qgallouedec HF Staff commited on
Commit
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1 Parent(s): 5813b5c

Initial commit

Browse files
README.md CHANGED
@@ -16,7 +16,7 @@ model-index:
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  type: LiftCube-v0
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  metrics:
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  - type: mean_reward
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- value: -96.95 +/- 0.00
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  name: mean_reward
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  verified: false
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  ---
@@ -64,10 +64,9 @@ python -m rl_zoo3.push_to_hub --algo tqc --env LiftCube-v0 -f logs/ -orga qgallo
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  ```python
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  OrderedDict([('n_envs', 48),
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  ('n_timesteps', 10000000.0),
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- ('normalize', True),
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  ('policy', 'MultiInputPolicy'),
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  ('use_sde', True),
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- ('normalize_kwargs', {'norm_obs': True, 'norm_reward': False})])
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  ```
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  # Environment Arguments
 
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  metrics:
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  - type: mean_reward
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  name: mean_reward
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  ---
 
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  ```python
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  OrderedDict([('n_envs', 48),
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  ('n_timesteps', 10000000.0),
 
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  ('policy', 'MultiInputPolicy'),
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  ('use_sde', True),
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+ ('normalize', False)])
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  ```
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  # Environment Arguments
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config.yml CHANGED
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results.json CHANGED
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- {"mean_reward": -96.94653640000001, "std_reward": 1.2000000012335478e-06, "is_deterministic": true, "n_eval_episodes": 10, "eval_datetime": "2024-06-09T00:09:52.911189"}
 
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  "__module__": "sb3_contrib.tqc.policies",
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  "__doc__": "\n Policy class (with both actor and critic) for TQC.\n\n :param observation_space: Observation space\n :param action_space: Action space\n :param lr_schedule: Learning rate schedule (could be constant)\n :param net_arch: The specification of the policy and value networks.\n :param activation_fn: Activation function\n :param use_sde: Whether to use State Dependent Exploration or not\n :param log_std_init: Initial value for the log standard deviation\n :param use_expln: Use ``expln()`` function instead of ``exp()`` when using gSDE to ensure\n a positive standard deviation (cf paper). It allows to keep variance\n above zero and prevent it from growing too fast. In practice, ``exp()`` is usually enough.\n :param clip_mean: Clip the mean output when using gSDE to avoid numerical instability.\n :param features_extractor_class: Features extractor to use.\n :param normalize_images: Whether to normalize images or not,\n dividing by 255.0 (True by default)\n :param optimizer_class: The optimizer to use,\n ``th.optim.Adam`` by default\n :param optimizer_kwargs: Additional keyword arguments,\n excluding the learning rate, to pass to the optimizer\n :param n_quantiles: Number of quantiles for the critic.\n :param n_critics: Number of critic networks to create.\n :param share_features_extractor: Whether to share or not the features extractor\n between the actor and the critic (this saves computation time)\n ",
