Instructions to use paulo037/StableCode-DPO with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use paulo037/StableCode-DPO with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("paulo037/StableCode-DPO", dtype="auto") - Notebooks
- Google Colab
- Kaggle
| { | |
| "best_metric": null, | |
| "best_model_checkpoint": null, | |
| "epoch": 1.9467878001297858, | |
| "eval_steps": 25, | |
| "global_step": 375, | |
| "is_hyper_param_search": false, | |
| "is_local_process_zero": true, | |
| "is_world_process_zero": true, | |
| "log_history": [ | |
| { | |
| "epoch": 0.12978585334198572, | |
| "grad_norm": 64.38245391845703, | |
| "learning_rate": 5e-07, | |
| "logits/chosen": -1.9029332399368286, | |
| "logits/rejected": -2.053706407546997, | |
| "logps/chosen": -40.4902458190918, | |
| "logps/rejected": -25.3558406829834, | |
| "loss": 0.5968, | |
| "rewards/accuracies": 0.800000011920929, | |
| "rewards/chosen": 0.17978771030902863, | |
| "rewards/margins": 0.2116149365901947, | |
| "rewards/rejected": -0.031827230006456375, | |
| "step": 25 | |
| }, | |
| { | |
| "epoch": 0.12978585334198572, | |
| "eval_logits/chosen": -1.9241564273834229, | |
| "eval_logits/rejected": -2.0354554653167725, | |
| "eval_logps/chosen": -38.01565933227539, | |
| "eval_logps/rejected": -26.247798919677734, | |
| "eval_loss": 0.454921156167984, | |
| "eval_rewards/accuracies": 1.0, | |
| "eval_rewards/chosen": 0.4693543612957001, | |
| "eval_rewards/margins": 0.5530296564102173, | |
| "eval_rewards/rejected": -0.083675317466259, | |
| "eval_runtime": 140.2735, | |
| "eval_samples_per_second": 0.585, | |
| "eval_steps_per_second": 0.585, | |
| "step": 25 | |
| }, | |
| { | |
| "epoch": 0.25957170668397145, | |
| "grad_norm": 40.388370513916016, | |
| "learning_rate": 5e-07, | |
| "logits/chosen": -1.9818081855773926, | |
| "logits/rejected": -2.0913336277008057, | |
| "logps/chosen": -34.876155853271484, | |
| "logps/rejected": -27.348379135131836, | |
| "loss": 0.3498, | |
| "rewards/accuracies": 1.0, | |
| "rewards/chosen": 0.7389992475509644, | |
| "rewards/margins": 0.8872407674789429, | |
| "rewards/rejected": -0.14824140071868896, | |
| "step": 50 | |
| }, | |
| { | |
| "epoch": 0.25957170668397145, | |
| "eval_logits/chosen": -2.0032734870910645, | |
| "eval_logits/rejected": -2.0942301750183105, | |
| "eval_logps/chosen": -32.67618942260742, | |
| "eval_logps/rejected": -27.68032455444336, | |
| "eval_loss": 0.2584493160247803, | |
| "eval_rewards/accuracies": 1.0, | |
| "eval_rewards/chosen": 1.003301739692688, | |
| "eval_rewards/margins": 1.2302298545837402, | |
| "eval_rewards/rejected": -0.22692809998989105, | |
| "eval_runtime": 140.4996, | |
| "eval_samples_per_second": 0.584, | |
| "eval_steps_per_second": 0.584, | |
| "step": 50 | |
| }, | |
| { | |
| "epoch": 0.3893575600259572, | |
| "grad_norm": 29.64296531677246, | |
| "learning_rate": 5e-07, | |
| "logits/chosen": -2.0457983016967773, | |
| "logits/rejected": -2.112644910812378, | |
| "logps/chosen": -29.919565200805664, | |
| "logps/rejected": -29.504945755004883, | |
| "loss": 0.1989, | |
| "rewards/accuracies": 1.0, | |
| "rewards/chosen": 1.2103655338287354, | |
| "rewards/margins": 1.545750379562378, | |
| "rewards/rejected": -0.33538496494293213, | |
| "step": 75 | |
| }, | |
| { | |
| "epoch": 0.3893575600259572, | |
| "eval_logits/chosen": -2.056947946548462, | |
| "eval_logits/rejected": -2.1299691200256348, | |
| "eval_logps/chosen": -28.753862380981445, | |
| "eval_logps/rejected": -30.1635684967041, | |
