All roblox toy codes 2022

{ if (ok) { return unifex::just(5); } return unifex::just() unifex::then([]{ return 42; }); } ```

import time import jax.numpy as jnp from jax import grad, jit, vmap, value_and_grad from jax import random from jax.scipy.special import logsumexp from jax.example_libraries import optimizers from scipy.io import loadmat from sklearn.model_selection import train_test_split key = random.PRNGKey(1) key, subkey = random.split(key) mnist = loadmat("data/mnist-original.mat") data = mnist["data"] / 255 target = mnist["label"] X_train, X_test, y_train, y_test = train_test_split( data.T, target.T, test_size=0.2, random_state=42 ) def get_batches(X, y, batch_size): for i in range(X.shape[0] // batch_size): yield ( X[batch_size * i : batch_size * (i + 1)], y[batch_size * i : batch_size * (i + 1)], ) batch_size = 100 train_loader = get_batches(X_train, y_train, batch_size=batch_size) test_loader = get_batches(X_test, y_test, batch_size=batch_size) def ReLU(x): """Rectified Linear Activation Function""" return jnp.maximum(0, x) def relu_layer(params, x): """Simple ReLu layer for single sample""" return ReLU(jnp.dot(params[0], x) + params[1]) def vmap_relu_layer(params, x): """vmap version of the ReLU layer""" return jit(vmap(relu_layer, in_axes=(None, 0), out_axes=0)) def initialize_mlp(sizes, key): """Initialize the weights of all layers of a linear layer network""" keys = random.split(key, len(sizes)) # Initialize a single layer with Gaussian weights - helper function def initialize_layer(m, n, key, scale=1e-2): w_key, b_key = random.split(key) return scale * random.normal(w_key, (n, m)), scale * random.normal(b_key, (n,)) return [initialize_layer(m, n, k) for m, n, k in zip(sizes[:-1], sizes[1:], keys)] layer_sizes = [784, 512, 512, 10] # Return a list of tuples of layer weights params = initialize_mlp(layer_sizes, key) def forward_pass(params, in_array): """Compute the forward pass for each example individually""" activations = in_array # Loop over the ReLU hidden layers for w, b in params[:-1]: activations = relu_layer([w, b], activations) # Perform final trafo to logits final_w, final_b = params[-1] logits = jnp.dot(final_w, activations) + final_b return logits - logsumexp(logits) # Make a batched version of the `predict` function batch_forward = vmap(forward_pass, in_axes=(None, 0), out_axes=0) def one_hot(x, k, dtype=jnp.float32): """Create a one-hot encoding of x of size k""" return jnp.array(x[:, None] == jnp.arange(k), dtype) def loss(params, in_arrays, targets): """Compute the multi-class cross-entropy loss""" preds = batch_forward(params, in_arrays) return -jnp.sum(preds * targets) def accuracy(params, data_loader): """Compute the accuracy for a provided dataloader""" acc_total = 0 total = 100 # batch size? for batch_idx, (data, target) in enumerate(data_loader): images = jnp.array(data).reshape(data.shape[0], 28 * 28) targets = one_hot(jnp.array(target), num_classes) target_class = jnp.argmax(targets, axis=1) predicted_class = jnp.argmax(batch_forward(params, images), axis=1) acc_total += jnp.sum(predicted_class == target_class) return acc_total / total # batch size @jit def update(params, x, y, opt_state): """Compute the gradient for a batch and update the parameters""" value, grads = value_and_grad(loss)(params, x, y) opt_state = opt_update(0, grads, opt_state) return get_params(opt_state), opt_state, value # Defining an optimizer in Jax step_size = 1e-3 opt_init, opt_update, get_params = optimizers.adam(step_size) opt_state = opt_init(params) num_epochs = 10 num_classes = 10 def run_mnist_training_loop(num_epochs, opt_state, net_type="MLP"): """Implements a learning loop over epochs.""" # Initialize placeholder for logging log_acc_train, log_acc_test, train_loss = [], [], [] # Get the initial set of parameters params = get_params(opt_state) # Get initial accuracy after random init train_acc = accuracy(params, train_loader) test_acc = accuracy(params, test_loader) log_acc_train.append(train_acc) log_acc_test.append(test_acc) # Loop over the training epochs for epoch in range(num_epochs): start_time = time.time() for batch_idx, (data, target) in enumerate(train_loader): if net_type == "MLP": # Custom data loader so it's reversed x = jnp.array(data) elif net_type == "CNN": # No flattening of the input required for the CNN x = jnp.array(data).reshape(data.shape[0], 28, 28) y = one_hot(jnp.array(target), num_classes) params, opt_state, loss = update(params, x, y, opt_state) train_loss.append(loss) epoch_time = time.time() - start_time train_acc = accuracy(params, train_loader) test_acc = accuracy(params, test_loader) log_acc_train.append(train_acc) log_acc_test.append(test_acc) print( "Epoch {} T: {:0.2f} Train A: {:0.3f} Test A: {:0.3f}".format( epoch + 1, epoch_time, train_acc, test_acc ) ) return train_loss, log_acc_train, log_acc_test train_loss, train_log, test_log = run_mnist_training_loop( num_epochs, opt_state, net_type="MLP" ) # Plot the loss curve over time from utils.helpers import plot_mnist_performance plot_mnist_performance(train_loss, train_log, test_log, "MNIST MLP Performance") 

1. Split using the delimiter "#"
2. Split each of these again using the delimiter "_", in the format name_dialogue
3. If the name is "Bill", change the dialogue to a thick texan accent
4. Give me the output in plain text, no python scripts or code

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1. Mid-February 2018, begin to experience severe head pain, gait impairment, speech impairment.