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- "arm_qpos": "[[ 3.04884464e-01 -2.20685422e-01 2.98678167e-02 -4.23995823e-01\n 4.46974784e-01 7.28078306e-01]\n [ 3.45338726e+00 1.23232567e+00 7.27758333e-02 -8.77109945e-01\n 8.85790288e-02 -1.37199527e-02]\n [-6.35673165e-01 -2.07655048e+00 6.86812624e-02 6.03460431e-01\n 6.82840347e-01 -1.78746339e-02]\n [ 7.27645829e-02 7.95718282e-02 2.14962065e-02 -5.27566671e-01\n 2.33442590e-01 -4.11526054e-01]\n [ 5.75672351e-02 -6.06352463e-02 5.51193431e-02 -2.49659747e-01\n 3.17266941e-01 -2.41825841e-02]\n [-7.18679905e+00 -7.03112888e+00 4.29026112e-02 9.99390185e-01\n 2.17542592e-02 -2.73117833e-02]\n [-5.29717970e+00 1.94260681e+00 5.45060575e-01 -2.42208436e-01\n -4.19386834e-01 8.04277480e-01]\n [-3.49176025e+00 4.08889771e+00 1.63275218e+00 6.69703007e-01\n -3.33072878e-02 -5.74446917e-01]\n [-2.49913692e+00 8.14529061e-01 7.96940029e-02 5.50630987e-01\n 4.02560271e-02 8.24942768e-01]\n [ 6.74217343e-02 1.32832631e-01 1.49820363e-02 1.00000000e+00\n 2.72888919e-17 5.45488443e-19]\n [ 6.06925003e-02 2.51502544e-01 1.62621588e-02 6.49928093e-01\n -1.53429108e-02 7.59692132e-01]\n [-4.64982688e-02 2.31495723e-01 2.11298354e-02 4.07925934e-01\n 7.51745945e-04 9.13014650e-01]\n [-1.18647769e-01 4.40228820e-01 1.99448541e-02 9.02132809e-01\n -3.91820997e-01 -6.87551647e-02]\n [-7.70194381e-02 1.36786569e-02 2.06246767e-02 9.82956946e-01\n -1.81506813e-01 -2.31639668e-02]\n [-1.36346877e-01 -4.76034656e-02 2.35825051e-02 7.75400937e-01\n 4.52755302e-01 -9.93691385e-02]\n [-4.26635414e-01 3.27857912e-01 2.07525287e-02 -9.98141050e-01\n -5.93865931e-04 4.22308557e-02]\n [-6.21794796e+00 -5.62231064e+00 1.02633387e-01 -8.64308715e-01\n -1.62595123e-01 -1.12691090e-01]\n [ 4.79440355e+00 5.09449005e+00 2.29890287e-01 -9.92338717e-01\n -9.04533081e-05 -1.23064399e-01]\n [ 1.46863818e+00 -1.75284624e+00 4.48721610e-02 -3.67437482e-01\n -7.57257521e-01 4.94450212e-01]\n [-1.01168990e+00 -7.37665355e-01 2.13999450e-02 -8.43742251e-01\n -2.15862412e-02 2.97422484e-02]\n [-1.37670031e+01 -5.60800695e+00 5.78325629e-01 6.88726753e-02\n 2.15306923e-01 1.32340312e-01]\n [-4.26694536e+00 2.43199182e+00 1.16202481e-01 9.70168412e-01\n -1.37920514e-01 1.95017532e-01]\n [ 2.78907549e-02 7.97978863e-02 2.75931116e-02 -8.52838874e-01\n -1.49149075e-02 5.12263656e-01]\n [-6.49771810e-01 -5.80171824e-01 1.78298280e-02 -3.47316355e-01\n 3.45411673e-02 -8.50710832e-03]\n [-1.63002431e-01 4.65800107e-01 2.57685427e-02 8.94255459e-01\n 8.85559916e-02 1.05293289e-01]\n [ 3.62009034e-02 2.01673061e-01 2.26932000e-02 -7.92700291e-01\n -2.28882283e-02 5.61356544e-01]\n [-3.40601373e+00 4.21973848e+00 9.70541015e-02 -1.56263858e-01\n 4.67194349e-01 8.42578888e-01]\n [-3.24906015e+00 3.39281487e+00 2.06799321e-02 -9.96754348e-01\n 7.66164958e-02 -2.42444109e-02]\n [-9.10294175e-01 6.85168922e-01 3.50221433e-02 6.15983903e-01\n 6.82168484e-01 2.81496644e-01]\n [-1.92330112e+01 1.70464497e+01 3.03796172e-01 -1.39510155e-01\n 2.25956172e-01 4.83597107e-02]\n [ 1.54029286e+00 3.12271267e-01 3.44096869e-02 -7.40156114e-01\n -4.30368632e-02 1.37115167e-02]\n [-4.84183884e+00 -1.20160902e+00 3.55357565e-02 5.80012381e-01\n -2.98442900e-01 2.62356430e-01]\n [ 2.05104470e+00 -3.96499729e+00 5.10923229e-02 -9.55698550e-01\n -2.93293208e-01 1.04399332e-04]\n [-2.76612663e+00 1.11497891e+00 1.03291005e-01 8.71892989e-01\n -1.02294303e-01 -4.73702192e-01]\n [-4.08156604e-01 -2.95183420e-01 2.65519526e-02 1.11367308e-01\n 7.48767436e-01 -6.53394222e-01]\n [ 6.48396444e+00 -5.88817644e+00 7.31387436e-01 -3.99424404e-01\n 1.03716113e-01 8.08582008e-01]\n [ 1.86608024e-02 4.28273886e-01 2.02658381e-02 7.17883289e-01\n -5.62389910e-01 -2.39903986e-01]\n [-1.25596249e+00 4.02198911e-01 2.57748306e-01 2.13282064e-01\n -6.18354976e-01 -7.54745364e-01]\n [ 1.00783229e+00 6.87956512e-02 2.16507968e-02 -9.94436502e-01\n -1.04350351e-01 -3.22204712e-03]\n [ 6.31783438e+00 5.76125717e+00 5.09918630e-01 -2.02266514e-01\n -8.19258273e-01 4.51735437e-01]\n [-2.97182441e-01 -9.25717596e-03 1.78395025e-02 -9.74354625e-01\n -4.08385582e-02 4.68257889e-02]\n [-4.98368107e-02 7.67780468e-02 1.97187420e-02 -9.87095773e-01\n 1.05157986e-01 -5.94249144e-02]\n [ 9.05745792e+00 3.39103293e+00 1.58890322e-01 -1.60523906e-01\n 8.84236574e-01 -2.50850558e-01]\n [-1.66034177e-01 1.68644875e-01 2.11459678e-02 9.34963584e-01\n 4.97568548e-02 -3.41275781e-01]\n [-1.57099640e+00 1.79537499e+00 5.77036180e-02 -3.43049437e-01\n 6.06248938e-02 8.58137727e-01]\n [ 6.93849182e+00 -1.09140612e-01 5.80322146e-01 -9.86742556e-01\n -1.26566634e-01 -1.00279748e-01]\n [ 1.51065600e+00 -1.26889741e+00 4.16963957e-02 6.26990020e-01\n -6.18758313e-02 -1.61599577e-03]\n [-6.73922896e-02 2.63752401e-01 2.22001206e-02 -7.33907938e-01\n 6.50333583e-01 -2.05507944e-03]]",
32
- "arm_qvel": "[[ 1.41230524e+00 -2.22431064e+00 4.10627484e-01 3.07010674e+00\n 1.46321735e+01 -1.47205496e+00]\n [ 1.02937040e+01 3.36527014e+00 -3.64973694e-01 2.52666054e+01\n -1.64633954e+00 -9.24353790e+01]\n [-1.54801369e+00 -6.28816509e+00 2.34602448e-02 5.66092062e+00\n -8.75768244e-01 2.93225336e+00]\n [-1.14293076e-01 -7.59811923e-02 1.27683267e-01 3.20675421e+00\n -6.26514578e+00 1.10086374e+01]\n [-1.25678670e+00 -2.32473469e+00 5.65426111e-01 4.70809793e+00\n -3.05994749e+00 -1.44698114e+01]\n [-2.24472332e+01 -2.23020630e+01 5.96477151e-01 1.74812782e+00\n -2.75852203e+00 4.04617043e+01]\n [-1.65387516e+01 5.73333597e+00 1.76394716e-01 -7.25670776e+01\n 1.40871216e+02 -5.99847870e+01]\n [-3.18105431e+01 3.37485580e+01 1.33372917e+01 -7.15066528e+01\n 4.95652885e+01 6.49336777e+01]\n [-7.39242125e+00 1.98618305e+00 -4.64456499e-01 -1.04464805e+00\n -3.25615501e+01 6.37880135e+00]\n [ 1.31374363e-17 -4.07588813e-17 3.03823872e-05 -7.56595187e-16\n -2.07163785e-16 1.52552305e-17]\n [ 1.19374238e-01 2.93413568e-02 9.85743403e-02 -1.01530358e-01\n 5.90285492e+00 -1.30872265e-01]\n [ 1.44696116e-01 -2.38781897e-04 6.85628317e-03 1.17522532e-05\n 6.90602875e+00 5.00670831e-05]\n [-8.79520476e-02 7.46196806e-01 1.59756497e-01 -3.78966522e+01\n -7.19171906e+00 1.55522232e+01]\n [ 5.74311167e-02 -7.11377919e-01 -4.24012281e-02 3.68475494e+01\n 2.80062222e+00 7.42865849e+00]\n [-3.93033326e-01 -4.63750273e-01 3.08003426e-01 3.07001743e+01\n -6.60024071e+00 2.91307793e+01]\n [-1.29050410e+00 2.47003719e-01 -2.79970974e-01 -3.22359991e+00\n -5.87682381e+01 -7.09233665e+00]\n [-1.98462219e+01 -1.79653873e+01 -1.11497319e+00 -1.95764198e+01\n -1.13639240e+01 5.10346985e+01]\n [ 1.46959000e+01 1.51931305e+01 1.14304602e+00 -5.82824469e-01\n -9.60223160e+01 7.83977079e+00]\n [ 4.26247978e+00 -5.33169842e+00 3.40493947e-01 2.29250622e+01\n -1.55475626e+01 5.63643217e+00]\n [-2.54080534e+00 -2.51556849e+00 -5.67779467e-02 -1.03964341e+00\n -9.50124562e-01 -1.59445438e+01]\n [-4.32114143e+01 -1.82504196e+01 5.57844102e-01 -1.74216213e+01\n -7.89247990e+00 -6.70006714e+01]\n [-1.34127474e+01 7.12822533e+00 -1.21265042e+00 4.50475388e+01\n -6.15191269e+01 -1.38048716e+01]\n [-7.90787265e-02 3.06713939e-01 1.09162003e-01 1.09234774e+00\n -2.11105556e+01 1.81000173e+00]\n [-1.78219473e+00 -1.83765471e+00 1.15676083e-01 1.15117095e-01\n -2.15566084e-01 -1.18464117e+01]\n [-2.49571115e-01 1.05271816e+00 3.07496339e-02 -1.79236507e+01\n -1.98690147e+01 7.07882614e+01]\n [-3.17072630e-01 2.27342546e-02 2.72683483e-02 1.65110362e+00\n -2.11318855e+01 8.99808407e+00]\n [-1.08010292e+01 1.18397007e+01 8.00863981e-01 4.36267471e+00\n 8.84153175e+00 -1.88363612e+00]\n [-9.75485802e+00 9.67051220e+00 2.83420205e-01 -4.32613659e+00\n -3.32037210e+00 -1.99157352e+01]\n [-2.42910385e+00 1.52834487e+00 -3.36913109e-01 3.80047226e+01\n 1.63340054e+01 1.67051964e+01]\n [-6.02851143e+01 5.32434769e+01 -6.73262477e-01 1.14724569e+01\n 2.45536423e+00 4.88883514e+01]\n [ 3.99375319e+00 2.27153614e-01 1.45081997e-01 4.56974089e-01\n -4.08868170e+00 -1.44124413e+01]\n [-1.45484791e+01 -4.30056429e+00 9.32670012e-02 1.34457664e+01\n -9.56924057e+00 2.95275440e+01]\n [ 6.42179537e+00 -1.29865961e+01 -1.46172333e+00 2.15475254e+01\n -8.29021871e-01 9.13931489e-01]\n [-8.43464470e+00 2.52799034e+00 3.73788059e-01 -7.15516129e+01\n -3.48197662e+02 -4.85663528e+01]\n [-1.39421988e+00 -1.60092986e+00 9.46230963e-02 6.59352798e+01\n -5.75239449e+01 -4.87403393e-01]\n [ 2.00128384e+01 -1.91495571e+01 8.09116662e-01 5.12756681e+00\n 4.62095070e+01 -2.31300545e+01]\n [-3.18941921e-01 9.59160566e-01 -1.01152077e-01 -3.50461884e+01\n -1.51049900e+01 2.09762077e+01]\n [-4.25783157e+00 5.77798009e-01 -5.27825773e-01 -5.37368345e+00\n -6.77947283e+00 1.35657644e+00]\n [ 3.04637384e+00 -2.52288282e-01 -6.94957197e-01 -5.80535011e+01\n -5.17246611e-02 7.05545378e+00]\n [ 1.99784164e+01 1.76303177e+01 3.91525812e-02 1.22444702e+02\n -6.78507080e+01 -4.44122963e+01]\n [-1.59107015e-01 -4.40545678e-01 2.86018793e-02 4.02245253e-01\n -2.69340754e+00 -1.82587452e+01]\n [-1.15251705e-01 -3.04740250e-01 -2.38645971e-01 1.33493166e+01\n -5.33178473e+00 -1.09174080e+01]\n [ 2.79227810e+01 1.03111877e+01 1.22583836e-01 -2.48455772e+01\n 5.52118587e+00 -1.16089888e+01]\n [-7.57233620e-01 -1.63057581e-01 2.27443576e-01 4.71988678e+00\n -3.96885338e+01 -9.00524521e+00]\n [-4.41027927e+00 4.69078445e+00 3.29448640e-01 1.21938026e+00\n 1.03498087e+01 -3.60124397e+00]\n [ 2.16420517e+01 -1.06502151e+00 3.04117382e-01 -4.32109108e+01\n -3.87030029e+01 3.88416576e+00]\n [ 4.27230310e+00 -4.14098406e+00 -2.67742455e-01 4.52360773e+00\n -1.48558259e+00 -3.36824799e+01]\n [-3.99881713e-02 3.67953837e-01 -6.64263964e-02 -2.27966194e+01\n -6.74156249e-02 -6.45680141e+00]]",
33
- "cube_pos": "[[-3.00571293e-01 -6.69278443e-01 1.59953773e-01]\n [-4.71851289e-01 -3.23333800e-01 7.05325067e-01]\n [ 4.11394089e-01 -5.51914275e-01 7.93308318e-02]\n [ 7.05566645e-01 5.70555916e-03 4.20097560e-01]\n [-9.14563775e-01 -1.16292572e+00 -8.19867849e-02]\n [-3.43527237e-04 -8.49768877e-01 -8.84621441e-01]\n [-3.44365269e-01 -7.91155696e-01 -9.06487465e-01]\n [ 4.69466954e-01 -6.61022246e-01 -4.57147866e-01]\n [-1.21055216e-01 -2.74733216e-01 -4.34018821e-02]\n [-3.36882043e-17 -5.36078811e-01 -1.75589189e-01]\n [ 1.50301401e-02 -7.43254185e-01 5.94296828e-02]\n [-3.35450750e-04 -7.36453831e-01 3.74250524e-02]\n [ 1.67049110e-01 -5.56567073e-01 4.33181345e-01]\n [-1.77312084e-02 -2.45451376e-01 -2.79413396e-03]\n [ 4.28826064e-01 -3.38295013e-01 -2.21575335e-01]\n [ 4.39392105e-02 6.42627001e-01 7.20319331e-01]\n [ 4.62421924e-01 -9.45976257e-01 -9.54960048e-01]\n [ 1.09068966e-02 9.30887282e-01 -4.19616193e-01]\n [-2.16955662e-01 9.34543371e-01 -3.83064479e-01]\n [-5.35488963e-01 -3.80745441e-01 -2.49787226e-01]\n [ 9.65083182e-01 -8.44994068e-01 -6.29054546e-01]\n [ 4.14646491e-02 9.71212924e-01 -5.82063556e-01]\n [-1.00146614e-01 4.02757525e-01 5.74884713e-01]\n [-9.37073052e-01 -1.02677274e+00 -1.07255720e-01]\n [-4.25885350e-01 3.39464515e-01 -3.02887350e-01]\n [-2.36603528e-01 5.17970091e-03 6.18148983e-01]\n [-2.17650726e-01 8.28938067e-01 -9.42655146e-01]\n [-4.78661107e-03 1.71094179e-01 -5.08600891e-01]\n [ 2.75625914e-01 -3.07798356e-01 -6.43227816e-01]\n [ 9.62882161e-01 6.84130549e-01 3.47408414e-01]\n [-6.70916378e-01 7.27884591e-01 -5.27233407e-02]\n [-7.11116433e-01 -9.00331795e-01 -8.98576736e-01]\n [-2.48859860e-02 7.31898904e-01 -2.71664292e-01]\n [-7.03190863e-02 6.91907331e-02 6.53851703e-02]\n [-4.53716423e-03 5.74517190e-01 -6.00811958e-01]\n [-4.19402301e-01 1.98566452e-01 9.37153995e-01]\n [ 3.32877249e-01 -6.92010105e-01 3.89925599e-01]\n [ 5.00727668e-02 -7.86822021e-01 -3.54622543e-01]\n [ 1.40257003e-02 -5.37970722e-01 -3.99338715e-02]\n [ 2.89550036e-01 8.14588308e-01 1.32882759e-01]\n [-2.16269821e-01 5.37813485e-01 1.06451344e-02]\n [-1.05130322e-01 7.51711726e-01 4.54618819e-02]\n [ 3.59766185e-01 9.57841992e-01 6.61293924e-01]\n [-8.30550715e-02 -5.53218089e-02 -1.40656695e-01]\n [-3.77149045e-01 -7.72324085e-01 -1.71773106e-01]\n [ 1.62471756e-02 5.03999352e-01 -8.04676533e-01]\n [ 7.76564419e-01 -5.22300601e-01 -1.18581979e-02]\n [ 1.96063995e-01 2.44322300e-01 -3.96331623e-02]]"
34
  },
35
- "_episode_num": 17808,
36
  "use_sde": true,
37
  "sde_sample_freq": -1,
38
- "_current_progress_remaining": 0.6430768,
39
  "_stats_window_size": 100,
40
  "ep_info_buffer": {
41
  ":type:": "<class 'collections.deque'>",
42
