diff --git a/CHANGELOG.md b/CHANGELOG.md index 36b74a25..7a698b02 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -7,6 +7,77 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0 ## [Unreleased] +### Added + +- **The Evaluations page is rebuilt around runs** (`actionagent`). Evaluations + are the top level; every run is kept and listed with its movement against + the run before it (`+3 passed vs #2`, `partial run`, `#1 failed`), and a + sampling evaluation's run opens to a page of its own at + `/evaluations/:id/runs/:run_id` — a scorecard per model cohort, the + judge's verdict, the criteria × models matrix and what the run asks to fix. + A scenario suite's runs are the same full-width list; a row selects the run + the suite's model scorecards, fix items and scenario matrix show. +- **What a run cost is two figures, not one.** The agent's spend — what the + replayed or sampled interactions cost to serve, with a `per_interaction` + rate, the operating cost a per-conversation budget is set against — is + reported apart from the judge's, the judge model's own calls, which run + agent-to-agent and offline. Every judge call is metered under what it was + for (`scores["_judge_usage"]`: calls, tokens, estimated cost and how many + calls scored, recommended, ruled or authored KPIs), and `EvaluationRun#usage` + carries both sides. The page shows them on every run row, on the run, on a + page tile and in the footer, so the cost of operating an agent is never + inflated by the cost of checking it. +- A generation-sampling run records `scores["_cohorts"]`: per model, how many + generations were sampled, how many cleared every criterion, their latency + and tokens, and what those interactions cost to serve. +- `GET /api/evaluations` carries `run_count` and a `previous_run` summary per + evaluation, and every serialized run its `number` in the evaluation's + history, oldest first. +- The dashboard's object lists hold their metric columns in place: a trace, + interaction or evaluation run with nothing in a column prints a dash there + rather than sliding its neighbours over (`MetaStrip`). +- `ActiveAgent::Base.rendered_instructions` renders an agent's instructions + outside a generation, for a dashboard mirroring the class and for tests + asserting what a model is told. Both otherwise reached a private renderer + through `send`. +- `ActionAgent::AgentSync` mirrors host agent classes into dashboard `Agent` + records, setting the `agent_class_name` that `AgentRelease` already expects a + host to have written. The code owns what an agent is (name, description, + instructions, tools — rewritten every sync); the operator owns how it runs + (provider, model, status — set on create and preserved), so a model chosen in + the dashboard survives the next deploy. +- `ActionAgent.run_host_agent_classes` (default `false`) runs an agent that + mirrors a host class as that class, rather than as one rebuilt from the + record's `tools` and `instructions` columns. Dashboard-authored agents, which + name no class, keep using the dynamic runtime either way; a class name that no + longer resolves falls back to it rather than failing the run. + +### Changed + +- The engine's judge blocks take `ActiveAgent::Evals::Judge`'s `kind:`, so a + scenario run's score, recommendation and verdict calls are metered apart. + +## [1.6.4] - 2026-09-22 + +Releases `activeagent` and `actionagent` 1.6.4 from one tag. A patch on 1.6.3 +carrying one fix to `SchemaTools`, for a filter that answered confidently and +wrongly instead of failing. + +### Fixed + +- A Rails enum is offered to the model as its names (`{type: "string", enum: + [...]}`) instead of the integer backing it. `SchemaGenerator` reads enums from + inclusion validators and never consulted `defined_enums`, so a `status` column + reached the model as a bare integer with no labels. +- A filter value outside an enum — alone or inside an IN list — is rejected, + naming the valid values, instead of matching no rows. `status: "pending"` + returned `{count: 0}`, which an agent reports as a fact, indistinguishable + from "none match". Same reasoning as the unknown-operator rejection in + `range_predicates!`. +- An enum is no longer offered the range form. Its integer backing is a + declaration-order artefact, so `status: {gt: 1}` was a meaningless filter that + still returned a confident count. + ## [1.6.3] - 2026-09-18 Releases `activeagent` and `actionagent` 1.6.3 from one tag. diff --git a/actionagent/app/assets/builds/action_agent.js b/actionagent/app/assets/builds/action_agent.js index a7c75ab4..852d4762 100644 --- a/actionagent/app/assets/builds/action_agent.js +++ b/actionagent/app/assets/builds/action_agent.js @@ -1,83 +1,83 @@ -var lU=Object.create;var pw=Object.defineProperty;var sU=Object.getOwnPropertyDescriptor;var uU=Object.getOwnPropertyNames;var cU=Object.getPrototypeOf,dU=Object.prototype.hasOwnProperty;var Jr=(e,t)=>()=>(t||e((t={exports:{}}).exports,t),t.exports),fU=(e,t)=>{for(var r in t)pw(e,r,{get:t[r],enumerable:!0})},pU=(e,t,r,n)=>{if(t&&typeof t=="object"||typeof t=="function")for(let a of uU(t))!dU.call(e,a)&&a!==r&&pw(e,a,{get:()=>t[a],enumerable:!(n=sU(t,a))||n.enumerable});return e};var 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Bundled license information: react/cjs/react.production.js: diff --git a/actionagent/app/controllers/action_agent/api/evaluations_controller.rb b/actionagent/app/controllers/action_agent/api/evaluations_controller.rb index d98e2a02..bde77bdd 100644 --- a/actionagent/app/controllers/action_agent/api/evaluations_controller.rb +++ b/actionagent/app/controllers/action_agent/api/evaluations_controller.rb @@ -46,14 +46,20 @@ def index render json: { evaluations: evaluations.map { |evaluation| serialize(evaluation) } } end + # Runs listed per evaluation on GET /api/evaluations/:id. The rest of + # the history stays reachable by run id; `run_count` says how long it is. + RUN_HISTORY_LIMIT = 20 + # GET /api/evaluations/:id def show evaluation = evaluations_scope.find(params[:id]) + run_count = evaluation.evaluation_runs.count + runs = evaluation.evaluation_runs.recent.limit(RUN_HISTORY_LIMIT).to_a render json: { evaluation: serialize(evaluation).merge( scenarios: evaluation.scenarios.ordered.map(&:as_json_summary), - runs: evaluation.evaluation_runs.recent.limit(20).map { |run| serialize_run(run) } + runs: runs.each_with_index.map { |run, index| serialize_run(run, number: run_count - index) } ) } end @@ -98,8 +104,12 @@ def create def run evaluation = current_evaluation run = start_run(evaluation, selection_params) + evaluation.reload - render json: { evaluation: serialize(evaluation.reload), run: serialize_run(run) } + render json: { + evaluation: serialize(evaluation), + run: serialize_run(run, number: evaluation.evaluation_runs.count) + } end # GET /api/evaluations/:id/runs/:run_id @@ -116,7 +126,8 @@ def show_run render json: { evaluation: serialize(evaluation), - run: serialize_run(run).merge(results: results.map(&:as_json_summary), fix_items: safe_fix_items(run)) + run: serialize_run(run, number: run_number(evaluation, run)) + .merge(results: results.map(&:as_json_summary), fix_items: safe_fix_items(run)) } end @@ -328,7 +339,9 @@ def compare_models_param end def serialize(evaluation) - latest = evaluation.latest_run + # size reads the preloaded association on index and COUNTs elsewhere. + run_count = evaluation.evaluation_runs.size + latest, previous = recent_runs(evaluation, 2) { id: evaluation.id, @@ -344,22 +357,50 @@ def serialize(evaluation) scenario_count: evaluation.scenarios.size, scenario_groups: evaluation.scenario_suite? ? evaluation.scenario_groups : [], created_at: evaluation.created_at.iso8601, - latest_run: latest ? serialize_run(latest) : nil + run_count: run_count, + latest_run: latest ? serialize_run(latest, number: run_count) : nil, + # Just enough of the run before it for the list to show movement + # ("+3 passed vs #2") without a request per evaluation. + previous_run: previous ? serialize_run_summary(previous, number: run_count - 1) : nil } end - def serialize_run(run) - { - id: run.id, - status: run.status, + # Newest first. Sorts the preloaded association when index loaded it + # rather than issuing one ORDER BY query per evaluation. + def recent_runs(evaluation, limit) + runs = evaluation.evaluation_runs + if runs.loaded? + runs.sort_by { |run| [ run.created_at, run.id ] }.reverse.first(limit) + else + runs.recent.limit(limit).to_a + end + end + + # A run's position in its evaluation's history, oldest = 1. + def run_number(evaluation, run) + evaluation.evaluation_runs.where("created_at < ? OR (created_at = ? AND id <= ?)", run.created_at, run.created_at, run.id).count + end + + # `number` is the run's position in its evaluation's history, oldest = + # 1, so the dashboard can say "Run #3" and "vs #2". + def serialize_run(run, number: nil) + serialize_run_summary(run, number: number).merge( scores: run.scores, selection: run.selection, models: run.models, + usage: run.usage, + error_message: run.error_message + ) + end + + def serialize_run_summary(run, number: nil) + { + id: run.id, + number: number, + status: run.status, average_score: safe_average_score(run), samples_evaluated: run.samples_evaluated, samples_passed: run.samples_passed, - usage: run.usage, - error_message: run.error_message, completed_at: run.completed_at&.iso8601, created_at: run.created_at.iso8601 } diff --git a/actionagent/app/models/action_agent/evaluation_run.rb b/actionagent/app/models/action_agent/evaluation_run.rb index f1e61710..e77b6fec 100644 --- a/actionagent/app/models/action_agent/evaluation_run.rb +++ b/actionagent/app/models/action_agent/evaluation_run.rb @@ -79,26 +79,74 @@ def average_score (values.sum.to_f / values.size).round(3) end - # Aggregate usage over the run's scenario results, for display after a - # run: estimated cost, token totals, summed model time, and the run's - # wall-clock runtime. Returns nil for a generation-sampling run, which - # replays nothing itself. + # The judge's own spend on this run — calls, tokens, estimated cost and + # how many calls served each purpose — as the runner recorded it; nil + # for a run that never asked a judge. + def judge_usage + value = scores&.dig("_judge_usage") + value.is_a?(Hash) ? value : nil + end + + # Per-model summaries of a generation-sampling run's cohorts, keyed by + # model; empty for a scenario run or a run recorded before they were. + def cohorts + value = scores&.dig("_cohorts") + value.is_a?(Hash) ? value : {} + end + + # What the run spent, for display after it: the agent's side and the + # judge's, kept apart because they answer different questions. + # + # The agent's side is the operating figure — what the interactions cost + # to serve. For a scenario run that is the replays' estimated cost, + # tokens and summed model time (`replays` of them); for a + # generation-sampling run it is the sampled generations' (`samples`), + # which were served before the run and cost it nothing. `per_interaction` + # is that cost spread over the interactions, the number a per-conversation + # budget is set against. + # + # `judge` is the evaluation's own overhead: the judge model's calls + # (scoring, recommending, the verdict, authoring KPIs), which run + # agent-to-agent and offline. It is present only when a judge was asked. + # + # Returns nil for a run that recorded nothing on either side. def usage totals = scenario_results.pick( Arel.sql("COUNT(*)"), Arel.sql("SUM(cost)"), Arel.sql("SUM(input_tokens)"), Arel.sql("SUM(output_tokens)"), Arel.sql("SUM(duration_ms)") ) replays = totals&.first.to_i - return nil if replays.zero? + judge = judge_usage + runtime_ms = completed_at.present? ? ((completed_at - created_at) * 1000).round : nil - { - replays: replays, - cost: totals[1]&.to_f, - input_tokens: totals[2].to_i, - output_tokens: totals[3].to_i, - model_time_ms: totals[4].to_i, - runtime_ms: completed_at.present? ? ((completed_at - created_at) * 1000).round : nil - } + if replays.positive? + cost = totals[1]&.to_f + { + replays: replays, + cost: cost, + per_interaction: cost && (cost / replays).round(6), + input_tokens: totals[2].to_i, + output_tokens: totals[3].to_i, + model_time_ms: totals[4].to_i, + runtime_ms: runtime_ms, + judge: judge + }.compact + elsif cohorts.any? + samples = cohorts.values.sum { |cohort| cohort["samples"].to_i } + costs = cohorts.values.filter_map { |cohort| cohort["cost"] } + cost = costs.any? ? costs.sum.to_f.round(6) : nil + { + samples: samples, + cost: cost, + per_interaction: cost && samples.positive? ? (cost / samples).round(6) : nil, + input_tokens: cohorts.values.sum { |cohort| cohort["input_tokens"].to_i }, + output_tokens: cohorts.values.sum { |cohort| cohort["output_tokens"].to_i }, + runtime_ms: runtime_ms, + judge: judge + }.compact + elsif judge + { runtime_ms: runtime_ms, judge: judge }.compact + end end # Route templates for the report's fix item actions, relative to the diff --git a/actionagent/app/services/action_agent/agent_execution_service.rb b/actionagent/app/services/action_agent/agent_execution_service.rb index 6fc8a47a..82a2fc06 100644 --- a/actionagent/app/services/action_agent/agent_execution_service.rb +++ b/actionagent/app/services/action_agent/agent_execution_service.rb @@ -500,6 +500,21 @@ def generate! tool_definitions = tool_schemas service = self + # A dashboard-authored agent has no Ruby class — it is rows: a tool + # selection, instructions typed in the builder. That is the common case + # and the runtime below builds a class for it. + # + # An agent mirrored from host code is the other case: the class exists, + # already declares its own tools (SchemaTools rosters, delegations) and + # renders its own instructions, and none of that is reachable through + # `tools` + `instructions` columns. Running the real class keeps the + # dashboard evaluating what production runs, instead of a rebuilt + # lookalike. Both runtimes stay; which one applies is decided by whether + # the class resolves. + if (host_class = resolved_host_class) + return run_host_class(host_class, actor: actor, action: action, run_trace_id: run_trace_id) + end + agent_class = Class.new(ActiveAgent::Base) do # SolidAgent persists contexts under self.class.name; anonymous # classes would fail its agent_name presence validation. @@ -677,6 +692,40 @@ def record_tool_spans(root_span, response) end end + # The host class this agent mirrors, when it names one that resolves to a + # runnable ActiveAgent::Base subclass. Anything else — no class name, a + # class that no longer exists, a name that resolves to something else — is + # nil, and the dynamic runtime handles the record as before. + # + # @return [Class, nil] + def resolved_host_class + return nil unless ActionAgent.run_host_agent_classes + + name = @agent_record.agent_class_name.presence + return nil if name.blank? + + klass = name.safe_constantize + klass if klass.is_a?