| "eval_loss": 0.14609307050704956, | |
| "eval_rewards/accuracies": 1.0, | |
| "eval_rewards/chosen": 1.3955342769622803, | |
| "eval_rewards/margins": 1.8707866668701172, | |
| "eval_rewards/rejected": -0.4752523899078369, | |
| "eval_runtime": 140.5032, | |
| "eval_samples_per_second": 0.584, | |
| "eval_steps_per_second": 0.584, | |
| "step": 75 | |
| }, | |
| { | |
| "epoch": 0.5191434133679429, | |
| "grad_norm": 15.144841194152832, | |
| "learning_rate": 5e-07, | |
| "logits/chosen": -1.9773192405700684, | |
| "logits/rejected": -2.081099271774292, | |
| "logps/chosen": -27.414873123168945, | |
| "logps/rejected": -32.0408935546875, | |
| "loss": 0.1067, | |
| "rewards/accuracies": 1.0, | |
| "rewards/chosen": 1.5709582567214966, | |
| "rewards/margins": 2.2332875728607178, | |
| "rewards/rejected": -0.6623291969299316, | |
| "step": 100 | |
| }, | |
| { | |
| "epoch": 0.5191434133679429, | |
| "eval_logits/chosen": -2.0898687839508057, | |
| "eval_logits/rejected": -2.1492760181427, | |
| "eval_logps/chosen": -25.59548568725586, | |
| "eval_logps/rejected": -34.3668098449707, | |
| "eval_loss": 0.07369648665189743, | |
| "eval_rewards/accuracies": 1.0, | |
| "eval_rewards/chosen": 1.7113721370697021, | |
| "eval_rewards/margins": 2.6069483757019043, | |
| "eval_rewards/rejected": -0.8955763578414917, | |
| "eval_runtime": 140.7464, | |
| "eval_samples_per_second": 0.583, | |
| "eval_steps_per_second": 0.583, | |
| "step": 100 | |
| }, | |
| { | |
| "epoch": 0.6489292667099286, | |
| "grad_norm": 6.891702175140381, | |
| "learning_rate": 5e-07, | |
| "logits/chosen": -2.0497264862060547, | |
| "logits/rejected": -2.113835334777832, | |
| "logps/chosen": -25.3034725189209, | |
| "logps/rejected": -37.589698791503906, | |
| "loss": 0.0501, | |
| "rewards/accuracies": 1.0, | |
| "rewards/chosen": 1.810562014579773, | |
| "rewards/margins": 3.047495126724243, | |
| "rewards/rejected": -1.2369328737258911, | |
| "step": 125 | |
| }, | |
| { | |
| "epoch": 0.6489292667099286, | |
| "eval_logits/chosen": -2.117217540740967, | |
| "eval_logits/rejected": -2.166142463684082, | |
| "eval_logps/chosen": -24.0587100982666, | |
| "eval_logps/rejected": -42.671173095703125, | |
| "eval_loss": 0.02941078133881092, | |
| "eval_rewards/accuracies": 1.0, | |
| "eval_rewards/chosen": 1.8650493621826172, | |
| "eval_rewards/margins": 3.59106183052063, | |
| "eval_rewards/rejected": -1.7260124683380127, | |
| "eval_runtime": 140.3665, | |
| "eval_samples_per_second": 0.584, | |
| "eval_steps_per_second": 0.584, | |
| "step": 125 | |
| }, | |
| { | |
| "epoch": 0.7787151200519143, | |
| "grad_norm": 2.0042898654937744, | |
| "learning_rate": 5e-07, | |
| "logits/chosen": -2.1526224613189697, | |
| "logits/rejected": -2.214064598083496, | |
| "logps/chosen": -24.000539779663086, | |
| "logps/rejected": -47.32194900512695, | |
| "loss": 0.0177, | |
| "rewards/accuracies": 1.0, | |
| "rewards/chosen": 1.8812981843948364, | |
| "rewards/margins": 4.163049697875977, | |
| "rewards/rejected": -2.2817516326904297, | |
| "step": 150 | |
| }, | |
| { | |
| "epoch": 0.7787151200519143, | |
| "eval_logits/chosen": -2.1497561931610107, | |
| "eval_logits/rejected": -2.1853065490722656, | |
| "eval_logps/chosen": -23.404022216796875, | |
| "eval_logps/rejected": -53.90214538574219, | |
| "eval_loss": 0.009417637251317501, | |
| "eval_rewards/accuracies": 1.0, | |
| "eval_rewards/chosen": 1.930518388748169, | |
| "eval_rewards/margins": 4.779628276824951, | |
| "eval_rewards/rejected": -2.849109649658203, | |