- ":serialized:": "gAWV4AsAAAAAAACMC2NvbGxlY3Rpb25zlIwFZGVxdWWUk5QpS2SGlFKUKH2UKIwBcpRHwFeQqjJuEVaMAWyUS8iMAXSUR0CZKESm65G0dX2UKGgGR8BYA/ovBacJaAdLyGgIR0CZJ9JwbVBldX2UKGgGR8BWcRPj4pMIaAdLyGgIR0CZJ1tnf2sadX2UKGgGR8BXPJylvZRLaAdLyGgIR0CZJuVvddmhdX2UKGgGR8BVGtZJTVDsaAdLyGgIR0CZVG7fHggpdX2UKGgGR8BUwOLNwBHTaAdLyGgIR0CZU/w1BMSLdX2UKGgGR8BYPJQLux8laAdLyGgIR0CZU4nfEXLvdX2UKGgGR8BX3J4nndO7aAdLyGgIR0CZUxaPS2H+dX2UKGgGR8BX1GyC4BmxaAdLyGgIR0CZUqLV4HHFdX2UKGgGR8BIpTJp35eraAdLyGgIR0CZUi4jKPn0dX2UKGgGR8AcpXJYDDCQaAdLyGgIR0CZUbYCQtBfdX2UKGgGR8BXzqkAPuohaAdLyGgIR0CZUT4R28qXdX2UKGgGR8BVEhc3VCokaAdLyGgIR0CZUMqmTC+DdX2UKGgGR8BYPJQLux8laAdLyGgIR0CZUFcTrVvudX2UKGgGR8BXu44Ia99MaAdLyGgIR0CZT+Pw/gR9dX2UKGgGR8BX3JE6T4cnaAdLyGgIR0CZT3BV+7UYdX2UKGgGR8BV7k0zj3mFaAdLyGgIR0CZTv2KVII4dX2UKGgGR8BX3bLEDQqqaAdLyGgIR0CZTokUsWfsdX2UKGgGR8BX1ZtSAH3UaAdLyGgIR0CZThY6GQCCdX2UKGgGR8BXYsX7+DODaAdLyGgIR0CZTX3h4t6HdX2UKGgGR8BQgtfCyhSMaAdLyGgIR0CZTQsLfDUFdX2UKGgGR8A7+BppN9H+aAdLyGgIR0CZTJewcHW0dX2UKGgGR8BXjGDpTuOTaAdLyGgIR0CZTCTBZZB+dX2UKGgGR8BXxSVfNRm9aAdLyGgIR0CZS7FxXGOudX2UKGgGR8BCZ6Vlf7aaaAdLyGgIR0CZSz5TZQHidX2UKGgGR8BOKJb2USqVaAdLyGgIR0CZSsnHvMKUdX2UKGgGR8BYGm0zCUHIaAdLyGgIR0CZSlWaMJhOdX2UKGgGR8BXzduP3i71aAdLyGgIR0CZSeIz3yqddX2UKGgGR8BXuWB8QZn+aAdLyGgIR0CZSW5/LDAKdX2UKGgGR8BXV5h4MWoFaAdLyGgIR0CZSPvhqCYkdX2UKGgGR8BWJKZlWfbsaAdLyGgIR0CZSIiMYMvzdX2UKGgGR8BXRwqy4Wk8aAdLyGgIR0CZSBW6bvw3dX2UKGgGR8BULh5HEuQIaAdLyGgIR0CZR5/echC/dX2UKGgGR0BBsWc8TzunaAdLyGgIR0CZRyyI55qudX2UKGgGR8BVhcmnfl6raAdLyGgIR0CZRraxoqTbdX2UKGgGR8BX3bu2JBPbaAdLyGgIR0CZRkSHM2WIdX2UKGgGR8BUduyzHCGfaAdLyGgIR0CZRb7/n4fwdX2UKGgGR8BWOOcQRPGiaAdLyGgIR0CZRUyxiXpodX2UKGgGR8BXvN74SHuaaAdLyGgIR0CZRNo4dZJTdX2UKGgGR8BT95y+6Ae8aAdLyGgIR0CZRGiEg4ffdX2UKGgGR8BX0WPgeii7aAdLyGgIR0CZQ/OE/SpjdX2UKGgGR8BXuyed07r+aAdLyGgIR0CZQ4D1oQFtdX2UKGgGR8BXyJPEbYK6aAdLyGgIR0CZQwymhufmdX2UKGgGR8BSmzv7WNFSaAdLyGgIR0CZQpollbu/dX2UKGgGR8BX4J9uxbB5aAdLyGgIR0CZQiRU3n6mdX2UKGgGR8BX3KZ6Uqx1aAdLyGgIR0CZQbAfuCwsdX2UKGgGR8BO0BgE2YOUaAdLyGgIR0CZQTz2exwAdX2UKGgGR8BX2XDej2zwaAdLyGgIR0CZQMZ0Syt3dX2UKGgGR8BW/ona37UHaAdLyGgIR0CZQFPxhDw6dX2UKGgGR8BYAC/j81n/aAdLyGgIR0CZP+HAAQxvdX2UKGgGR8BXNHNLUTcqaAdLyGgIR0CZP2q7iADrdX2UKGgGR8BXS7vgFX7taAdLyGgIR0CZPvTKT0QLdX2UKGgGR8BXWZhnanJlaAdLyGgIR0CZZE7NjbztdX2UKGgGR8BUtP642CNCaAdLyGgIR0CZY9wSJ0nxdX2UKGgGR8A13qDK5kLAaAdLyGgIR0CZY2mzjWCmdX2UKGgGR8BX3NmDlHSXaAdLyGgIR0CZYvZeRgZ1dX2UKGgGR8BX0q02LpA2aAdLyGgIR0CZYoKgqVhTdX2UKGgGR8A8kt+TeO4oaAdLyGgIR0CZYg3n6l+FdX2UKGgGR8BRX2sq8UVSaAdLyGgIR0CZYZXBguyvdX2UKGgGR8BXL9gBtDUmaAdLyGgIR0CZYR3K0UoKdX2UKGgGR8BWS7lNlAeJaAdLyGgIR0CZYKpZOi35dX2UKGgGR8BYPJQLux8laAdLyGgIR0CZYDbFCLMtdX2UKGgGR8BX6/0I1LrYaAdLyGgIR0CZX8ObAk9mdX2UKGgGR8BYBS2UjcEeaAdLyGgIR0CZX0/82rGSdX2UKGgGR8BXnqUFB6a9aAdLyGgIR0CZXt0ngHeKdX2UKGgGR8BX49oSL61taAdLyGgIR0CZXmisny/cdX2UKGgGR8BX0n/tIClraAdLyGgIR0CZXfXMhX8wdX2UKGgGR8BXifw3HaN/aAdLyGgIR0CZXV1uivgWdX2UKGgGR8BVC0u14Pf9aAdLyGgIR0CZXOqS5iEydX2UKGgGR8BT5nAuZkTYaAdLyGgIR0CZXHcx0uDjdX2UKGgGR8BAzPgNwzciaAdLyGgIR0CZXAQ/5ckddX2UKGgGR8BX59Brvb48aAdLyGgIR0CZW5Dst03gdX2UKGgGR8AzjS5iExqPaAdLyGgIR0CZWx3KB/ZvdX2UKGgGR8BWTw1ivxH5aAdLyGgIR0CZWqk+X7cgdX2UKGgGR8BXeaxC6YmcaAdLyGgIR0CZWjUGmk30dX2UKGgGR8BXyBC6Ymb9aAdLyGgIR0CZWcGahHskdX2UKGgGR8BXtPtD2JzlaAdLyGgIR0CZWU3hXKbKdX2UKGgGR8BXvj8k2P1daAdLyGgIR0CZWNs+3YthdX2UKGgGR0A7EqfOD8LsaAdLyGgIR0CZWGfkWAPNdX2UKGgGR8BXZGC7K7qZaAdLyGgIR0CZV/UMoc7ydX2UKGgGR8BVdVwgkka/aAdLyGgIR0CZV38sMAmzdX2UKGgGR8BLzzYdyT6jaAdLyGgIR0CZVwvQ4S6EdX2UKGgGR8BXdPCZWq95aAdLyGgIR0CZVpX0oSctdX2UKGgGR8BVKFq33HrAaAdLyGgIR0CZViPGQ0XQdX2UKGgGR8BWctliBoVVaAdLyGgIR0CZVZ46Oo5xdX2UKGgGR8BWDaQiiZfEaAdLyGgIR0CZVSvlEJBxdX2UKGgGR8BXwOyeI2wWaAdLyGgIR0CZVLlmOEM9dX2UKGgGR8BPArAgxJumaAdLyGgIR0CZVEer+5vtdX2UKGgGR8BXzducc2itaAdLyGgIR0CZU9KhtcfOdX2UKGgGR8BX3HFDOTq0aAdLyGgIR0CZU2AJLM9sdX2UKGgGR8BWPIsAeaKDaAdLyGgIR0CZUuuvllshdX2UKGgGR8BAfFZPl+3IaAdLyGgIR0CZUnkkrwvydX2UKGgGR8BX+sV+I/JOaAdLyGgIR0CZUgNKyv9tdX2UKGgGR8BX3vHDJlreaAdLyGgIR0CZUY8Md92HdX2UKGgGR8BSQtCu2Zy/aAdLyGgIR0CZURvZh8YydX2UKGgGR8BX2eEEkjX4aAdLyGgIR0CZUKVH4GlidX2UKGgGR8BWcCvgWJrMaAdLyGgIR0CZUDK6WgOCdX2UKGgGR8BUiEEovzvraAdLyGgIR0CZT8CEHt4SdX2UKGgGR8BXtmXgLqlhaAdLyGgIR0CZT0l7MPjGdX2UKGgGR8BXtTbzshPkaAdLyGgIR0CZTtN8VpK0dWUu"
43
  },
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  "ep_success_buffer": {
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  ":type:": "<class 'collections.deque'>",
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  ":serialized:": "gAWVIAAAAAAAAACMC2NvbGxlY3Rpb25zlIwFZGVxdWWUk5QpS2SGlFKULg=="
