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Milestone 2 second tt ode working version backward gradient descent #18
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Milestone 2 second tt ode working version backward gradient descent #18
mbaddar1
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59
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EmilienDupont:master
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mbaddar1:milestone_2_second_tt_ode_wokring_version_backward_gradient_descent
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…eter scale (Tensor of shape ()) of distribution Normal(loc: 0.0, scale: 0.0) to satisfy the constraint GreaterThan(lower_bound=0.0), but found invalid values: 0.0
…eter scale (Tensor of shape ()) of distribution Normal(loc: 0.0, scale: 0.0) to satisfy the constraint GreaterThan(lower_bound=0.0), but found invalid values: 0.0
…tructured experiment class
…eavily depended on h and not stable when changing it, needs more experimentation and next step should be rk45
…et, not tested yet
…s - too slow - just to isolate stucking issue
…is exploding gradient problem led to underflow exception during the ode solve forward phase
…ckward schema through the ode trajectory . Forward is torch-rk45 integrate and backward is builtin pytorch backrop
…hts are updated , W and P are fixed
…not updated via GD
…my anode extension , updated by Gradient descent and the builtin backward mechanism of pytorch
…egrate for forward pass, and backward is implemented implicited via pytorch backward gradient descent (Adam)
Experiments
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This is the second working version (Milestone 2)
Forward pass is using TT structure from dlra ( written by david) . Backward is via pytorch gradient descent