| "eval_runtime": 140.3986, | |
| "eval_samples_per_second": 0.584, | |
| "eval_steps_per_second": 0.584, | |
| "step": 150 | |
| }, | |
| { | |
| "epoch": 0.9085009733939, | |
| "grad_norm": 0.955883264541626, | |
| "learning_rate": 5e-07, | |
| "logits/chosen": -2.123363971710205, | |
| "logits/rejected": -2.164508581161499, | |
| "logps/chosen": -23.00540542602539, | |
| "logps/rejected": -57.601531982421875, | |
| "loss": 0.0062, | |
| "rewards/accuracies": 1.0, | |
| "rewards/chosen": 1.9459924697875977, | |
| "rewards/margins": 5.212995529174805, | |
| "rewards/rejected": -3.2670037746429443, | |
| "step": 175 | |
| }, | |
| { | |
| "epoch": 0.9085009733939, | |
| "eval_logits/chosen": -2.178921937942505, | |
| "eval_logits/rejected": -2.198212146759033, | |
| "eval_logps/chosen": -22.801753997802734, | |
| "eval_logps/rejected": -63.14146423339844, | |
| "eval_loss": 0.0035098514053970575, | |
| "eval_rewards/accuracies": 1.0, | |
| "eval_rewards/chosen": 1.990744948387146, | |
| "eval_rewards/margins": 5.763787269592285, | |
| "eval_rewards/rejected": -3.7730419635772705, | |
| "eval_runtime": 140.3451, | |
| "eval_samples_per_second": 0.584, | |
| "eval_steps_per_second": 0.584, | |
| "step": 175 | |
| }, | |
| { | |
| "epoch": 1.0382868267358858, | |
| "grad_norm": 0.22394584119319916, | |
| "learning_rate": 5e-07, | |
| "logits/chosen": -2.161266803741455, | |
| "logits/rejected": -2.1958141326904297, | |
| "logps/chosen": -22.247957229614258, | |
| "logps/rejected": -67.36149597167969, | |
| "loss": 0.0024, | |
| "rewards/accuracies": 1.0, | |
| "rewards/chosen": 1.9859832525253296, | |
| "rewards/margins": 6.165727615356445, | |
| "rewards/rejected": -4.179744720458984, | |
| "step": 200 | |
| }, | |
| { | |
| "epoch": 1.0382868267358858, | |
| "eval_logits/chosen": -2.2002382278442383, | |
| "eval_logits/rejected": -2.2000482082366943, | |
| "eval_logps/chosen": -22.139089584350586, | |
| "eval_logps/rejected": -72.42859649658203, | |
| "eval_loss": 0.001294078305363655, | |
| "eval_rewards/accuracies": 1.0, | |
| "eval_rewards/chosen": 2.057011604309082, | |
| "eval_rewards/margins": 6.7587666511535645, | |
| "eval_rewards/rejected": -4.701755523681641, | |
| "eval_runtime": 140.2609, | |
| "eval_samples_per_second": 0.585, | |
| "eval_steps_per_second": 0.585, | |
| "step": 200 | |
| }, | |
| { | |
| "epoch": 1.1680726800778716, | |
| "grad_norm": 0.10501434653997421, | |
| "learning_rate": 5e-07, | |
| "logits/chosen": -2.195300340652466, | |
| "logits/rejected": -2.1965079307556152, | |
| "logps/chosen": -22.331872940063477, | |
| "logps/rejected": -75.86756896972656, | |
| "loss": 0.0009, | |
| "rewards/accuracies": 1.0, | |
| "rewards/chosen": 2.0966131687164307, | |
| "rewards/margins": 7.172005653381348, | |
| "rewards/rejected": -5.075392723083496, | |
| "step": 225 | |
| }, | |
| { | |
| "epoch": 1.1680726800778716, | |
| "eval_logits/chosen": -2.2084293365478516, | |
| "eval_logits/rejected": -2.1937882900238037, | |
| "eval_logps/chosen": -21.62232208251953, | |
| "eval_logps/rejected": -80.40409088134766, | |
| "eval_loss": 0.0005517782410606742, | |
| "eval_rewards/accuracies": 1.0, | |
| "eval_rewards/chosen": 2.1086885929107666, | |
| "eval_rewards/margins": 7.607994079589844, | |
| "eval_rewards/rejected": -5.499305725097656, | |
| "eval_runtime": 140.4282, | |
| "eval_samples_per_second": 0.584, | |
| "eval_steps_per_second": 0.584, | |
| "step": 225 | |
| }, | |
| { | |
| "epoch": 1.2978585334198574, | |
| "grad_norm": 0.12079267203807831, | |