(Class) && klass < ActiveAgent::Base + end + + # Runs the host's own class. Its tools, delegations and instructions come + # from the code, so the engine supplies only what is the run's business: + # the caller, and the trace to correlate against. + def run_host_class(klass, actor:, action:, run_trace_id:) + generation = klass.as(actor).public_send(action, **host_action_arguments(klass, action)) + generation.prompt_options[:trace_id] = run_trace_id if generation.respond_to?(:prompt_options) + generation.generate_now + end + + # A code agent's action takes named arguments (`ask(question:)`), so the + # run's message is passed under the action's own keyword rather than as a + # bare message the signature would reject. + def host_action_arguments(klass, action) + contract = klass.try(:delegation_contracts)&.dig(action.to_sym) + keyword = contract&.try(:parameters)&.keys&.first + keyword ? { keyword.to_sym => user_text } : {} + end + def provider_available?(name) # The gem's mock provider is a test double: accepted only in the test # environment so app runs can never store fabricated output. diff --git a/actionagent/app/services/action_agent/agent_sync.rb b/actionagent/app/services/action_agent/agent_sync.rb new file mode 100644 index 00000000..b269105a --- /dev/null +++ b/actionagent/app/services/action_agent/agent_sync.rb @@ -0,0 +1,136 @@ +# frozen_string_literal: true + +module ActionAgent + # Mirrors host ActiveAgent classes into Agent records, so the dashboard can + # run, evaluate and release the agents an app already has in code. + # + # The engine reads an agent's identity from the class rather than asking the + # host to restate it: name, description and tool roster all come from the + # class, and re-running the sync updates each record in place. `AgentRelease` + # already expects `agent_class_name` to be set by "whatever syncs its + # ActiveAgent classes into Agent records" — this is that, so a host no longer + # has to write it. + # + # The split is deliberate and is the reason this is safe to run on deploy: + # + # * **The code owns what an agent is** — name, description, instructions, + # tools. Rewritten on every sync, so it cannot drift from the class. + # * **The operator owns how it runs** — provider, model, status. Set once on + # create and never touched again, so a model chosen in the dashboard + # survives the next deploy. + # + # ActionAgent::AgentSync.call(RecordAgent.all, owner: owner) + # + # @see AgentRelease which cuts a version per synced agent + class AgentSync + Row = Struct.new(:agent, :created, :skipped, keyword_init: true) + Result = Struct.new(:rows, :errors, keyword_init: true) do + def success? = errors.blank? + def agents = rows.filter_map(&:agent) + def created = rows.select(&:created) + def skipped = rows.select(&:skipped) + end + + # @param agents [Array] ActiveAgent::Base subclasses + # @param owner [Object] the record agents and API keys scope to + # @param provider [String, Symbol, nil] defaults to the class's own + # @param model [String, nil] defaults to the class's own + def self.call(agents, owner:, provider: nil, model: nil) + new(agents, owner: owner, provider: provider, model: model).call + end + + def initialize(agents, owner:, provider: nil, model: nil) + @agents = Array(agents) + @owner = owner + @provider = provider + @model = model + end + + # @return [Result] + def call + return Result.new(rows: [], errors: "An owner is required: the engine scopes agents to one.") if @owner.nil? + + rows = Agent.transaction { @agents.map { |klass| upsert(klass) } } + Result.new(rows: rows, errors: nil) + rescue ActiveRecord::RecordInvalid => e + Result.new(rows: [], errors: e.record.errors.full_messages.join(", ")) + end + + private + + def upsert(klass) + unless klass.respond_to?(:prompt_options) + return Row.new(agent: nil, created: false, skipped: "#{klass} is not an ActiveAgent::Base subclass") + end + + provider = resolved_provider(klass) + model = resolved_model(klass) + if provider.blank? || model.blank? + return Row.new(agent: nil, created: false, skipped: "#{klass} has no provider/model configured") + end + + # Slugs are unique per owner, so the lookup is too: unscoped, a second + # owner's sync would find the first owner's record and rewrite it. + agent = Agent.for_owner(@owner).find_or_initialize_by(slug: self.class.slug_for(klass)) + created = agent.new_record? + if created + agent.owner = @owner + agent.provider = provider + agent.model = model + agent.status = :active + end + + agent.assign_attributes( + name: klass.name.titleize, + agent_class_name: klass.name, + description: description_for(klass), + instructions: instructions_for(klass), + tools: tool_names_for(klass) + ) + agent.save! + Row.new(agent: agent, created: created, skipped: nil) + end + + # "TicketAgent" -> "ticket-agent", the slug an MCP client sees as + # run_ticket-agent. A namespaced class flattens its separators, because + # Agent validates slugs as /\A[a-z0-9\-_]+\z/ — "Billing::TicketAgent" + # becomes "billing-ticket-agent". + def self.slug_for(klass) + klass.name.underscore.tr("/", "-").tr("_", "-") + end + + # An agent's own description if it declares one (a delegation contract is + # where an agent says what it answers), else its titleized name. + def description_for(klass) + contract = klass.try(:delegation_contracts)&.values&.first + contract&.try(:description).presence || klass.name.titleize + end + + # The rendered instructions, so the dashboard record runs on the same text + # the class does rather than a hand-maintained copy. + # + # An agent whose instructions are assembled rather than rendered straight + # from its own template — filled from assigns it computes, or falling back + # to a template it shares with sibling agents — says so by defining + # `dashboard_instructions_text`. That is asked first, because only the + # class knows how its own prompt is built. + def instructions_for(klass) + return klass.dashboard_instructions_text.presence if klass.respond_to?