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Running on Zero
Running on Zero
Upload providers.py with huggingface_hub
Browse files- providers.py +386 -0
providers.py
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| 1 |
+
"""Model registry, client construction, and the key policy for public hosting.
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| 2 |
+
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| 3 |
+
Every provider here speaks the OpenAI wire format, so one client class covers
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| 4 |
+
all of them and only the base URL changes.
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| 5 |
+
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| 6 |
+
Key policy, in priority order per request:
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| 7 |
+
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| 8 |
+
1. A key the visitor typed into the UI ("bring your own key"). Used for that
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| 9 |
+
single request and then dropped - never logged, never persisted, never
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| 10 |
+
written to disk.
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| 11 |
+
2. Otherwise the host's own key for that provider, if one is configured.
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| 12 |
+
On the public deployment that is deliberately a free-tier provider, and
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| 13 |
+
it is rate limited per session.
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| 14 |
+
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| 15 |
+
The demo defaults to Groq's free tier serving gpt-oss-120b - which is the model
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| 16 |
+
that actually won this project's benchmark, so the zero-cost path is also the
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| 17 |
+
one that shows the best result.
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| 18 |
+
"""
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| 19 |
+
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| 20 |
+
from __future__ import annotations
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| 21 |
+
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| 22 |
+
import os
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| 23 |
+
import time
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| 24 |
+
from dataclasses import dataclass, field
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| 25 |
+
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| 26 |
+
from openai import OpenAI
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| 27 |
+
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| 28 |
+
# --------------------------------------------------------------------------
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| 29 |
+
# registry
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| 30 |
+
# --------------------------------------------------------------------------
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| 31 |
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| 32 |
+
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| 33 |
+
@dataclass(frozen=True)
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| 34 |
+
class Provider:
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| 35 |
+
key_env: str # environment variable holding the key
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| 36 |
+
base_url: str | None # None means the OpenAI default endpoint
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| 37 |
+
label: str
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| 38 |
+
signup: str = ""
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| 39 |
+
needs_key: bool = True
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| 40 |
+
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| 41 |
+
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| 42 |
+
PROVIDERS: dict[str, Provider] = {
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| 43 |
+
"openai": Provider("OPENAI_API_KEY", None, "OpenAI",
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| 44 |
+
"https://platform.openai.com/api-keys"),
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| 45 |
+
"anthropic": Provider("ANTHROPIC_API_KEY", "https://api.anthropic.com/v1/", "Anthropic",
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| 46 |
+
"https://console.anthropic.com/settings/keys"),
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| 47 |
+
"google": Provider("GOOGLE_API_KEY", "https://generativelanguage.googleapis.com/v1beta/openai/", "Google",
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| 48 |
+
"https://aistudio.google.com/apikey"),
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| 49 |
+
"grok": Provider("GROK_API_KEY", "https://api.x.ai/v1", "xAI",
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| 50 |
+
"https://console.x.ai"),
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| 51 |
+
"groq": Provider("GROQ_API_KEY", "https://api.groq.com/openai/v1", "Groq (free tier)",
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| 52 |
+
"https://console.groq.com/keys"),
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| 53 |
+
"openrouter": Provider("OPENROUTER_API_KEY", "https://openrouter.ai/api/v1", "OpenRouter",
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| 54 |
+
"https://openrouter.ai/keys"),
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| 55 |
+
"ollama": Provider("", os.getenv("OLLAMA_BASE_URL", "http://localhost:11434/v1"),
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| 56 |
+
"Ollama (local)", "https://ollama.com", needs_key=False),
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| 57 |
+
}
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| 58 |
+
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| 59 |
+
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| 60 |
+
DEMO = "demo" # cheap or free - the host's key may serve these
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| 61 |
+
BYOK = "byok" # expensive - the visitor must supply their own key
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| 62 |
+
LOCAL = "local" # runs on the machine hosting the app, costs nothing
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| 63 |
+
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| 64 |
+
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| 65 |
+
@dataclass(frozen=True)
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| 66 |
+
class Model:
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| 67 |
+
id: str
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| 68 |
+
provider: str
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| 69 |
+
display: str
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| 70 |
+
note: str = ""
