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examples/evaluation/run.exs
Code.require_file("evaluation.exs", __DIR__)
Code.require_file("../support/live.exs", __DIR__)
defmodule TypeSafeSDK.Examples.Evaluation.CLI do
alias TypeSafeSDK.Examples.Evaluation, as: Eval
alias TypeSafeSDK.Examples.Live
def run(args) do
args = if List.first(args) == "--", do: tl(args), else: args
{opts, rest, invalid} =
OptionParser.parse(args,
strict: [
help: :boolean,
split: :string,
dataset: :string,
output: :string,
policy: :string,
base_url: :string,
model: :string,
sweep: :boolean,
confidence: :float,
urgency: :float,
max_auto_error: :float,
max_concurrency: :integer
]
)
if rest != [] or invalid != [], do: raise(ArgumentError, "unknown evaluation CLI option")
if Keyword.get(opts, :help, false) do
print_help()
else
run!(opts)
end
end
defp run!(opts) do
split = Keyword.get(opts, :split, "development")
unless split in ["development", "held-out"],
do: raise(ArgumentError, "split must be development or held-out")
sweep? = Keyword.get(opts, :sweep, false)
if split == "held-out" and (sweep? or not Keyword.has_key?(opts, :policy)),
do: raise(ArgumentError, "held-out runs require --policy and forbid --sweep")
if Keyword.has_key?(opts, :policy) and
(sweep? or Enum.any?([:confidence, :urgency], &Keyword.has_key?(opts, &1))),
do:
raise(
ArgumentError,
"a frozen policy cannot be combined with --sweep or threshold overrides"
)
frozen = read_policy(Keyword.get(opts, :policy))
requested_model = if frozen, do: frozen["model"], else: Keyword.get(opts, :model)
if frozen && Keyword.has_key?(opts, :model) && opts[:model] != requested_model,
do: raise(ArgumentError, "held-out model must match the frozen policy")
# Validate all policy/capacity arguments before making billable calls.
declared_policy =
Eval.validate_policy!(%{
"confidence" => Keyword.get(opts, :confidence, 0.8),
"urgency" => Keyword.get(opts, :urgency, 0.85)
})
max_auto_error = Keyword.get(opts, :max_auto_error, 0.05)
unless is_number(max_auto_error) and max_auto_error >= 0 and max_auto_error <= 1,
do: raise(ArgumentError, "max-auto-error must be in [0, 1]")
concurrency = Keyword.get(opts, :max_concurrency, 4)
unless is_integer(concurrency) and concurrency in 1..1024,
do: raise(ArgumentError, "max-concurrency must be in 1..1024")
directory = Path.join(__DIR__, "datasets")
path = Keyword.get(opts, :dataset, Path.join(directory, split <> ".jsonl"))
rows = Eval.load!(path, split)
client_opts =
[]
|> maybe_put(:base_url, Keyword.get(opts, :base_url))
|> maybe_put(:model, requested_model)
client = Live.client(client_opts)
Live.show_configuration(client)
model = client.default_model
records = Eval.run(client, rows, max_concurrency: concurrency)
sweep = if sweep?, do: Eval.sweep(records, split), else: []
{policy, selection_error} =
cond do
frozen ->
{frozen["policy"], nil}
sweep? ->
try do
{Eval.select_policy!(sweep, max_auto_error), nil}
rescue
error in ArgumentError -> {nil, Exception.message(error)}
end
true ->
{declared_policy, nil}
end
# No eligible policy is an evaluation result, not a reason to discard the
# already-paid-for predictions. Persist the sweep and records without
# inventing fallback thresholds or writing a frozen policy.
metrics = if policy, do: Eval.metrics(records, policy), else: nil
model_mismatch = frozen && metrics && metrics["models"] != [frozen["model"]]
report = %{
"sdk_version" => TypeSafeSDK.version(),
"split" => split,
"requested_model" => model,
"policy" => policy,
"metrics" => metrics,
"selection_error" => selection_error,
"frozen_model_mismatch" => !!model_mismatch,
"threshold_sweep" => sweep,
"records" => records,
"dataset_kind" => "synthetic illustrative dataset; not benchmark evidence"
}
output = Keyword.get(opts, :output, "tmp/triage-#{split}.json")
write!(output, report)
if split == "development" and not is_nil(metrics) and metrics["successes"] > 0 and
metrics["failures"] == 0 do
case metrics["models"] do
[observed_model] ->
write!(Path.rootname(output) <> ".policy.json", %{
"source_split" => "development",
"model" => observed_model,
"policy" => policy,
"source_report" => output
})
_ ->
IO.warn("No frozen policy written: development responses used different model versions")
end
end
IO.puts(Jason.encode!(metrics, pretty: true))
IO.puts("Wrote #{output}")
if selection_error, do: IO.warn(selection_error)
if model_mismatch, do: IO.warn("Observed model differs from the frozen development model")
if is_nil(metrics) or metrics["failures"] > 0 or model_mismatch, do: System.halt(1)
end
defp print_help do
IO.puts("""
Live support-triage evaluation
mix run examples/evaluation/run.exs -- [options]
Endpoint/model selection (highest precedence first):
--base-url URL TypeSafe-compatible API root for this run
--model MODEL Provider model ID for development runs
TYPESAFE_BASE_URL Host/environment endpoint default
TYPESAFE_DEFAULT_MODEL Host/environment model default
The API root is the prefix before TypeSafe's generated /v1/models and
/v1/systemone paths. The selected provider must implement the TypeSafe API
contract and bearer-auth behavior; an arbitrary OpenAI-compatible endpoint
is not automatically compatible. Use a credential issued for that endpoint.
Evaluation options:
--split development|held-out
--dataset PATH
--output PATH
--policy PATH Required for held-out; freezes the observed model
--sweep
--confidence FLOAT
--urgency FLOAT
--max-auto-error FLOAT
--max-concurrency INTEGER
--help
TYPESAFE_API_KEY is required for live execution. The CLI never falls back to
a different endpoint when an explicit endpoint setting is blank or invalid.
""")
end
defp read_policy(nil), do: nil
defp read_policy(path) do
frozen = path |> File.read!() |> Jason.decode!()
unless frozen["source_split"] == "development" and is_binary(frozen["model"]),
do: raise(ArgumentError, "policy must be frozen from a development run")
Eval.validate_policy!(frozen["policy"])
frozen
end
defp write!(path, value) do
File.mkdir_p!(Path.dirname(path))
File.write!(path, Jason.encode!(value, pretty: true) <> "\n")
end
defp maybe_put(opts, _key, nil), do: opts
defp maybe_put(opts, key, value), do: Keyword.put(opts, key, value)
end
TypeSafeSDK.Examples.Evaluation.CLI.run(System.argv())