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  },
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- "_n_updates": 74357,
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  "observation_space": {
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  ":type:": "<class 'gymnasium.spaces.dict.Dict'>",
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  ":serialized:": "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",
@@ -83,12 +83,12 @@
83
  "__module__": "stable_baselines3.common.buffers",
84
  "__annotations__": "{'observation_space': <class 'gymnasium.spaces.dict.Dict'>, 'obs_shape': typing.Dict[str, typing.Tuple[int, ...]], 'observations': typing.Dict[str, numpy.ndarray], 'next_observations': typing.Dict[str, numpy.ndarray]}",
85
  "__doc__": "\n Dict Replay buffer used in off-policy algorithms like SAC/TD3.\n Extends the ReplayBuffer to use dictionary observations\n\n :param buffer_size: Max number of element in the buffer\n :param observation_space: Observation space\n :param action_space: Action space\n :param device: PyTorch device\n :param n_envs: Number of parallel environments\n :param optimize_memory_usage: Enable a memory efficient variant\n Disabled for now (see https://github.com/DLR-RM/stable-baselines3/pull/243#discussion_r531535702)\n :param handle_timeout_termination: Handle timeout termination (due to timelimit)\n separately and treat the task as infinite horizon task.\n https://github.com/DLR-RM/stable-baselines3/issues/284\n ",
86
- "__init__": "<function DictReplayBuffer.__init__ at 0x7fadf42a9f30>",
87
- "add": "<function DictReplayBuffer.add at 0x7fadf42a9fc0>",
88
- "sample": "<function DictReplayBuffer.sample at 0x7fadf42aa050>",
89
- "_get_samples": "<function DictReplayBuffer._get_samples at 0x7fadf42aa0e0>",
90
  "__abstractmethods__": "frozenset()",
91
- "_abc_impl": "<_abc._abc_data object at 0x7fadf42976c0>"
92
  },
93
  "replay_buffer_kwargs": {},
94
  "train_freq": {
 
4
  ":serialized:": "gAWVMQAAAAAAAACMGHNiM19jb250cmliLnRxYy5wb2xpY2llc5SMEE11bHRpSW5wdXRQb2xpY3mUk5Qu",
5
  "__module__": "sb3_contrib.tqc.policies",
6
  "__doc__": "\n Policy class (with both actor and critic) for TQC.\n\n :param observation_space: Observation space\n :param action_space: Action space\n :param lr_schedule: Learning rate schedule (could be constant)\n :param net_arch: The specification of the policy and value networks.\n :param activation_fn: Activation function\n :param use_sde: Whether to use State Dependent Exploration or not\n :param log_std_init: Initial value for the log standard deviation\n :param use_expln: Use ``expln()`` function instead of ``exp()`` when using gSDE to ensure\n a positive standard deviation (cf paper). It allows to keep variance\n above zero and prevent it from growing too fast. In practice, ``exp()`` is usually enough.\n :param clip_mean: Clip the mean output when using gSDE to avoid numerical instability.\n :param features_extractor_class: Features extractor to use.\n :param normalize_images: Whether to normalize images or not,\n dividing by 255.0 (True by default)\n :param optimizer_class: The optimizer to use,\n ``th.optim.Adam`` by default\n :param optimizer_kwargs: Additional keyword arguments,\n excluding the learning rate, to pass to the optimizer\n :param n_quantiles: Number of quantiles for the critic.\n :param n_critics: Number of critic networks to create.\n :param share_features_extractor: Whether to share or not the features extractor\n between the actor and the critic (this saves computation time)\n ",
7
+ "__init__": "<function MultiInputPolicy.__init__ at 0x7f4fa75ef370>",
8
  "__abstractmethods__": "frozenset()",
9
+ "_abc_impl": "<_abc._abc_data object at 0x7f4fa75fea80>"
10
  },
11
  "verbose": 1,
12
  "policy_kwargs": {
13
  "use_sde": true
14
  },
15
+ "num_timesteps": 124800,
16
  "_total_timesteps": 10000000,
17
  "_num_timesteps_at_start": 0,
18
  "seed": 0,
19
  "action_noise": null,
20
+ "start_time": 1717892500259129213,
21
  "learning_rate": 0.0003,
22
  "tensorboard_log": null,
23
  "_last_obs": null,
 
27
  },
28
  "_last_original_obs": {
29
  ":type:": "<class 'collections.OrderedDict'>",
30
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31