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| 71 |
+
reasoning: bool = False # accepts the reasoning_effort parameter
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| 72 |
+
tier: str = BYOK # default to the safe side: never spend the host's money
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| 73 |
+
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| 74 |
+
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| 75 |
+
# Tiering is based on measured results, not list price alone. On the max-subarray
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| 76 |
+
# benchmark, gpt-5-nano produced a correct translation running 62x faster than
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| 77 |
+
# Python; GPT-5 with high reasoning effort scored 63x. The difference is noise,
|
| 78 |
+
# and the cost difference is not - so the small model is the demo default and
|
| 79 |
+
# the frontier models are opt-in with the visitor's own key.
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| 80 |
+
MODELS: list[Model] = [
|
| 81 |
+
# -- demo tier: safe to serve with the host's key --------------------
|
| 82 |
+
Model("openai/gpt-oss-120b", "groq", "GPT-OSS 120B",
|
| 83 |
+
"free tier - fastest result in this benchmark", tier=DEMO),
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| 84 |
+
Model("gpt-5-nano", "openai", "GPT-5 Nano",
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| 85 |
+
"very low cost - scored 62x on the benchmark", reasoning=True, tier=DEMO),
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| 86 |
+
Model("gpt-5-mini", "openai", "GPT-5 Mini",
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| 87 |
+
"low cost - scored 63x", reasoning=True, tier=DEMO),
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| 88 |
+
|
| 89 |
+
# -- frontier: visitor's own key only --------------------------------
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| 90 |
+
Model("gpt-5", "openai", "GPT-5", "frontier", reasoning=True, tier=BYOK),
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| 91 |
+
Model("claude-sonnet-5", "anthropic", "Claude Sonnet 5", "frontier", tier=BYOK),
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| 92 |
+
Model("grok-4", "grok", "Grok 4", "frontier", tier=BYOK),
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| 93 |
+
Model("qwen/qwen3-coder-30b-a3b-instruct", "openrouter", "Qwen3 Coder 30B",
|
| 94 |
+
"open weights", tier=BYOK),
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| 95 |
+
# Flash models failed to compile on both benchmarks tried - they emit Python
|
| 96 |
+
# format strings such as {:.6f}, which is not valid Rust. Kept for comparison
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| 97 |
+
# because that failure is itself an interesting result, but not defaulted to.
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| 98 |
+
Model("gemini-3.5-flash", "google", "Gemini 3.5 Flash",
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| 99 |
+
"fast, but failed to compile in testing", tier=BYOK),
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| 100 |
+
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| 101 |
+
# -- local via Ollama -------------------------------------------------
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| 102 |
+
Model("gpt-oss:20b", "ollama", "GPT-OSS 20B", "runs locally", tier=LOCAL),
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| 103 |
+
Model("qwen2.5-coder", "ollama", "Qwen2.5 Coder", "runs locally", tier=LOCAL),
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| 104 |
+
Model("deepseek-coder-v2", "ollama", "DeepSeek Coder V2", "runs locally", tier=LOCAL),
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| 105 |
+
]
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| 106 |
+
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| 107 |
+
BY_ID = {m.id: m for m in MODELS}
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| 108 |
+
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| 109 |
+
DEMO_MODEL = os.getenv("DEMO_MODEL", "openai/gpt-oss-120b")
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| 110 |
+
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| 111 |
+
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| 112 |
+
# --------------------------------------------------------------------------
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| 113 |
+
# availability
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| 114 |
+
# --------------------------------------------------------------------------
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| 115 |
+
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| 116 |
+
|
| 117 |
+
_ollama_cache: tuple[float, bool] | None = None
|
| 118 |
+
|
| 119 |
+
|
| 120 |
+
def ollama_reachable() -> bool:
|
| 121 |
+
"""Whether a local Ollama server is actually answering.
