zzgandClaude Sonnet 5
2f141fd1e4
Renamed the repo (git.z.gd/zzg/localjev -> git.z.gd/zzg/sysone) and the Python package (jev_local -> sysone) now that this only depends on laya, not kev. README rewritten from scratch as a description of what this is today rather than a narrative of how it got here. Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
41 lines
1.8 KiB
Python
41 lines
1.8 KiB
Python
from sysone import Choice, Classifier, Noul, Score
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classifier = Classifier()
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urgent = classifier.invoke(
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state="Hi, I've been trying to connect my Stripe account for 3 days and it keeps failing. I'm losing sales. Please help ASAP.",
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questions={"is_urgent": Noul(instructions="The message conveys urgency or time-sensitivity")},
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)
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calm = classifier.invoke(
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state="Hey, whenever you get a chance, could you point me to the docs for webhooks? No rush at all.",
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questions={"is_urgent": Noul(instructions="The message conveys urgency or time-sensitivity")},
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)
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urgent_p = urgent.nouls["is_urgent"].noul
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calm_p = calm.nouls["is_urgent"].noul
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print(f"urgent message -> P(urgent) = {urgent_p:.3f}")
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print(f"calm message -> P(urgent) = {calm_p:.3f}")
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assert urgent_p > calm_p, "expected the urgent message to score higher than the calm one"
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routing = classifier.invoke(
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state="Our production database is down and customers can't check out.",
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questions={"team": Choice(instructions="Which team should handle this?", options=["billing", "technical", "sales"])},
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)
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result = routing.choices["team"]
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print(f"routing -> {result.probs} (best={result.best}, confidence={result.confidence:.3f})")
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assert result.best == "technical"
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anger = classifier.invoke(
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state="This is the third time I've had to contact you about the same issue. Completely unacceptable.",
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questions={
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"frustration": Score(
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instructions="How frustrated does the customer appear?",
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levels=["calm", "mildly annoyed", "frustrated", "very frustrated", "furious"],
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)
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},
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)
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score_result = anger.scores["frustration"]
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print(f"frustration -> score={score_result.score:.2f}, confidence={score_result.confidence:.3f}")
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assert score_result.score >= 2.0 # index into levels: 2 == "frustrated"
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print("all smoke checks passed")
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