(:dashboard_instructions_text) + + klass.try(:rendered_instructions).presence + end + + def tool_names_for(klass) + names = klass.try(:tool_names) + Array(names).map(&:to_s) + end + + def resolved_provider(klass) + (@provider || klass.prompt_options[:service]).to_s.downcase.presence + end + + def resolved_model(klass) + (@model || klass.prompt_options[:model]).presence + end + end +end diff --git a/actionagent/app/services/action_agent/evaluation_runner_service.rb b/actionagent/app/services/action_agent/evaluation_runner_service.rb index d1496e6f..30f31ca4 100644 --- a/actionagent/app/services/action_agent/evaluation_runner_service.rb +++ b/actionagent/app/services/action_agent/evaluation_runner_service.rb @@ -55,6 +55,9 @@ def call scores[criterion["key"]] = stats end + scores["_cohorts"] = cohort_summaries(samples, per_sample_scores) if samples.any? + scores["_judge_usage"] = judge_usage if judge_usage + run.update!( status: :complete, scores: scores, @@ -109,6 +112,11 @@ def score_comparison(run, sample_criteria, telemetry_criteria) scores["_verdict"] = verdict if verdict end + scores["_cohorts"] = active.to_h do |model, samples| + [ model, cohort_summary(samples, per_model_sample_scores[model] || {}) ] + end + scores["_judge_usage"] = judge_usage if judge_usage + run.update!( status: :complete, scores: scores, @@ -148,6 +156,98 @@ def passed_count(per_sample_scores) end end + # --- Cohort summaries ------------------------------------------------------ + # + # Stored under scores["_cohorts"], keyed by model: how many generations + # were sampled under it, how many cleared every criterion, their latency + # and token usage, and what those generations cost to serve. A comparison + # run gets one entry per requested cohort that had generations; a plain + # run one per model that happened to be among the sampled generations. + # This is what lets the dashboard show a run as "5/12 passed" per model, + # the way a scenario run's `_models` summaries do, without re-reading the + # generations. + # + # The cost here is the agent's: what the sampled interactions cost to + # operate. It is not what this run spent — scoring recorded generations + # costs nothing until a judge is asked, and the judge's own spend is + # recorded apart, under "_judge_usage" (see #judge_usage). + + def cohort_summaries(samples, per_sample_scores) + samples + .group_by { |generation| generation.model.presence || "unknown" } + .transform_values { |group| cohort_summary(group, per_sample_scores) } + end + + def cohort_summary(samples, per_sample_scores) + durations_ms = samples.filter_map do |generation| + seconds = generation.duration_seconds.to_f + seconds * 1000 if seconds.positive? + end + providers = samples.filter_map { |generation| generation.provider.presence } + input_tokens = samples.sum { |generation| generation.input_tokens.to_i } + output_tokens = samples.sum { |generation| generation.output_tokens.to_i } + costs = samples.filter_map do |generation| + ModelPricing.estimate(model: generation.model, input_tokens: generation.input_tokens, output_tokens: generation.output_tokens) + end + + { + "samples" => samples.size, + "passed" => passed_count(per_sample_scores.slice(*samples.map(&:id))), + "provider" => providers.tally.max_by { |_provider, count| count }&.first, + "avg_duration_ms" => durations_ms.any? ? (durations_ms.sum / durations_ms.size).round : nil, + "input_tokens" => input_tokens, + "output_tokens" => output_tokens, + "cost" => costs.any? ? costs.sum.round(6) : nil + } + end + + # --- Judge usage ----------------------------------------------------------- + # + # Every call the judge makes is metered here, apart from the agent's own + # spend: scoring answers, recommending fixes, writing the verdict and, + # for a judge_defined evaluation, authoring the KPIs. The agent's cost is + # the operating figure — what serving these interactions costs — while + # the judge's is the evaluation's own, offline, agent-to-agent overhead, + # and a run that reported the two as one number would overstate the + # first. Persisted as scores["_judge_usage"]: + # + # { "calls", "input_tokens", "output_tokens", "cost", "model", + # "by_kind" => { "score" => n, "recommend" => n, "verdict" => n, "define" => n } } + # + # nil until the judge has been asked something, so a rules-only run + # records no judge at all rather than a judge that cost nothing. + + def judge_usage + return nil if @judge_usage.nil? + + @judge_usage.merge("cost" => @judge_usage["cost"]&.round(6)) + end + + # Asks the judge and meters the answer. `kind` is the call's purpose — + # :score, :recommend, :verdict or :define — the same vocabulary + # ActiveAgent::Evals::Judge hands a block that accepts `kind:`. + def judge_generate(kind, message:, instructions:) + response = judge_class.prompt(message: message, instructions: instructions).generate_now + record_judge_call(kind, response) + response + end + + def record_judge_call(kind, response) + usage = response.respond_to?(:usage) ? response.usage : nil + input_tokens = usage.respond_to?(:input_tokens) ? usage.input_tokens.to_i : 0 + output_tokens = usage.respond_to?(:output_tokens) ? usage.output_tokens.to_i : 0 + model = (response.respond_to?(:model) && response.model.presence) || @evaluation.judge_model.presence + cost = ModelPricing.estimate(model: model, input_tokens: input_tokens, output_tokens: output_tokens) + + @judge_usage ||= { "calls" => 0, "input_tokens" => 0, "output_tokens" => 0, "cost" => nil, "model" => nil, "by_kind" => {} } + @judge_usage["calls"] += 1 + @judge_usage["input_tokens"] += input_tokens + @judge_usage["output_tokens"] += output_tokens + @judge_usage["cost"] = (@judge_usage["cost"] || 0.0) + cost if cost + @judge_usage["model"] ||= model + @judge_usage["by_kind"][kind.to_s] = @judge_usage["by_kind"].fetch(kind.to_s, 0) + 1 + end + def sample_generations(model: nil) scope = @evaluation.agent.generations scope = scope.where(model: model) if model @@ -273,10 +373,11 @@ def ensure_judge_defined_kpis! raise "Judge-defined KPIs need provider credentials (add a provider API key in Settings)" end - response = judge_class.prompt( + response = judge_generate( + :define, message: kpi_definition_prompt, instructions: "You define measurable evaluation KPIs for AI agents. Respond ONLY with JSON." - ).generate_now + ) kpis = parse_kpis(response.message&.content) raise "Judge returned no usable KPIs — try again or add criteria manually" if kpis.empty? @@ -354,7 +455,8 @@ def comparison_verdict(active_cohorts, sample_criteria, scores) "#{key}: #{cells.join(', ')}" end - response = judge_class.prompt( + response = judge_generate( + :verdict, message: <<~PROMPT, An AI agent was evaluated under multiple models. Its goals: --- @@ -368,7 +470,7 @@ def comparison_verdict(active_cohorts, sample_criteria, scores) Respond ONLY with JSON: {"winner": "", "rationale": ""} PROMPT instructions: "You are an impartial evaluation judge comparing model cohorts. Respond ONLY with JSON." - ).generate_now + ) json = response.message&.content.to_s[/\{.