prain: warm-up and draft measurement scripts
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"""A second answer that arrives while a first one streams, through `prain web`: when does
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its first token come, and how much of its draft survives the refine?
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Run it against a proxy with drafts and one without ([draft] full_requests = max_requests)
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and compare. usage: python3 scripts/draft_effect.py http://127.0.0.1:8080
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"""
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import json
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import os
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import sys
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import threading
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import time
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from prain.chat import post
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LONG = [{"role": "user", "content": "Write a detailed 400-word history of the printing press."}]
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SHORT = [{"role": "user", "content": "Name three uses of copper, one line each."}]
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def answer(url, session, messages, out):
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start, mode = time.monotonic(), "full"
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out.update(first=None, draft="", final="")
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with post(url, "/chat", {"session": session, "messages": messages}) as response:
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for raw in response:
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line = raw.decode().strip()
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if not line.startswith("data: ") or line == "data: [DONE]":
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continue
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data = json.loads(line[6:])
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if "prain" in data:
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mode = data["prain"]
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continue
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piece = data["choices"][0]["delta"].get("content")
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if piece:
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out["first"] = out["first"] or time.monotonic() - start
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out["draft" if mode == "draft" else "final"] += piece
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out["total"] = time.monotonic() - start
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def main():
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url = sys.argv[1]
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first, second = {}, {}
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thread = threading.Thread(target=answer, args=(url, "first", LONG, first))
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thread.start()
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time.sleep(5) # the first answer is decoding now
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answer(url, "second", SHORT, second)
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thread.join()
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kept = len(os.path.commonprefix([second["draft"], second["final"]]))
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print(f"second answer: first token {second['first']:.1f} s, done after {second['total']:.1f} s; "
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+ (f"draft {len(second['draft'])} chars, {kept} kept by the refine"
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if second["draft"] else "no draft"))
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if __name__ == "__main__":
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main()
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