2. Fall 2018, enroll in Kaiser. See Kaiser PC who immediately wants to send me to Psychiatrist, does no examination.
3. Nov. 2018, obtain brain MRI.
4. Kaiser PC says brain MRI is "unusual," asks if I want to see a neurologist at Kaiser Memory Clinic (dementia).
5. I see first neurologist (not Memory Clinic). Neurologist does no examination, no neurological testing. Refers me to Kaiser Psychiatry. Says my problems are due to untreated anxiety and depression.
6. See second neurologist for second opinion. Second neurologist administers min-cognitive test, provides me with the answers, says "you don't have dementia." Does not do neurological exam. Refers me to psychiatrist. Does not wish to do further neurological testing as that would be "shooting in the dark."
7. Ask to see second neurologist again as condition worsens. Second neuro is now very concerned about the "course" quality of my voice and says "you may have IRREVERSIBLE DAMAGE." Twice. Refers me to speech therapist.
8. Speech therapist says I have Mild Cognitive Impairment.
9. 2019, see psychiatrist. Psychiatrist says MRI was abnormal, that my condition is most likely due to underlying physiological condition. Refers me for neurocognitive testing. I tell her I don't wish to have psychiatric medication. She says that's fine because we don't know what condition I have yet.
10. Psychologist who conducts neurocognitive testing says "neurology has signed off on you," says my neurocog testing is "invalid" because of my "anxiety" and refers me to same psychiatrist for medication. I decline to see psychiatrist. Psychologist diagnoses me with "Dependent Personality Disorder" because I brought a parent to our visit. I literally have trouble walking and speaking.
11. Psychologist calls me up and repeats reference to psychiatrist for medication. Again, I decline.
12. Psychologist contacts psychiatrist against my stated wishes. Psychiatrist's office calls so I can "make an appointment to get medication." I decline.
13. 2019, see fourth neurologist, who is Head of Neurology. Head says my MRI is "stone cold normal" (despite it showing cerebral atrophy and white matter disease, which concerned first PCP and psychiatrist). Says I have "conversion disorder" because I was not rehired for a one-semester teaching position in 2010. Says all my problems are due to psychological trauma. Refers me to a neuropsychiatrist.
14. I drop out of Kaiser care for two years due to frustration with system. Kaiser is all I can afford (through Covered California, the poor person's coverage) so it's not like I have a huge choice anyway.
15. 2022, at insistence of family go back to see a new Kaiser PCP. I insist that there will be no talk of psychology or psychiatry and that I wish to be evaluated for my physical problems alone. (If my dates are mixed up, apologies--cognition not what it used to be).
16. 2022 see fourth neurologist. Surly, seems angry with me for some reason. Takes my hands and literally puppeteers them while performing finger to nose test, so I am unable to do the test myself. Writes in notes "patient performed finger to nose successfully." Says my symptoms are "atypical" and that I "have no signs of a neurological disorder." Says my severe chronic head pain is "head discomfort." Says nothing about my gait other than it is "short-stepped."
17. Jan 2023 fourth neurologist agrees to do a PET scan, at my request. Does not inform me what the PET scan will check for. I assume, incorrectly, it will be for symptoms I actually have. Neurologist messages me that "PET scan will be normal." Also, "you do not have dementia." Also, "if PET scan shows dementia, I am referring you back to your PCP who will refer you to Memory Clinic Dr. Z."
18. PET scan performed. Results are abnormal, and radiologist recommends another PET scan do determine the presence of beta-amyloid plaque, a biomarker of Alzheimer's disease. It is at this point I discover PET scan was performed to distinguish Alzheimer's disease from Frontotemporal Degeneration. Two disease conditions neurologist has denied I have.
19. A week and a half later, neurologist messages me to say "your PET scan was normal" and reiterates that I have "no signs of a neurological condition."
20. I insist that the radiologist said PET scan was abnormal. Neurologist denies abnormality but consults with Dr. Z at Memory Care. (Remember him?)