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32
+ "arm_qvel": "[[-1.00093546e-16 6.35776180e-17 2.32273010e-06 -7.92319119e-16\n -2.41338586e-16 7.03362064e-17]\n [ 1.80435315e-01 4.64785621e-02 -1.60248876e-01 -1.09056005e+01\n 5.72967649e-01 -1.11990757e+01]\n [-1.34101388e-17 8.00857277e-17 2.32273010e-06 -4.00681789e-16\n -9.10213558e-16 -1.27972093e-16]\n [-1.08593687e-16 5.68989287e-17 2.32273010e-06 -2.18570790e-16\n -3.38264302e-16 -1.92713081e-17]\n [ 1.00039157e-17 2.08540570e-17 2.32273010e-06 3.98694623e-16\n -7.78227508e-16 -2.99895059e-17]\n [ 1.28369539e-17 -1.36175791e-17 2.32273010e-06 1.24084450e-16\n 4.84628683e-16 1.69945299e-17]\n [-6.54195904e-17 1.70663921e-17 2.32273010e-06 -6.07604897e-16\n 3.49085597e-16 -1.39952739e-16]\n [-1.89690113e+00 -1.77763963e+00 1.50140658e-01 -1.37398415e+01\n 2.62673831e+00 3.69398022e+00]\n [ 2.06489048e+01 -9.24928570e+00 -7.11910903e-01 1.77789986e+00\n -4.83621864e+01 -5.24281921e+01]\n [-6.55216694e+00 6.41598034e+00 -3.14155221e-01 1.71351194e+00\n -1.10292883e+01 1.33201637e+01]\n [ 2.17707800e-17 -4.44089216e-17 2.32273010e-06 -1.24718698e-15\n -4.53241666e-16 -5.01704530e-17]\n [-1.51441365e-16 1.24900090e-16 2.32273010e-06 6.13917198e-16\n -4.61860914e-16 -1.76369055e-16]\n [ 1.56628714e+01 -1.21555929e+01 5.02260551e-02 3.13109088e+00\n 3.91963363e+00 -1.82705841e+01]\n [-2.27452278e+01 -2.13192768e+01 -1.56893671e+00 9.13427639e+00\n 4.58766794e+00 -3.75943065e+00]\n [ 1.11207829e+01 1.43692352e+02 1.38869705e+02 -1.89143791e+01\n -1.11976128e+02 9.66028824e+01]\n [ 1.21521301e+01 -2.16455479e+01 -3.64718765e-01 1.21136284e+01\n 9.68830109e+00 -2.67693577e+01]\n [ 4.86314049e+01 -1.50308456e+01 2.05008817e+00 1.48679161e+01\n 3.85283699e+01 -3.81374359e+01]\n [ 3.20484643e-17 9.11164756e-18 2.32273010e-06 -1.16574828e-16\n 5.13072314e-16 -3.94928086e-17]\n [-1.81543362e+00 1.03640831e+00 2.38085344e-01 -1.90514450e+01\n -3.60879779e+00 -1.37526932e+02]\n [ 1.30104261e-18 -5.78530253e-17 2.32273010e-06 -7.22714716e-16\n 1.45713860e-16 -3.96810054e-17]\n [-1.55257748e-17 8.67361751e-20 2.32273010e-06 -1.84630524e-15\n 2.39387049e-16 -1.95152487e-17]\n [ 8.76141640e-19 -1.31777722e-17 2.32273010e-06 -1.03479463e-15\n -2.57944181e-17 1.20194108e-17]\n [-5.05696440e+00 3.04281116e+00 1.01416516e+00 1.31067076e+01\n 1.20701342e+01 -1.16275272e+01]\n [-1.10703686e-16 1.15877350e-16 2.32273010e-06 -2.68638140e-16\n -1.74794394e-16 -7.74806514e-17]\n [-2.46546360e-17 2.11493605e-17 2.32273010e-06 -5.32227858e-16\n -6.90818896e-16 -3.52385931e-18]\n [-5.99468220e-03 -1.80835072e-02 1.20020076e-03 -9.72366631e-02\n 1.83866903e-01 1.53182006e+00]\n [ 2.88475113e+01 -3.33922958e+01 4.67496097e-01 -1.26920204e+01\n -1.47389424e+00 -2.90308399e+01]\n [-6.05812956e-15 6.08785740e-17 2.32273101e-06 3.34384176e-16\n -3.98033792e-13 -9.58563115e-18]\n [ 3.09648147e-17 5.11743434e-18 2.32273010e-06 -1.10440041e-15\n 9.49742111e-17 2.96469155e-16]\n [ 5.27323771e+00 1.52117682e+00 -2.08330736e-01 -9.89812851e+01\n 1.83485748e+02 1.29508484e+02]\n [ 1.01796160e+01 1.16927385e+00 -2.26860970e-01 -7.79838181e+00\n 8.03204823e+00 5.96572266e+01]\n [-2.72153988e+01 4.25829619e-14 -1.45630729e+00 -4.95970994e-01\n -1.52008915e+00 1.11367579e+01]\n [ 4.19123501e-01 5.55799484e-01 -6.51152283e-02 -2.52101021e+01\n 1.10973492e+01 1.51074800e+01]\n [-7.63831520e+00 -2.34382153e-01 1.89366794e+00 -3.10508251e-01\n -5.90068769e+00 -4.40508413e+00]\n [ 8.37993050e+00 -1.41236954e+01 -1.22791186e-01 -5.02374344e+01\n 2.28744507e+01 -1.76167545e+01]\n [ 2.89698834e-17 -1.01741535e-16 2.32273010e-06 7.87115028e-17\n -7.96547401e-16 3.33385484e-17]\n [-8.46328354e+00 -9.27808475e+00 3.46276665e+00 -1.92002273e+00\n -2.41155291e+00 -8.27410984e+00]\n [ 3.23525922e-17 3.18321764e-17 2.32273010e-06 -3.37288546e-16\n 2.92891367e-16 -1.03837385e-16]\n [-3.69977665e+00 -3.76147771e+00 -4.30695713e-01 1.00006008e+01\n -9.86017609e+00 -3.98306966e+00]\n [-1.14884977e+01 -1.11645203e+01 -3.60794842e-01 5.11708021e-01\n 5.21423519e-01 2.10098958e+00]\n [-1.18828556e-17 -7.10369277e-17 2.32273032e-06 -4.84628677e-17\n 2.07512140e-16 -1.11968743e-16]\n [ 5.75089181e-17 8.57120382e-17 2.32273010e-06 -1.44581631e-15\n 