#865 Code Interpreter of TinyGP Application

-

#865 Code Interpreter of TinyGP Application

#865 Provide the call-tree for the following Python application: "# tiny genetic programming by © moshe sipper, www.moshesipper.com ..."

Here is the call tree for the provided Python program:

main

├── seed

├── init_population

│   ├── GPTree

│   │   ├── random_tree

│   │   │   ├── GPTree (recursion)

│   │   │   │   └── random_tree (recursion)

│   │   │   └── GPTree (recursion)

│   │   │       └── random_tree (recursion)

├── fitness (initial population fitness)

│   └── GPTree.compute_tree

├── for gen in range(GENERATIONS)

│   ├── for i in range(POP_SIZE)

│   │   ├── selection

│   │   │   └── deepcopy

│   │   ├── selection

│   │   │   └── deepcopy

│   │   ├── GPTree.crossover

│   │   │   ├── GPTree.scan_tree

│   │   │   │   └── GPTree.build_subtree (recursion)

│   │   │   └── GPTree.scan_tree (recursion)

│   │   └── GPTree.mutation

│   ├── fitness (new population fitness)

│   │   └── GPTree.compute_tree

│   └── if max(fitnesses) > best_of_run_f

│       ├── deepcopy

│       └── GPTree.print_tree

└── GPTree.print_tree

Note: The random_tree method in the GPTree class can call itself recursively, and this is represented as (recursion) in the tree. The same applies to scan_tree and build_subtree methods. The compute_tree method could also potentially call itself recursively if the tree's data is in INDICATORS, but this is not represented in the tree as INDICATORS is empty in the provided script.



Comments

Post a Comment

Popular posts from this blog

#4297 ISS Astronaut Unable to Speak

-
#4297 ISS Astronaut Unable to Speak #4297  Why might an astronaut on extended stay on ISS suddenly, but temporarily be unable to speak? An astronaut on the International Space Station (ISS) experiencing a sudden, temporary loss of speech (aphasia or dysphonia) is a serious medical concern that could stem from several environmental or physiological factors unique to microgravity. Here are the most likely scientific explanations: 1. Transient Ischemic Attack (TIA) Often called a "mini-stroke," a TIA occurs when blood flow to a part of the brain is temporarily blocked. The Space Connection: Microgravity causes a cephalad fluid shift , where blood and interstitial fluids move toward the head. This can alter cerebral blood flow and increase the risk of stagnant blood flow in the internal jugular vein, which has been documented in ISS crew members and could potentially lead to small clots. 2. Space Adaptation Syndrome (SAS) and "Space Fog" During the initial days or duri...
Read more

#4188 Hybrid/GraphRAG

-
#4188 Hybrid/GraphRAG #4188  Given a knowledge graph, including embedded documents with indexed document chunks, describe the prompt sequence for answering a user's question about the knowledge graph Answering a user's question using a hybrid Knowledge Graph (KG) and vector database (embedded document chunks) is a powerful approach often referred to as Graph Retrieval-Augmented Generation (GraphRAG) . Because you are combining structured data (graph relationships) with unstructured data (text chunks), a multi-step prompt sequence is usually required to accurately extract, retrieve, and synthesize the information. Here is the standard prompt sequence used in this architecture. 1. Query Analysis and Entity Extraction Prompt Before searching the database, the system must understand what to look for. The first prompt is sent to the LLM to break down the user's natural language question into actionable search parameters for both the Knowledge Graph and the vector database. Syst...
Read more

#3356 PHP and JavaScript to Retrieve and Set an API_Key

-
Image
#3356 PHP and JavaScript to Retrieve and Set an API_Key #3356 Create a JavaScript function that uses AJAX to retrieve and set an api_key from from a PHP script Below is a step‐by‐step example showing how to expose an api_key via a simple PHP endpoint and then retrieve it in JavaScript using a classic AJAX (XHR) call. The JavaScript function will parse the JSON response and store the key in a variable (you can adapt it to inject into headers, a config object, or wherever you need). 1. PHP endpoint ( get_api_key.php ) <?php // get_api_key.php header ( 'Content-Type: application/json' ); // In a real‐world scenario, you’d pull this from a secure location // (e.g. environment variable, config file outside webroot, encrypted store, etc.) $api_key = 'YOUR_SECRET_API_KEY' ; echo json_encode ([ 'api_key' => $api_key ]); Content-Type: We set JSON so the client can parse it easily. JSON payload: Returns an object like { "api_key":...
Read more