*\}/m] verdict = json ? JSON.parse(json) : nil @@ -390,10 +492,11 @@ def llm_judge_score(criterion, generation) return nil unless judge_available? return nil if generation.content.blank? - response = judge_class.prompt( + response = judge_generate( + :score, message: judge_prompt(criterion, generation), instructions: "You are an impartial evaluation judge. Respond ONLY with JSON: {\"score\": }" - ).generate_now + ) parse_judge_score(response.message&.content) rescue StandardError => e diff --git a/actionagent/app/services/action_agent/scenario_evaluation_runner.rb b/actionagent/app/services/action_agent/scenario_evaluation_runner.rb index badbfbd4..6dcc3e1e 100644 --- a/actionagent/app/services/action_agent/scenario_evaluation_runner.rb +++ b/actionagent/app/services/action_agent/scenario_evaluation_runner.rb @@ -261,6 +261,10 @@ def scores_for(report, run) scores["_selection"] = run.selection scores["_metadata"] = report.metadata scores["_judge_label"] = report.judge_label || report.judge&.label + # The judge's own spend, apart from the replays' (which the results + # carry and EvaluationRun#usage sums). A host adapter that runs its own + # judge is out of reach of this meter, so its runs record none. + scores["_judge_usage"] = judge_usage if judge_usage scores end @@ -318,12 +322,13 @@ def discovery_warning # The judge the evaluation's owner has credentials for, wrapped for the # evaluation core; nil when none is configured, in which case scoring - # stays on rules and expectations. + # stays on rules and expectations. The block takes `kind:` so each call + # is metered under what it was for (EvaluationRunnerService#judge_generate). def evals_judge return nil unless judge_available? - @evals_judge ||= Evals::Judge.new(label: @evaluation.judge_model.presence || judge_provider.to_s) do |instructions:, prompt:| - judge_class.prompt(message: prompt, instructions: instructions).generate_now.message&.content + @evals_judge ||= Evals::Judge.new(label: @evaluation.judge_model.presence || judge_provider.to_s) do |instructions:, prompt:, kind:| + judge_generate(kind, message: prompt, instructions: instructions).message&.content end end end diff --git a/actionagent/frontend/components/dashboard/EvaluationRunPanels.jsx b/actionagent/frontend/components/dashboard/EvaluationRunPanels.jsx index 3cb2e6f8..95193512 100644 --- a/actionagent/frontend/components/dashboard/EvaluationRunPanels.jsx +++ b/actionagent/frontend/components/dashboard/EvaluationRunPanels.jsx @@ -1,19 +1,24 @@ import React from 'react'; -import { Badge, Button, Empty, Glyph, MicroLabel, MonoLink, Panel, PassBar, MONO, TONE, toneFor } from './primitives'; -import { fmtCost, fmtK, fmtMs, fmtScore, fmtTokens, splitModelLabel, timeAgo } from '../../utils/format'; +import { Badge, Button, Card, Empty, Glyph, MicroLabel, MonoLink, MONO } from './primitives'; +import { fmtCost, fmtK, fmtMs, fmtScore, splitModelLabel } from '../../utils/format'; +import { RUNS_PAGE, plural, runTotalOf, runsMeta } from '../../utils/evaluationRuns.mjs'; +import ModelScorecard from './evaluations/ModelScorecard'; -// The panels a scenario suite's expanded body is built from — Runs, Models, -// What to fix, the scenario matrix and a scenario's drill-down — plus the -// derivations they share. Everything here is presentational: state, fetching -// and mutations live in ScenarioSuitePanel. +// The panels a scenario suite's expanded body is built from — Models, What +// to fix, the scenario matrix and a scenario's drill-down — plus the +// derivations they share. The runs list is evaluations/RunsList, shared with +// the sampling evaluations. Everything here is presentational: state, +// fetching and mutations live in ScenarioSuitePanel. + +// The run-history helpers moved to the shared vocabulary module; re-exported +// so their existing importers keep working. +export { RUNS_PAGE, plural, runTotalOf, runsMeta }; // --------------------------------------------------------------------------- // Derivations const uniq = (list) => [...new Set(list)]; -export const plural = (n, word) => `${n} ${word}${n === 1 ? '' : 's'}`; - // The fault taxonomy renders lower-case with spaces: expected_tool_not_called // → "expected tool not called". export const faultName = (fault) => String(fault || '').replace(/_/g, ' '); @@ -261,165 +266,70 @@ function CallLine({ calls, empty, style }) { ); } -// --------------------------------------------------------------------------- -// RUNS - -// GET /api/evaluations/:id serves at most this many runs, newest first. -export const RUNS_PAGE = 20; - -// How many runs the suite has: `run_count` from the API when it reports it -// (so `#n` stays stable once the run list is capped), else the runs fetched — -// never fewer than the list, which can grow locally when a run starts. -export const runTotalOf = (runs = [], runCount = null) => - (Number.isFinite(runCount) ? Math.max(runCount, runs.length) : runs.length); - -// The panel's header meta: `3 runs`, or `24 runs · latest 20` when the list -// is a page of a longer history (or may be, when the total is unknown). -export const runsMeta = (runs = [], runCount = null) => { - const total = runTotalOf(runs, runCount); - const paged = runs.length < total || (!Number.isFinite(runCount) && runs.length >= RUNS_PAGE); - return `${plural(total, 'run')}${paged ? ` · latest ${runs.length}` : ''}`; -}; - -// One row per run, newest first. `runs` is the suite's run list (newest -// first); `#n` counts from the oldest run of the suite: `runCount` is the -// suite's total when known, so the numbering does not shift once the list -// is capped at the RUNS_PAGE most recent. -export function RunsPanel({ runs, runCount = null, selectedId, onSelect, agentName, selectedResults = [], scenarios = [] }) { - const total = runTotalOf(runs, runCount); - const numberOf = (index) => total - index; - const rows = runs.map((run, index) => { - const columns = modelColumns(run, run.id === selectedId ? selectedResults : []); - const results = run.id === selectedId ? selectedResults : []; - const scenarioCount = runScenarioCount(run, columns, scenarios); - const totals = runTotals(run, results, columns, scenarios); - const selection = run.selection || run.scores?._selection || {}; - - let delta = 'first run'; - let deltaColor = 'var(--color-text-muted)'; - if (run.status === 'failed') { - delta = 'failed'; - deltaColor = 'var(--color-error)'; - } else if (inProgress(run)) { - delta = run.status === 'pending' ? 'queued' : 'running'; - } else { - const baseIndex = runs.findIndex((candidate, i) => i > index && candidate.status === 'complete'); - const base = baseIndex >= 0 ? runs[baseIndex] : null; - if (base) { - const baseColumns = modelColumns(base); - const sameShape = runScenarioCount(base, baseColumns, scenarios) === scenarioCount && baseColumns.length === columns.length; - if (sameShape) { - const d = totals.passed - (base.samples_passed || 0); - delta = `${d > 0 ? '+' : ''}${d} passed vs #${numberOf(baseIndex)}`; - deltaColor = d > 0 ? 'var(--color-success)' : d < 0 ? 'var(--color-error)' : 'var(--color-text-muted)'; - } else { - delta = 'partial run'; - } - } - } - - return { - run, - label: `#${numberOf(index)}`, - when: timeAgo(run.completed_at || run.created_at), - delta, - deltaColor, - note: `${agentName} · ${plural(scenarioCount, 'scenario')} × ${plural(columns.length, 'model')}${selection.group ? ` · ${selection.group}` : ''}`, - bars: columns.map((label) => ({ label, ...modelPassStats(run, label, results, scenarioCount) })), - selected: run.id === selectedId, - }; - }); - - return ( - - {rows.length === 0 && [ ] no runs yet} - {rows.map((row) => ( -