| "learning_rate": 5e-07, | |
| "logits/chosen": -2.2555391788482666, | |
| "logits/rejected": -2.2508366107940674, | |
| "logps/chosen": -21.726062774658203, | |
| "logps/rejected": -83.389892578125, | |
| "loss": 0.0005, | |
| "rewards/accuracies": 1.0, | |
| "rewards/chosen": 2.083451271057129, | |
| "rewards/margins": 7.826067924499512, | |
| "rewards/rejected": -5.742616653442383, | |
| "step": 250 | |
| }, | |
| { | |
| "epoch": 1.2978585334198574, | |
| "eval_logits/chosen": -2.2094874382019043, | |
| "eval_logits/rejected": -2.183870553970337, | |
| "eval_logps/chosen": -21.337453842163086, | |
| "eval_logps/rejected": -85.59798431396484, | |
| "eval_loss": 0.00031946305534802377, | |
| "eval_rewards/accuracies": 1.0, | |
| "eval_rewards/chosen": 2.1371753215789795, | |
| "eval_rewards/margins": 8.155868530273438, | |
| "eval_rewards/rejected": -6.018693923950195, | |
| "eval_runtime": 140.1924, | |
| "eval_samples_per_second": 0.585, | |
| "eval_steps_per_second": 0.585, | |
| "step": 250 | |
| }, | |
| { | |
| "epoch": 1.427644386761843, | |
| "grad_norm": 0.03313301131129265, | |
| "learning_rate": 5e-07, | |
| "logits/chosen": -2.1494364738464355, | |
| "logits/rejected": -2.1585676670074463, | |
| "logps/chosen": -21.17609405517578, | |
| "logps/rejected": -86.35639953613281, | |
| "loss": 0.0003, | |
| "rewards/accuracies": 1.0, | |
| "rewards/chosen": 2.207101821899414, | |
| "rewards/margins": 8.373501777648926, | |
| "rewards/rejected": -6.166399955749512, | |
| "step": 275 | |
| }, | |
| { | |
| "epoch": 1.427644386761843, | |
| "eval_logits/chosen": -2.2073066234588623, | |
| "eval_logits/rejected": -2.174794912338257, | |
| "eval_logps/chosen": -21.185022354125977, | |
| "eval_logps/rejected": -89.19384765625, | |
| "eval_loss": 0.00021948952053207904, | |
| "eval_rewards/accuracies": 1.0, | |
| "eval_rewards/chosen": 2.1524181365966797, | |
| "eval_rewards/margins": 8.530698776245117, | |
| "eval_rewards/rejected": -6.378280162811279, | |
| "eval_runtime": 140.1155, | |
| "eval_samples_per_second": 0.585, | |
| "eval_steps_per_second": 0.585, | |
| "step": 275 | |
| }, | |
| { | |
| "epoch": 1.5574302401038287, | |
| "grad_norm": 0.03680599108338356, | |
| "learning_rate": 5e-07, | |
| "logits/chosen": -2.191593647003174, | |
| "logits/rejected": -2.178603410720825, | |
| "logps/chosen": -20.61453628540039, | |
| "logps/rejected": -89.9397201538086, | |
| "loss": 0.0002, | |
| "rewards/accuracies": 1.0, | |
| "rewards/chosen": 2.125040292739868, | |
| "rewards/margins": 8.604403495788574, | |
| "rewards/rejected": -6.479363918304443, | |
| "step": 300 | |
| }, | |
| { | |
| "epoch": 1.5574302401038287, | |
| "eval_logits/chosen": -2.2045023441314697, | |
| "eval_logits/rejected": -2.1671271324157715, | |
| "eval_logps/chosen": -21.077783584594727, | |
| "eval_logps/rejected": -91.99667358398438, | |
| "eval_loss": 0.0001641342241782695, | |
| "eval_rewards/accuracies": 1.0, | |
| "eval_rewards/chosen": 2.163142204284668, | |
| "eval_rewards/margins": 8.821704864501953, | |
| "eval_rewards/rejected": -6.658563613891602, | |
| "eval_runtime": 140.5186, | |
| "eval_samples_per_second": 0.584, | |
| "eval_steps_per_second": 0.584, | |
| "step": 300 | |
| }, | |
| { | |
| "epoch": 1.6872160934458145, | |
| "grad_norm": 0.028771178796887398, | |
| "learning_rate": 5e-07, | |
| "logits/chosen": -2.203645706176758, | |
| "logits/rejected": -2.166923761367798, | |
| "logps/chosen": -20.792112350463867, | |
| "logps/rejected": -93.08446502685547, | |
| "loss": 0.0002, | |
