refactored and enhanced training

Author: lsolbach

project.clj

@@ -7,6 +7,15 @@
                  [org.scicloj/noj "2-beta18"]
                  [org.scicloj/clay "2-beta52"]]
 
+  :profiles {:dev [:user {}]
+             :sim-heavy {:jvm-opts ["-Xms8g" "-Xmx32g"
+                                    "-XX:MaxGCPauseMillis=200"
+                                    "-XX:+AlwaysPreTouch"]}
+             :container {:jvm-opts ["-XX:InitialRAMPercentage=2.0"
+                                    "-XX:MaxRAMPercentage=60.0"]}
+             :clay {:dependencies [[org.scicloj/clay "2-beta56"]]
+                    :source-paths ["src" "notebooks"]}} 
+  
   :scm {:name "git" :url "https://github.com/lsolbach/qclojure-ml"}
   :deploy-repositories [["clojars" {:sign-releases false :url "https://clojars.org/repo"}]])
 

src/org/soulspace/qclojure/ml/application/encoding.clj

@@ -82,7 +82,7 @@
    (amplitude-encoding [0.5 0.5 0.5 0.5] 2)"
   [feature-vector num-qubits]
   (let [fv-validation (validate-input ::feature-vector feature-vector "feature vector")
-        qb-validation (validate-input ::num-qubits num-qubits "qubit count")]
+        qb-validation (validate-input ::state/num-qubits num-qubits "qubit count")]
     (cond
       (not (:valid fv-validation))
       {:success false :error (:error fv-validation) :details (:details fv-validation)}
@@ -131,7 +131,7 @@
   ([data-row num-qubits] (angle-encoding data-row num-qubits :ry))
   ([data-row num-qubits gate-type]
    (let [data-validation (validate-input ::feature-vector data-row "data row")
-         qubits-validation (validate-input ::num-qubits num-qubits "qubit count")
+         qubits-validation (validate-input ::state/num-qubits num-qubits "qubit count")
          gate-validation (validate-input ::gate-type gate-type "gate type")]
      (cond
        (not (:valid data-validation))
@@ -186,7 +186,7 @@
    (basis-encoding \"101\" 3)  ; Creates |101> state
    (basis-encoding [1 0 1] 3)"
   [bit-string num-qubits]
-  (let [qubits-validation (validate-input ::num-qubits num-qubits "qubit count")
+  (let [qubits-validation (validate-input ::state/num-qubits num-qubits "qubit count")
         bit-string-validation (validate-input ::bit-string bit-string "bit string")]
     (cond
       (not (:valid qubits-validation))