onSelect(row.run.id)} - className={row.selected ? undefined : 'hover:bg-[var(--color-hover)]'} - data-selected={row.selected ? 'true' : 'false'} - style={{ - padding: '10px 12px 10px 10px', borderTop: '1px solid var(--color-border-light)', cursor: 'pointer', - background: row.selected ? 'var(--color-muted)' : undefined, - borderLeft: `2px solid ${row.selected ? 'var(--color-accent-ui)' : 'transparent'}`, - }} - > -
- {row.label} - {row.when} - {row.delta} -
-
{row.note}
- {row.bars.length > 0 && ( -
- {row.bars.map((bar) => ( - - ))} -
- )} -
- ))} - - ); -} - // --------------------------------------------------------------------------- // MODELS +// One scorecard per model cohort of the selected run — passes, score, +// latency, tokens and what the replays cost under it — then the judge's +// verdict when the run compared cohorts. A model's card carries the agent's +// spend only; the judge's is the run's (see RunsList and CriteriaFooter). export function ModelsPanel({ run, columns, results = [], scenarioCount = 0, judgedBy, verdict }) { const summaries = run?.scores?._models || {}; return ( - - {columns.length === 0 && [ ] no models scored yet} - {columns.map((label) => { - const { short, provider } = describeModel(run, label); - const stats = summaries[label]; - const { passed, total } = modelPassStats(run, label, results, scenarioCount); - const ratio = total ? passed / total : 0; - const color = TONE[toneFor(ratio)].strong; - const faults = Object.entries(stats?.faults || {}); - const best = verdict?.winner === label; - return ( -
-
- {short} - {provider && {provider}} - {best && judge's pick} - - - - - {`${passed}/${total}`} - -
-
- score {stats?.avg_score != null ? Number(stats.avg_score).toFixed(3) : '—'} - latency {fmtMs(stats?.avg_duration_ms)} - - in {fmtTokens(stats?.input_tokens)} · out {fmtTokens(stats?.output_tokens)} - - cost {fmtCost(stats?.cost)} -
-
- {faults.map(([fault, count]) => ( - {`${faultName(fault)} ×${count}`} - ))} - {stats && faults.length === 0 && ( - [+] no faults - )} - {!stats && inProgress(run) && scoring…} -
-
- ); - })} - {verdict?.rationale && ( -
- Verdict - {verdict.rationale} +
+
+ Models + {judgedBy && {`judged by ${judgedBy}`}} +
+ {columns.length === 0 && ( + [ ] no models scored yet + )} + {columns.length > 0 && ( +
+ {columns.map((label) => { + const { short, provider } = describeModel(run, label); + const stats = summaries[label]; + const { passed, total } = modelPassStats(run, label, results, scenarioCount); + const faults = Object.entries(stats?.faults || {}); + const note = stats && faults.length === 0 + ? { text: '[+] no faults', color: 'var(--color-success-text)' } + : !stats && inProgress(run) ? { text: 'scoring…' } : null; + return ( + ({ tone: 'error', text: `${faultName(fault)} ×${count}` }))} + note={note} + /> + ); + })}
)} - + {verdict?.rationale && ( + +
+ Verdict + {verdict.judge && {`judged by ${verdict.judge}`}} +
+
+ {verdict.winner} + {verdict.rationale ? ` · ${verdict.rationale}` : ''} +
+ + )} +
); } diff --git a/actionagent/frontend/components/dashboard/EvaluationsView.jsx b/actionagent/frontend/components/dashboard/EvaluationsView.jsx index 68d0a41c..add78745 100644 --- a/actionagent/frontend/components/dashboard/EvaluationsView.jsx +++ b/actionagent/frontend/components/dashboard/EvaluationsView.jsx @@ -3,38 +3,33 @@ import { dashboardPath, dashboardRelativePath, pushDashboardPath } from '../../u import { evaluationLink, includeLinkedEvaluation } from '../../utils/evaluationHistory.mjs'; import { useTheme } from '../../contexts/ThemeContext'; import ScenarioSuitePanel from './ScenarioSuitePanel'; -import { Badge, Button, Card, Glyph, MicroLabel, StatCard, MONO, TONE, toneFor } from './primitives'; -import { fmtCost, fmtK, fmtMs, fmtPct, fmtScore, timeAgo } from '../../utils/format'; -import { plural } from './EvaluationRunPanels'; - -const RULE_CRITERIA = [ - { type: 'response_present', key: 'response_present', label: 'Response present', config: {} }, - { type: 'min_length', key: 'response_length', label: 'Response length ≥ 40 chars', config: { chars: 40 } }, - { type: 'max_latency_ms', key: 'latency', label: 'Latency ≤ 5s', config: { ms: 5000 } }, - { type: 'token_budget', key: 'token_budget', label: 'Output ≤ 1000 tokens', config: { output_tokens: 1000 } }, -]; - -// Scored from the agent's telemetry traces (aggregates over the last 7 -// days), not from sampled generations. -const TELEMETRY_CRITERIA = [ - { type: 'trace_error_rate', key: 'trace_error_rate', label: 'Trace error rate ≤ 5% (telemetry, 7d)', config: { max_error_rate: 5, window_hours: 168 } }, - { type: 'trace_latency', key: 'trace_latency', label: 'Avg trace latency ≤ 5s (telemetry, 7d)', config: { max_avg_ms: 5000, window_hours: 168 } }, -]; +import EvaluationForm from './evaluations/EvaluationForm'; +import EvaluationRunDetail from './evaluations/EvaluationRunDetail'; +import CriteriaFooter from './evaluations/CriteriaFooter'; +import RunsList, { RunBadge, runsSummary } from './evaluations/RunsList'; +import { fmtRate } from './evaluations/SpendStrip'; +import { Button, Card, Glyph, StatCard, MONO, TONE, toneFor } from './primitives'; +import { fmtCost, fmtPct, timeAgo } from '../../utils/format'; +import { criterionGroup, modelCount, plural, runLabel, runSpend, samplingFixItems, spendSummary } from '../../utils/evaluationRuns.mjs'; + +// Evaluations, each with every run it has had. An evaluation is a named set +// of criteria against one agent — scored over its recorded generations, or, +// as a scenario suite, replayed through it — and its runs are the record of +// whether the agent is getting better. The page lists evaluations with their +// run history; a run opens to a scorecard per model cohort, the judge's +// verdict, the criteria × models matrix (or, for a suite, the scenario +// matrix) and what the run asks to fix. Every figure on screen is a field +// the app recorded, including what each run cost: the agent's side, which +// is what operating it costs, apart from the judge's, which is the +// evaluation's own. const csrfToken = () => document.querySelector('meta[name="csrf-token"]')?.content; -const formatRunUsage = (usage) => { - if (!usage) return null; - const tokens = (usage.input_tokens || 0) + (usage.output_tokens || 0); - const runtime = usage.runtime_ms == null ? null : fmtMs(usage.runtime_ms); - return `${fmtCost(usage.cost)} · ${fmtK(tokens)} tok${runtime ? ` · ${runtime}` : ''}`; -}; - // Mean-score tone: a score is not a pass ratio, so it keeps the thresholds // the sampling evaluations have always used. const scoreTone = (value) => (value >= 0.85 ? 