21. I accidentally discover that Dr. Z has been convicted of "Gross Negligence" and nearly killed a patient under his care because he failed to send a patient to emergency surgery. I am concerned why he, of all people, has been consulted on my case.
22. Neurologist again denies abnormal, recommends psychiatry.
23. At my insistence neurologist again consults with "Gross Negligence" dude, who denies abnormality. I'm again recommended psychiatry.
24. At my insistence neurologist again consults with "Gross Negligence" dude, who denies abnormality. I'm again recommended a psychiatrist.
25. I ask neurologist point blank why he did not give me informed consent about PET scan, why he ordered it for a condition he never thought I had. Neurologist writes, "you asked for a PET scan, I gave you a PET scan."
26. I ask neurologist point blank a second time why they ordered PET scan for a condition they say I never had, neurologist repeats "you asked for a PET scan." I say that I did not ask for an ALZHEIMER'S PET scan as I do not have symptoms of Alzheimer's.
27. I ask my PCP whether I have symptoms of Alzheimer's. She does not respond.
28. I ask my PCP why PET scan was ordered even though neurologist found no symptoms of dementia or any other neurological disorder. Tell PCP neurologist has failed to answer same question two times now. PCP says contact neurologist.
29. I again contact neurologist, ask why given PET scan for a condition he doesn't think I have. Ask if I have signs or symptoms of dementia. Neurologist denies dementia and refers me to psychiatry. Again says "you asked for PET scan."
30. Again contact neurologist, say "I never asked for an Alzheimer's PET scan." Also "PET scan was abnormal. Please see radiologist's report."
31. File three grievances with Kaiser about fourth neurologist failing to provide me with informed consent over PET scan, failing to move on radiologist, hand puppeteering, etc. Also file grievance against the mysterious Dr. Z for failing to correctly identify abnormal PET scan results.
32. Kaiser Grievance Dept. offers me a "second opinion" neurologist, does not address any of my concerns about fourth neuro, refers me directly to Dr. Z for consultation on my PET scan results.
33. PCP recommends psychiatry.
34. Neurologist consults with Head of Neurology, Mr. "Stone Cold Normal." Head looks at radiologist's report, agrees with radiologist, ok's beta-amyloid PET scan.
35. As Kaiser Grievance has failed to give me any satisfaction for my complaints, escalate to Department of Managed Health Care.
36. DMHC immediately contacts me within the day I complained, due to severity and duration of my symptoms. Recommend filing a Grievance with Medical Board. Expedites my case.
37. I file a grievance with Medical Board.
38. Fourth neurologist orders beta-amyloid PET scan.
39. Fourth neurologist becomes "very upset" when they discover a grievance has been filed on my behalf (Medical Board does not disclose complainant's identity), messages me saying they do not wish to see me again. Refers me back to third neurologist, Mr. Stone Cold Normal.
40. Kaiser convenes a committee to review my requests made because of expedited case DMHC. Comes back and denies all my requests, including beta-amyloid PET scan, on the basis that "you do not have clinical signs of Alzheimer's based on your medical record."
41. I ask Head of Neurology point blank if Fourth Neurologist found signs or symptoms of Alzheimer's. HON says no. Also says beta-amyloid PET scan is proceeding ahead because of abnormal results of first PET scan (consistent with early stage Alzheimer's).
42. I file a grievance with Kaiser over the "very upset" message.
43. Head of Neurology away from office between March 15 and March 21.
44. Kaiser Grievance Operations replies to "very upset" grievance that "Team Lead" contacted them March 19 (a Sunday, when KGO office and Neurology Office were both closed). Says "Team Lead" stated they had contacted me. However, nobody from Neurology had contacted me during that period about fourth neurologist or anything else. Also, that "this" has been referred to Kaiser Legal."
45. HON returns to office March 21. I contact them and ask who Team Lead is, they respond it is they, HON. HON "doesn't know anything" about fourth neurologist/grievance/first PET scan as that was "two months ago." Perhaps HON does not know how to pick up a phone to contact their employee???
46. I contact Grievance Operations directly. They deny Team Lead is Head of Neurology. I say Team Lead self-identified as Head of Neurology. They continue to deny Team Lead is HON. I say nobody from Neurology Department had contacted me about fourth neuro/grievance/anything between March 16 (when grievance was filed) and March 19th (when "contact" made between "Team Lead" and Grievance. Grievance Op says "contact was made before" March 16.
47. Also Grievance Operations: states three times that "contact" was made in May 2023. Gets snippy when I point out that May has not occurred yet.
48. Five plus years later, my condition continues to deteriorate. I have trouble forming words. I have trouble walking. I am seeing a physical therapist because I can't walk in a straight line and my coordination is shot. I'm seeing an acupuncturist because my pain is off the charts. I'm seeing a speech therapist to try to relearn how to talk.