| "rewards/accuracies": 1.0, | |
| "rewards/chosen": 2.144740104675293, | |
| "rewards/margins": 8.90222454071045, | |
| "rewards/rejected": -6.7574849128723145, | |
| "step": 325 | |
| }, | |
| { | |
| "epoch": 1.6872160934458145, | |
| "eval_logits/chosen": -2.2036421298980713, | |
| "eval_logits/rejected": -2.1623051166534424, | |
| "eval_logps/chosen": -20.99409294128418, | |
| "eval_logps/rejected": -94.2848892211914, | |
| "eval_loss": 0.000129787833429873, | |
| "eval_rewards/accuracies": 1.0, | |
| "eval_rewards/chosen": 2.171510934829712, | |
| "eval_rewards/margins": 9.0588960647583, | |
| "eval_rewards/rejected": -6.887384414672852, | |
| "eval_runtime": 140.302, | |
| "eval_samples_per_second": 0.584, | |
| "eval_steps_per_second": 0.584, | |
| "step": 325 | |
| }, | |
| { | |
| "epoch": 1.8170019467878, | |
| "grad_norm": 0.022831246256828308, | |
| "learning_rate": 5e-07, | |
| "logits/chosen": -2.078533411026001, | |
| "logits/rejected": -2.01901912689209, | |
| "logps/chosen": -21.031679153442383, | |
| "logps/rejected": -93.99193572998047, | |
| "loss": 0.0001, | |
| "rewards/accuracies": 1.0, | |
| "rewards/chosen": 2.2570154666900635, | |
| "rewards/margins": 9.124194145202637, | |
| "rewards/rejected": -6.867178440093994, | |
| "step": 350 | |
| }, | |
| { | |
| "epoch": 1.8170019467878, | |
| "eval_logits/chosen": -2.2034356594085693, | |
| "eval_logits/rejected": -2.159289836883545, | |
| "eval_logps/chosen": -20.922840118408203, | |
| "eval_logps/rejected": -96.17369842529297, | |
| "eval_loss": 0.00010680888954084367, | |
| "eval_rewards/accuracies": 1.0, | |
| "eval_rewards/chosen": 2.178636312484741, | |
| "eval_rewards/margins": 9.254901885986328, | |
| "eval_rewards/rejected": -7.076265811920166, | |
| "eval_runtime": 140.2323, | |
| "eval_samples_per_second": 0.585, | |
| "eval_steps_per_second": 0.585, | |
| "step": 350 | |
| }, | |
| { | |
| "epoch": 1.9467878001297858, | |
| "grad_norm": 0.02170448750257492, | |
| "learning_rate": 5e-07, | |
| "logits/chosen": -2.220951795578003, | |
| "logits/rejected": -2.174309015274048, | |
| "logps/chosen": -20.899547576904297, | |
| "logps/rejected": -96.2768325805664, | |
| "loss": 0.0001, | |
| "rewards/accuracies": 1.0, | |
| "rewards/chosen": 2.155444383621216, | |
| "rewards/margins": 9.21989631652832, | |
| "rewards/rejected": -7.064451217651367, | |
| "step": 375 | |
| }, | |
| { | |
| "epoch": 1.9467878001297858, | |
| "eval_logits/chosen": -2.203279972076416, | |
| "eval_logits/rejected": -2.1563150882720947, | |
| "eval_logps/chosen": -20.860851287841797, | |
| "eval_logps/rejected": -97.92994689941406, | |
| "eval_loss": 8.922202687244862e-05, | |
| "eval_rewards/accuracies": 1.0, | |
| "eval_rewards/chosen": 2.184835195541382, | |
| "eval_rewards/margins": 9.436725616455078, | |
| "eval_rewards/rejected": -7.251890659332275, | |
| "eval_runtime": 140.2052, | |
| "eval_samples_per_second": 0.585, | |
| "eval_steps_per_second": 0.585, | |
| "step": 375 | |
| } | |
| ], | |
| "logging_steps": 25, | |
| "max_steps": 384, | |
| "num_input_tokens_seen": 0, | |
| "num_train_epochs": 2, | |
| "save_steps": 25, | |
| "stateful_callbacks": { | |
| "TrainerControl": { | |
| "args": { | |
| "should_epoch_stop": false, | |
| "should_evaluate": false, | |
| "should_log": false, | |
| "should_save": true, | |
| "should_training_stop": false | |
| }, | |
| "attributes": {} | |
| } | |
| }, | |
| "total_flos": 0.0, | |
| "train_batch_size": 1, | |
| "trial_name": null, | |
| "trial_params": null | |
| } | |