'success' : value >= 0.7 ? 'warning' : 'error'); -// The report sub-route under /evaluations, when the current URL names one. +// Routes under /evaluations: the report page of one run … const reportRefFromPath = () => { const match = dashboardRelativePath().match(/^\/evaluations\/(\d+)\/runs\/(\d+)\/report/); if (match) return { evaluationId: match[1], runId: match[2] }; @@ -42,58 +37,36 @@ const reportRefFromPath = () => { return query?.runId ? query : null; }; -const inputStyle = { - padding: '8px 12px', borderRadius: 8, fontSize: 13, fontFamily: 'inherit', boxSizing: 'border-box', - background: 'var(--color-card)', border: '1px solid var(--color-border-strong)', color: 'var(--color-text-primary)', +// … or one evaluation, open, and optionally one of its runs. +const runRefFromPath = () => { + const match = dashboardRelativePath().match(/^\/evaluations\/(\d+)(?:\/runs\/(\d+))?\/?$/); + if (!match) return null; + return { evaluationId: Number(match[1]), runId: match[2] ? Number(match[2]) : null }; }; +// Which evaluation the URL names, as a string id: `?evaluation=` (the older +// deep link) or the path. Either may point outside the first index page. +const linkedIdFromLocation = () => + evaluationLink(window.location.search)?.evaluationId || (runRefFromPath() ? String(runRefFromPath().evaluationId) : null); + const monoStyle = (size = 11, color = 'var(--color-text-muted)') => ({ fontFamily: MONO, fontSize: size, color }); -// A criterion score bar for a sampling evaluation: label · track · score. -function ScoreRow({ label, score, indent = false, mono = false }) { - const tone = score.skipped ? null : scoreTone(score.score); - return ( -
-
- {mono ? label : label.replace(/_/g, ' ')} - {score.source === 'telemetry' && ( - - telemetry - - )} -
- {score.skipped ? ( -
- skipped — {score.reason} -
- ) : ( - <> -
-
-
-
- {fmtScore(score.score)} -
- - )} -
- ); -} +// How many things a run asks to fix: a suite's recommendations from its +// report, a sampling run's from its own scores; a failed run is one item. +const fixCountFor = (evaluation) => { + const run = evaluation.latest_run; + if (!run) return 0; + if (evaluation.scenario_suite) { + return (run.scores?._recommendations || []).length + (run.status === 'failed' ? 1 : 0); + } + return samplingFixItems(evaluation, run).length; +}; // embedded hides the page title when this renders inside the agent detail -// page's Evals tab, which already carries the heading. agentId scopes every -// number on the page to that agent — an account-wide average score under one -// agent's name reads as that agent's score, which it is not. +// page's Evals tab, which already carries the heading, and keeps the page +// off the URL. agentId scopes every number on the page to that agent — an +// account-wide average under one agent's name reads as that agent's score, +// which it is not. export default function EvaluationsView({ embedded = false, agentId = null }) { const { darkMode } = useTheme(); // Which run's report the URL asks for; the agent page's embedded Evals tab @@ -136,48 +109,45 @@ export default function EvaluationsView({ embedded = false, agentId = null }) { // keeping the stale one would size the next report to the last one. useEffect(() => setReportHeight(null), [reportRef]); - useEffect(() => { - if (embedded) return undefined; - const applyPath = () => setReportRef(reportRefFromPath()); - window.addEventListener('popstate', applyPath); - window.addEventListener('dashboard:navigate', applyPath); - return () => { - window.removeEventListener('popstate', applyPath); - window.removeEventListener('dashboard:navigate', applyPath); - }; - }, [embedded]); const [evaluations, setEvaluations] = useState([]); const [agents, setAgents] = useState([]); const [isLoading, setIsLoading] = useState(true); const [loadError, setLoadError] = useState(null); // Accordion state per evaluation; the first suite opens by default. const [openIds, setOpenIds] = useState(null); - const [linkedEvaluationId, setLinkedEvaluationId] = useState(() => embedded ? null : evaluationLink(window.location.search)?.evaluationId); + // The run the URL opens: a sampling evaluation's run page, or the run a + // suite's panel selects. + const [openRun, setOpenRun] = useState(() => { + if (embedded) return null; + const ref = runRefFromPath(); + return ref?.runId ? ref : null; + }); + const [linkedEvaluationId, setLinkedEvaluationId] = useState(() => (embedded ? null : linkedIdFromLocation())); + // Run history per sampling evaluation, loaded when its card opens: + // { runs (newest first, up to RUNS_PAGE), runCount }. + const [histories, setHistories] = useState({}); + const [showForm, setShowForm] = useState(false); + const [runningId, setRunningId] = useState(null); + const [deletingId, setDeletingId] = useState(null); + + // URL → state: browser back/forward, and in-app navigation. useEffect(() => { if (embedded) return undefined; - const applyLink = () => { - const id = evaluationLink(window.location.search)?.evaluationId; - setLinkedEvaluationId(id); - if (id) setOpenIds(new Set([Number(id)])); + const applyPath = () => { + setReportRef(reportRefFromPath()); + const ref = runRefFromPath(); + setOpenRun(ref?.runId ? ref : null); + const linked = linkedIdFromLocation(); + setLinkedEvaluationId(linked); + if (linked) setOpenIds((current) => new Set([...(current || []), Number(linked)])); }; - window.addEventListener('popstate', applyLink); - window.addEventListener('dashboard:navigate', applyLink); + window.addEventListener('popstate', applyPath); + window.addEventListener('dashboard:navigate', applyPath); return () => { - window.removeEventListener('popstate', applyLink); - window.removeEventListener('dashboard:navigate', applyLink); + window.removeEventListener('popstate', applyPath); + window.removeEventListener('dashboard:navigate', applyPath); }; }, [embedded]); - const [showForm, setShowForm] = useState(false); - const [runningId, setRunningId] = useState(null); - const [deletingId, setDeletingId] = useState(null); - const [form, setForm] = useState({ - agent_id: agentId ? String(agentId) : '', name: '', sample_size: 20, - criteria: RULE_CRITERIA.map((c) => c.key), - containsPattern: '', llmJudgePrompt: '', - judgeKind: 'manual', judgeModel: '', compareModels: '', scenariosText: '', - }); - const [formError, setFormError] = useState(null); - const [isSubmitting, setIsSubmitting] = useState(false); const fetchEvaluations = useCallback(async () => { try { @@ -210,6 +180,26 @@ export default