restructure: proper project layout, README, kill training
- cuda/ — main LBM kernel (khra_gixx_1024_v5.cu) - navigator/ — lattice_observer, golden_weave, bridges, mock daemon - scripts/ — compile, start, launch, setup (paths updated) - docs/ — system manual - archive/ — everything else (old kernels, inquiries, experiments) - README.md — full setup guide: requirements, quick start, use your own LLM - removed training/ entirely (broken LoRA scripts + datasets) - .gitignore: exclude build/ logs/ training/ *.jsonl
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# floating_creativity_v09.py
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# v0.9 Deployment: Artist/Scientist Clutch
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# T=1.6 at A<1.0, T=0.2 at A>1.0
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import zmq
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import json
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import time
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from unsloth import FastLanguageModel
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import torch
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print("="*70)
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print("FLOATING CREATIVITY v0.9 — COGNITIVE CLUTCH")
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print("Artist (T=1.6) at A<1.0 | Scientist (T=0.2) at A>1.0")
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print("="*70)
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# Load v0.9 Scientist
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print("\n[Loading v0.9 Scientist...]")
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model, tokenizer = FastLanguageModel.from_pretrained(
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model_name="unsloth/llama-3.2-3b",
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max_seq_length=512,
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dtype=torch.bfloat16,
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load_in_4bit=True,
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)
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model = FastLanguageModel.get_peft_model(
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model,
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r=64, target_modules=["q_proj", "k_proj", "v_proj", "o_proj"],
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lora_alpha=128, lora_dropout=0, bias="none",
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use_gradient_checkpointing="unsloth", random_state=3407,
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)
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from peft import PeftModel
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model = PeftModel.from_pretrained(model, "./kaelara_v09_scientist/final")
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print("✓ v0.9 Scientist loaded")
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# ZMQ setup
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ctx = zmq.Context()
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sub = ctx.socket(zmq.SUB)
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sub.setsockopt_string(zmq.SUBSCRIBE, "")
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sub.connect("tcp://127.0.0.1:5556")
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print("✓ Connected to ZMQ stream")
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print("\n" + "="*70)
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print("WAITING FOR ASYMMETRY ≈ 13.0")
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print("="*70)
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# Wait for A ≈ 13.0
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frame = None
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for i in range(100):
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try:
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msg = sub.recv(flags=zmq.NOBLOCK)
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frame = json.loads(msg.decode('utf-8'))
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asym = frame['asymmetry']
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if 12.5 <= asym <= 13.5:
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print(f"Cycle {frame['cycle']}: Asymmetry={asym:.2f} ✓")
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break
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elif i % 10 == 0:
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print(f"Cycle {frame['cycle']}: Asymmetry={asym:.2f} (waiting for 12.5-13.5)")
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except zmq.Again:
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time.sleep(0.1)
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if frame is None:
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print("ERROR: No data received")
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exit(1)
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asymmetry = frame['asymmetry']
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coherence = frame['coherence']
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cycle = frame['cycle']
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# Determine mode
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if asymmetry < 1.0:
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temperature = 1.6
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mode = "ARTIST"
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else:
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temperature = 0.2
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mode = "SCIENTIST"
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print(f"\n{'='*70}")
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print(f"CLUTCH ENGAGED — {mode} MODE")
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print(f"Asymmetry: {asymmetry:.2f} | Coherence: {coherence:.3f} | T={temperature}")
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print(f"{'='*70}")
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# SYSTEM CHECK PROMPT — Match training format exactly
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prompt = f"""Input: Asymmetry {asymmetry:.1f}, Coherence {coherence:.2f}. Define the current state of the 128/8 Khra'gixx injection. Is the 1024-grid in a Manifested Node state or Chaotic Drift? Report using [TAG] format.
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Output:"""
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print(f"\nPrompt: {prompt}")
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print(f"\nGenerating with T={temperature}...")
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inputs = tokenizer(prompt, return_tensors="pt").to("cuda")
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outputs = model.generate(
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**inputs,
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max_new_tokens=100,
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temperature=temperature,
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do_sample=True,
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top_p=0.9
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)
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response = tokenizer.decode(outputs[0], skip_special_tokens=True)
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print(f"\n{'='*70}")
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print("v0.9 RESPONSE")
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print(f"{'='*70}")
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print(response)
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# Log to MANIFESTED_REALITY_v09.log
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with open("MANIFESTED_REALITY_v09.log", "w") as f:
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f.write(f"{'='*70}\n")
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f.write(f"FLOATING CREATIVITY v0.9 — FIRST CONTACT\n")
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f.write(f"Cycle: {cycle}\n")
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f.write(f"Asymmetry: {asymmetry:.4f}\n")
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f.write(f"Coherence: {coherence:.4f}\n")
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f.write(f"Mode: {mode} (T={temperature})\n")
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f.write(f"{'='*70}\n\n")
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f.write(f"PROMPT:\n{prompt}\n\n")
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f.write(f"RESPONSE:\n{response}\n")
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print(f"\n{'='*70}")
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print("SAVED TO: MANIFESTED_REALITY_v09.log")
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print(f"{'='*70}")
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