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| 122 |
+
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| 123 |
+
Ollama needs no key, so a key check would report its models as ready even
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| 124 |
+
with nothing running - and the visitor would get a connection error after
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| 125 |
+
waiting. Probing the socket keeps the availability badges honest. Cached
|
| 126 |
+
briefly so it does not run on every dropdown render.
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| 127 |
+
"""
|
| 128 |
+
global _ollama_cache
|
| 129 |
+
now = time.time()
|
| 130 |
+
if _ollama_cache and now - _ollama_cache[0] < 30:
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| 131 |
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return _ollama_cache[1]
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| 132 |
+
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| 133 |
+
import urllib.error
|
| 134 |
+
import urllib.request
|
| 135 |
+
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| 136 |
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base = PROVIDERS["ollama"].base_url or ""
|
| 137 |
+
url = base.rstrip("/").removesuffix("/v1") + "/api/tags"
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| 138 |
+
try:
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| 139 |
+
with urllib.request.urlopen(url, timeout=1.5) as response:
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| 140 |
+
alive = response.status == 200
|
| 141 |
+
except Exception:
|
| 142 |
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alive = False
|
| 143 |
+
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| 144 |
+
_ollama_cache = (now, alive)
|
| 145 |
+
return alive
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| 146 |
+
|
| 147 |
+
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| 148 |
+
def host_key_for(provider: str) -> str | None:
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| 149 |
+
"""The host's configured key for a provider, if any."""
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| 150 |
+
spec = PROVIDERS[provider]
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| 151 |
+
if not spec.needs_key:
|
| 152 |
+
return "not-needed" if ollama_reachable() else None
|
| 153 |
+
value = os.getenv(spec.key_env, "").strip()
|
| 154 |
+
return value or None
|
| 155 |
+
|
| 156 |
+
|
| 157 |
+
def may_use_host_key(model: Model) -> bool:
|
| 158 |
+
"""Whether this model is allowed to spend the owner's credits.
|
| 159 |
+
|
| 160 |
+
Frontier models never are - not on the public demo and not locally. The
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| 161 |
+
measured benefit over gpt-5-nano on this task is nil (62x vs 63x), so
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| 162 |
+
charging frontier prices for it is pure waste, and an accidental click
|
| 163 |
+
while developing costs just as much as a visitor's.
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| 164 |
+
"""
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| 165 |
+
if model.tier == LOCAL:
|
| 166 |
+
return True # costs nothing, runs on this machine
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| 167 |
+
return model.tier == DEMO
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| 168 |
+
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| 169 |
+
|
| 170 |
+
def visible_models() -> list[Model]:
|
| 171 |
+
"""Models worth showing on this instance.
|
| 172 |
+
|
| 173 |
+
Local models are hidden unless Ollama is actually answering. The probe runs
|
| 174 |
+
on the *server*, so a hosted container will never find one - and listing a
|
| 175 |
+
permanently broken option is worse than not listing it.
|
| 176 |
+
"""
|
| 177 |
+
models = [m for m in MODELS if m.tier != LOCAL]
|
| 178 |
+
if not PUBLIC and ollama_reachable():
|
| 179 |
+
models += [m for m in MODELS if m.tier == LOCAL]
|
| 180 |
+
return models
|
| 181 |
+
|
| 182 |
+
|
| 183 |
+
def is_available(model_id: str) -> bool:
|
| 184 |
+
"""True when the host can serve this model with no key from the visitor."""
|
| 185 |
+
model = BY_ID.get(model_id)
|
| 186 |
+
if not model or not may_use_host_key(model):
|
| 187 |
+
return False
|
| 188 |
+
return host_key_for(model.provider) is not None
|
| 189 |
+
|
| 190 |
+
|
| 191 |
+
def needs_own_key(model_id: str) -> bool:
|
| 192 |
+
"""True when this model requires the visitor to supply a key."""
