |