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v0.8.-1 Rows SPOT

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@ahundt ahundt released this 16 Sep 02:02
· 15 commits to grasp_pytorch0.4+ since this release

This is rows training with SPOT. (not SPOTT aka trial spot). This is an old version that gets paired with 0.8.0, but it came before 0.8.0.

Training iteration: 8899
WARNING variable mismatch num_trials + 1: 324 nonlocal_variables[stack].trial: 356
Change detected: True (value: 2515)
Primitive confidence scores: 1.680751 (push), 1.530364 (grasp), 1.380125 (place)
Strategy: exploit (exploration probability: 0.100000)
Action: push at (5, 103, 120)
Executing: push at (-0.484000, -0.018000, 0.001001)
Trainer.get_label_value(): Current reward: 0.000000 Current reward multiplier: 1.000000 Predicted Future reward: 1.449887 Expected reward: 0.000000 + 0.650000 x 1.449887 = 0.942427
Trial logging complete: 323 --------------------------------------------------------------
Training loss: 0.007599
check_row: True | row_size: 2 | blocks: ['blue' 'yellow']
check_stack() stack_height: 2 stack matches current goal: True partial_stack_success: True Does the code think a reset is needed: False
check_row: True | row_size: 2 | blocks: ['blue' 'yellow']
check_stack() stack_height: 2 stack matches current goal: False partial_stack_success: False Does the code think a reset is needed: False
Push motion successful (no crash, need not move blocks): True
STACK:  trial: 356 actions/partial: 47.340425531914896  actions/full stack: 4450.0 (lower is better)  Grasp Count: 4790, grasp success rate: 0.6632567849686848 place_on_stack_rate: 0.05985354982489653 place_attempts: 3141  partial_stack_successes: 188  stack_successes: 2 trial_success_rate: 0.0056179775280898875 stack goal: [0 2] current_height: 2
Experience replay 18909: history timestep index 4254, action: place, surprise value: 0.319586
Training loss: 0.208083
Time elapsed: 6.687322
Trainer iteration: 8900.000000

note there may be a couple bugs in this, we will want to do a future run in this configuration to verify.