|
| 193 |
+
model = BY_ID.get(model_id)
|
| 194 |
+
if not model or model.tier == LOCAL:
|
| 195 |
+
return False
|
| 196 |
+
return not is_available(model_id)
|
| 197 |
+
|
| 198 |
+
|
| 199 |
+
def choice_label(model: Model) -> str:
|
| 200 |
+
"""Dropdown label. The cost warning goes first, where it cannot be missed.
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| 201 |
+
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| 202 |
+
Trailing markers get truncated in a narrow select element - exactly the
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| 203 |
+
situation where someone is about to spend money without meaning to.
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| 204 |
+
"""
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| 205 |
+
note = f" - {model.note}" if model.note else ""
|
| 206 |
+
|
| 207 |
+
if is_available(model.id) or model.tier == LOCAL:
|
| 208 |
+
return f"{model.display}{note}"
|
| 209 |
+
if model.tier == DEMO and not PUBLIC:
|
| 210 |
+
# Local dev: the owner can fix this, and naming the variable is the
|
| 211 |
+
# fastest route. Suppressed in public mode - a visitor cannot set an
|
| 212 |
+
# environment variable on someone else's server, so it would only
|
| 213 |
+
# confuse them. There, the honest instruction is the same as frontier.
|
| 214 |
+
return f"(set {PROVIDERS[model.provider].key_env}) {model.display}{note}"
|
| 215 |
+
return f"(need your own key) {model.display}{note}"
|
| 216 |
+
|
| 217 |
+
|
| 218 |
+
def dropdown_choices() -> list[tuple[str, str]]:
|
| 219 |
+
"""(label, value) pairs, ready models first."""
|
| 220 |
+
models = visible_models()
|
| 221 |
+
ordered = sorted(models, key=lambda m: (not is_available(m.id), models.index(m)))
|
| 222 |
+
return [(choice_label(m), m.id) for m in ordered]
|
| 223 |
+
|
| 224 |
+
|
| 225 |
+
def default_model() -> str:
|
| 226 |
+
"""Prefer the configured demo model, then any ready model, then anything."""
|
| 227 |
+
models = visible_models()
|
| 228 |
+
if is_available(DEMO_MODEL):
|
| 229 |
+
return DEMO_MODEL
|
| 230 |
+
for m in models:
|
| 231 |
+
if m.tier == DEMO and is_available(m.id):
|
| 232 |
+
return m.id
|
| 233 |
+
for m in models:
|
| 234 |
+
if is_available(m.id):
|
| 235 |
+
return m.id
|
| 236 |
+
return models[0].id
|
| 237 |
+
|
| 238 |
+
|
| 239 |
+
def availability_summary() -> str:
|
| 240 |
+
"""Short markdown line describing what the running instance can serve."""
|
| 241 |
+
models = visible_models()
|
| 242 |
+
ready = [m for m in models if is_available(m.id)]
|
| 243 |
+
if not ready:
|
| 244 |
+
return (
|
| 245 |
+
"**No models ready.** Add a provider key to `.env` "
|
| 246 |
+
"(see `.env.example`), or paste your own key below to try it now."
|
| 247 |
+
)
|
| 248 |
+
names = ", ".join(m.display for m in ready[:3])
|
| 249 |
+
extra = f" +{len(ready) - 3} more" if len(ready) > 3 else ""
|
| 250 |
+
tail = ""
|
| 251 |
+
if PUBLIC:
|
| 252 |
+
tail = " Frontier models need your own key - they are too costly to give away."
|
| 253 |
+
return f"**Ready now:** {names}{extra}.{tail}"
|
| 254 |
+
|
| 255 |
+
|
| 256 |
+
# --------------------------------------------------------------------------
|
| 257 |
+
# rate limiting
|
| 258 |
+
# --------------------------------------------------------------------------
|
| 259 |
+
|
| 260 |
+
|
| 261 |
+
@dataclass
|
| 262 |
+
class RateLimiter:
|
| 263 |
+
"""Per-session cap on requests that spend the *host's* key.
|
| 264 |
+
|
| 265 |
+
Requests carrying a visitor's own key are never counted - they cost the
|
| 266 |
+
host nothing, so throttling them would only punish the considerate.
|
| 267 |
+
|
| 268 |
+
In-memory and per-process, which is the right size for a single-container
|
| 269 |
+
demo. A multi-replica deployment would need shared state.
|
| 270 |
+
"""
|
| 271 |
+
|
| 272 |
+
limit: int = field(default_factory=lambda: int(os.getenv("DEMO_RATE_LIMIT", "5")))
|
| 273 |
+
window_seconds: int = 3600
|
| 274 |
+
_hits: dict[str, list[float]] = field(default_factory=dict)
|
| 275 |
+
|
| 276 |
+
def check(self, session_id: str) -> tuple[bool, str]:
|
| 277 |
+
if self.limit <= 0:
|
| 278 |
+
return True, ""
|
| 279 |
+
now = time.time()
|
| 280 |
+
recent = [t for t in self._hits.get(session_id, []) if now - t < self.window_seconds]
|
| 281 |
+
self._hits[session_id] = recent
|
| 282 |
+
if len(recent) >= self.limit:
|
| 283 |
+
wait = int((self.window_seconds - (now - recent[0])) / 60) + 1
|
| 284 |
+
return False, (
|
| 285 |
+
f"Demo limit reached ({self.limit} free conversions per hour).\n\n"
|
| 286 |
+
f"Try again in ~{wait} minutes, or open **Use your own API key** "
|
| 287 |
+
f"below for unlimited use with your own account."
|
| 288 |
+
)
|
| 289 |
+
return True, ""
|
| 290 |
+
|
| 291 |
+
def record(self, session_id: str) -> None:
|
| 292 |
+
self._hits.setdefault(session_id, []).append(time.time())
|
| 293 |
+
|
| 294 |
+
def remaining(self, session_id: str) -> int:
|
| 295 |
+
if self.limit <= 0:
|
| 296 |
+
return -1
|
| 297 |
+
now = time.time()
|
| 298 |
+
recent = [t for t in self._hits.get(session_id, []) if now - t < self.window_seconds]
|
| 299 |
+
return max(0, self.limit - len(recent))
|
| 300 |
+
|
| 301 |
+
|
| 302 |
+
limiter = RateLimiter()
|
| 303 |
+
PUBLIC = os.getenv("PUBLIC_DEPLOYMENT", "0") == "1"
|
| 304 |
+
|
| 305 |
+
|
| 306 |
+
# --------------------------------------------------------------------------
|
| 307 |
+
# client construction
|
| 308 |
+
# --------------------------------------------------------------------------
|
| 309 |
+
|
| 310 |
+
|
| 311 |
+
class NoKeyError(RuntimeError):
|
| 312 |
+
"""Raised when neither the visitor nor the host can supply a usable key."""
|
| 313 |
+
|
| 314 |
+
|
| 315 |
+
def build_client(model_id: str, user_key: str | None) -> tuple[OpenAI, bool]:
|
| 316 |
+
"""Return (client, used_host_key).
|
| 317 |
+
|
| 318 |
+
`user_key` is used for this call only. It is never stored, logged, or
|
| 319 |
+
written anywhere - it lives in this frame and is released with it.
|
| 320 |
+
"""
|
| 321 |
+
model = BY_ID.get(model_id)
|
| 322 |
+
if model is None:
|
| 323 |
+
raise NoKeyError(f"Unknown model: {model_id}")
|
| 324 |
+
|
| 325 |
+
spec = PROVIDERS[model.provider]
|
| 326 |
+
user_key = (user_key or "").strip()
|
| 327 |
+
|
| 328 |
+
if user_key:
|
| 329 |
+
key, used_host = user_key, False
|
| 330 |
+
elif not may_use_host_key(model):
|
| 331 |
+
# Frontier tier. Refuse before the host key is even read, rather than
|
| 332 |
+
# reading it and checking a limit afterwards.
|
| 333 |
+
raise NoKeyError(
|
| 334 |
+
f"**{model.display}** is a frontier model and never runs on this "
|
| 335 |
+
f"instance's key - a few clicks is real money.\n\n"
|
| 336 |
+
f"Open **Use your own API key** below and paste a {spec.label} key "
|
| 337 |
+
f"({spec.signup}) to use it.\n\n"
|
| 338 |
+
f"Or pick a model without the warning: on this benchmark GPT-5 Nano "
|
| 339 |
+
f"scored 62x against GPT-5's 63x, so you give up essentially nothing."
|
| 340 |
+
)
|
| 341 |
+
else:
|
| 342 |
+
host = host_key_for(model.provider)
|
| 343 |
+
if host is None:
|
| 344 |
+
if not spec.needs_key:
|
| 345 |
+
raise NoKeyError(
|
| 346 |
+
f"**{model.display}** runs through a local Ollama server, and "
|
| 347 |
+
f"none is responding at {spec.base_url}.\n\n"
|
| 348 |
+
f"Start it with `ollama serve` and `ollama pull {model.id}`, "
|
| 349 |
+
f"or choose a hosted model instead. Pasting an API key will "
|
| 350 |
+
f"not help with a local model."
|
| 351 |
+
)
|
| 352 |
+
raise NoKeyError(
|
| 353 |
+
f"**{model.display}** needs a {spec.label} key, and this instance "
|
| 354 |
+
f"has none configured.\n\n"
|
| 355 |
+
f"Open **Use your own API key** below and paste a {spec.label} key "
|
| 356 |
+
f"({spec.signup}), or pick a model marked as ready."
|
| 357 |
+
)
|
| 358 |
+
key, used_host = host, True
|
| 359 |
+
|
| 360 |
+
if not spec.needs_key:
|
| 361 |
+
return OpenAI(api_key="ollama", base_url=spec.base_url), used_host
|
| 362 |
+
if spec.base_url:
|
| 363 |
+
return OpenAI(api_key=key, base_url=spec.base_url), used_host
|
| 364 |
+
return OpenAI(api_key=key), used_host
|
| 365 |
+
|
| 366 |
+
|
| 367 |
+
def scrub(text: str) -> str:
|
| 368 |
+
"""Strip anything key-shaped out of text before it reaches the UI.
|
| 369 |
+
|
| 370 |
+
Provider SDKs sometimes echo the offending credential back inside an error
|
| 371 |
+
message. Since those messages get rendered into the page, they pass
|
| 372 |
+
through here first.
|
| 373 |
+
"""
|
| 374 |
+
import re
|
| 375 |
+
|
| 376 |
+
patterns = [
|
| 377 |
+
r"sk-[A-Za-z0-9_\-]{12,}",
|
| 378 |
+
r"gsk_[A-Za-z0-9_\-]{12,}",
|
| 379 |
+
r"xai-[A-Za-z0-9_\-]{12,}",
|
| 380 |
+
r"AIza[A-Za-z0-9_\-]{20,}",
|
| 381 |
+
r"sk-or-v1-[A-Za-z0-9_\-]{12,}",
|
| 382 |
+
r"pplx-[A-Za-z0-9_\-]{12,}",
|
| 383 |
+
]
|
| 384 |
+
for pattern in patterns:
|
| 385 |
+
text = re.sub(pattern, "[redacted]", text)
|
| 386 |
+
return text
|