1.08687694e-16 4.31556471e-17]\n [-1.30401921e+00 1.19200635e+00 1.71741381e-01 4.72969818e+00\n -2.12908077e+00 -1.41930366e+00]\n [ 1.42861023e+02 2.46714666e-01 3.38206367e+01 -4.17444000e+01\n 5.44270172e+01 8.37653351e+01]\n [-2.49261960e-01 -3.42264846e-02 1.85043633e-01 1.51534349e-01\n -1.55450878e+01 3.76730829e-01]\n [-2.34187669e-17 4.51028087e-18 2.32273010e-06 -9.38358240e-16\n -2.43940608e-18 6.59452803e-17]\n [-2.71484217e-17 -2.41126557e-17 2.32273010e-06 -8.15574779e-16\n -3.69163461e-17 -2.43452727e-16]\n [-2.02620044e-01 -2.36150503e-01 1.73041508e-01 1.31776934e+01\n -6.16435051e+00 6.13341188e+00]]",
33
+ "cube_pos": "[[ 3.75709198e-18 -1.49811053e+00 -7.11882472e-01]\n [ 2.71410942e-02 -1.86346817e+00 -3.11859280e-01]\n [ 8.63602698e-18 -2.16332507e+00 -5.38550377e-01]\n [-6.76772583e-18 -1.90781951e+00 -5.11672974e-01]\n [-1.40960560e-17 -1.94498193e+00 -3.29043001e-01]\n [-4.14381918e-18 -1.28160369e+00 -3.40630770e-01]\n [-8.33931647e-18 -1.78806448e+00 -5.08135915e-01]\n [-6.38513453e-03 -2.52190113e+00 -5.02415895e-01]\n [-7.43779719e-01 -1.69584012e+00 -3.69940072e-01]\n [-1.50489300e-01 -1.66572046e+00 -3.43266577e-01]\n [ 1.11467038e-17 -1.72903264e+00 -7.11758792e-01]\n [ 3.88190816e-18 -2.17732382e+00 -9.68255401e-02]\n [ 3.91672552e-01 -2.24906301e+00 -7.07658708e-01]\n [-3.00100178e-01 -2.01346850e+00 -6.21352196e-01]\n [-6.14052236e-01 -4.58295047e-01 -8.72766897e-02]\n [ 5.81117049e-02 -1.77307129e+00 -6.62560880e-01]\n [ 6.70395315e-01 -2.33354211e+00 -5.51519334e-01]\n [-6.29886621e-18 -1.92694318e+00 -5.45340598e-01]\n [-5.91086149e-01 -1.97943926e+00 -3.80522549e-01]\n [-1.81047022e-17 -1.11413717e+00 -7.32029378e-01]\n [-6.50174922e-18 -1.85987735e+00 -6.30405247e-01]\n [-3.02449337e-19 -1.48646283e+00 -5.32022297e-01]\n [ 5.84773898e-01 -1.76174223e+00 -6.54082835e-01]\n [-1.71831045e-18 -1.70402193e+00 -5.52734613e-01]\n [-5.64895165e-18 -1.22117853e+00 -5.30396342e-01]\n [ 4.17943120e-01 -8.25759947e-01 -2.04713389e-01]\n [-1.40229955e-01 -1.88499105e+00 -5.75305581e-01]\n [ 4.09536744e-13 -2.24416280e+00 -3.06164920e-01]\n [ 9.80315980e-18 -1.79982924e+00 -5.24592876e-01]\n [-5.29317260e-01 -1.47778821e+00 -4.45967853e-01]\n [-6.56292021e-01 -1.13717020e+00 4.86833490e-02]\n [ 7.84537375e-01 -2.05636072e+00 -6.68334663e-01]\n [ 6.64881319e-02 -2.13322759e+00 -2.30511054e-01]\n [-3.81739944e-01 -1.69499087e+00 -7.19615996e-01]\n [ 1.98743850e-01 -2.61979795e+00 -5.79533398e-01]\n [ 1.38192358e-17 -2.18250132e+00 -6.34893924e-02]\n [-6.24808848e-01 -2.76075816e+00 -2.84074426e-01]\n [ 1.14997668e-17 -1.68029356e+00 -4.40098971e-01]\n [-1.04404554e-01 -1.81305766e+00 -4.96869624e-01]\n [ 4.29627985e-01 -2.28907776e+00 -6.78387702e-01]\n [-1.09915570e-17 -1.32331181e+00 -3.11486006e-01]\n [-4.94473185e-18 -1.80554986e+00 -5.18592596e-01]\n [-4.89791870e-01 -1.52818882e+00 -3.62980545e-01]\n [ 4.07354355e-01 -1.83414721e+00 -4.49037790e-01]\n [-7.74908215e-02 -1.71844900e+00 -5.16492009e-01]\n [ 3.30010985e-18 -1.07133961e+00 -2.85969466e-01]\n [-4.51656041e-18 -1.48233902e+00 -2.58996338e-01]\n [-1.73463732e-01 -2.18039012e+00 -5.32102823e-01]]"
34
  },
35
+ "_episode_num": 576,
36
  "use_sde": true,
37
  "sde_sample_freq": -1,
38
+ "_current_progress_remaining": 0.9875248,
39
  "_stats_window_size": 100,
40
  "ep_info_buffer": {
41
  ":type:": "<class 'collections.deque'>",
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  "__doc__": "\n Dict Replay buffer used in off-policy algorithms like SAC/TD3.\n Extends the ReplayBuffer to use dictionary observations\n\n :param buffer_size: Max number of element in the buffer\n :param observation_space: Observation space\n :param action_space: Action space\n :param device: PyTorch device\n :param n_envs: Number of parallel environments\n :param optimize_memory_usage: Enable a memory efficient variant\n Disabled for now (see https://github.com/DLR-RM/stable-baselines3/pull/243#discussion_r531535702)\n :param handle_timeout_termination: Handle timeout termination (due to timelimit)\n separately and treat the task as infinite horizon task.\n https://github.com/DLR-RM/stable-baselines3/issues/284\n ",
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