function EvaluationsView({ embedded = false, agentId = null }) { } }, [agentId, linkedEvaluationId]); + // The run history (up to RUNS_PAGE) is one request per sampling + // evaluation, made when its card opens rather than for every row in the + // list. A suite's panel loads its own. + const loadHistory = useCallback(async (evaluationId) => { + try { + const response = await fetch(`/api/evaluations/${evaluationId}`); + if (!response.ok) throw new Error(`Could not load this evaluation's runs (HTTP ${response.status})`); + const data = await response.json(); + setHistories((prev) => ({ + ...prev, + [evaluationId]: { runs: data.evaluation?.runs || [], runCount: data.evaluation?.run_count ?? null }, + })); + } catch (error) { + // Recorded so the card renders what the index already knows instead + // of retrying on every render. + setHistories((prev) => ({ ...prev, [evaluationId]: { runs: null, runCount: null, error: error.message } })); + setLoadError(error.message); + } + }, []); + useEffect(() => { fetchEvaluations(); fetch('/api/agents') @@ -218,75 +208,58 @@ export default function EvaluationsView({ embedded = false, agentId = null }) { .catch(() => setAgents([])); }, [fetchEvaluations]); + useEffect(() => { + const wanted = new Set([...(openIds || []), ...(openRun ? [openRun.evaluationId] : [])]); + wanted.forEach((id) => { + const evaluation = evaluations.find((e) => e.id === id); + if (evaluation && !evaluation.scenario_suite && !histories[id]) loadHistory(id); + }); + }, [openIds, openRun, evaluations, histories, loadHistory]); + + const setPath = (path) => { + if (!embedded && dashboardRelativePath() !== path) pushDashboardPath(path); + }; + const isOpen = (id) => !!openIds?.has(id); - const toggleOpen = (id) => setOpenIds((current) => { - const next = new Set(current || []); - if (next.has(id)) next.delete(id); - else next.add(id); - return next; - }); + const toggleOpen = (evaluation) => { + const opening = !isOpen(evaluation.id); + setOpenIds((current) => { + const next = new Set(current || []); + if (opening) next.add(evaluation.id); + else next.delete(evaluation.id); + return next; + }); + setPath(opening ? `/evaluations/${evaluation.id}` : '/evaluations'); + }; - const buildCriteria = () => { - const criteria = [...RULE_CRITERIA, ...TELEMETRY_CRITERIA] - .filter((c) => form.criteria.includes(c.key)) - .map(({ key, type, config }) => ({ key, type, config })); - if (form.containsPattern.trim()) { - criteria.push({ key: 'contains', type: 'contains', config: { pattern: form.containsPattern.trim() } }); - } - if (form.llmJudgePrompt.trim()) { - criteria.push({ key: 'quality', type: 'llm_judge', config: { prompt: form.llmJudgePrompt.trim() } }); - } - return criteria; + const openRunDetail = (evaluation, run) => { + setOpenIds((current) => new Set([...(current || []), evaluation.id])); + setOpenRun({ evaluationId: evaluation.id, runId: run.id }); + setPath(`/evaluations/${evaluation.id}/runs/${run.id}`); }; - const handleCreate = async (event) => { - event.preventDefault(); - setIsSubmitting(true); - setFormError(null); - try { - const response = await fetch('/api/evaluations', { - method: 'POST', - headers: { 'Content-Type': 'application/json', 'X-CSRF-Token': csrfToken() }, - body: JSON.stringify({ - evaluation: { - agent_id: form.agent_id, - name: form.name, - sample_size: form.sample_size, - judge_kind: form.judgeKind === 'judge_defined' - ? 'judge_defined' - : (form.llmJudgePrompt.trim() ? 'llm' : 'rules'), - judge_model: form.judgeModel.trim() || undefined, - compare_models: form.compareModels.split(',').map((m) => m.trim()).filter(Boolean), - criteria: form.judgeKind === 'judge_defined' ? [] : buildCriteria(), - scenarios_text: form.scenariosText.trim() || undefined, - }, - }), - }); - // A non-JSON body (an HTML error page, a sign-in redirect) used to - // surface as "Unexpected token <" in the form. - const data = await response.json().catch(() => ({})); - if (!response.ok) throw new Error((data.errors || [data.error]).filter(Boolean).join(', ') || `Failed to create evaluation (HTTP ${response.status})`); - setShowForm(false); - setForm({ ...form, name: '', scenariosText: '' }); - await fetchEvaluations(); - if (data.evaluation?.id != null) setOpenIds((current) => new Set([...(current || []), data.evaluation.id])); - } catch (error) { - setFormError(error.message); - } finally { - setIsSubmitting(false); - } + const closeRunDetail = (evaluationId) => { + setOpenRun(null); + setPath(evaluationId ? `/evaluations/${evaluationId}` : '/evaluations'); }; - const handleRun = async (id) => { - setRunningId(id); + // Runs a sampling evaluation again. A suite's runs start from its panel, + // which chooses the scenarios and models. + const handleRun = async (evaluation) => { + setRunningId(evaluation.id); setLoadError(null); try { - const response = await fetch(`/api/evaluations/${id}/run`, { + const response = await fetch(`/api/evaluations/${evaluation.id}/run`, { method: 'POST', headers: { 'X-CSRF-Token': csrfToken() }, }); - if (!response.ok) setLoadError(`Run failed (HTTP ${response.status})`); - await fetchEvaluations(); + const data = await response.json().catch(() => ({})); + if (!response.ok) { + setLoadError((data.errors || [data.error]).filter(Boolean).join(', ') || `Run failed (HTTP ${response.status})`); + return; + } + await Promise.all([fetchEvaluations(), loadHistory(evaluation.id)]); + if (data.run && openRun?.evaluationId === evaluation.id) openRunDetail(evaluation, data.run); } finally { setRunningId(null); } @@ -310,6 +283,7 @@ export default function EvaluationsView({ embedded = false, agentId = null }) { next.delete(evaluation.id); return next; }); + if (openRun?.evaluationId === evaluation.id) closeRunDetail(null); } else { setLoadError(`Delete failed (HTTP ${response.status})`); } @@ -327,33 +301,18 @@ export default function EvaluationsView({ embedded = false, agentId = null }) { } // The request is already scoped; this is a belt-and-braces guard so the - // list, the summary cards, and the empty state can never disagree. + // list, the tiles, and the empty state can never disagree. const shownEvaluations = agentId ? evaluations.filter((e) => String(e.agent?.id) === String(agentId)) : evaluations; - // Page stats, from the latest complete run of each scenario suite: a - // scenario run is one scenario × one model, and every failed run carries - // exactly one fault. - const suites = shownEvaluations.filter((e) => e.scenario_suite); - const sampling = shownEvaluations.filter((e) => !e.scenario_suite); - const latestRuns = suites.map((e) => e.latest_run).filter((r) => r && r.status === 'complete'); - const pageRuns = latestRuns.reduce((sum, r) => sum + (r.samples_evaluated || 0), 0); - const pagePassed = latestRuns.reduce((sum, r) => sum + (r.samples_passed || 0), 0); - const pageFixes = latestRuns.reduce((sum, r) => sum + (r.scores?._recommendations?.length || 0), 0); - const passRatio = pageRuns ? pagePassed / pageRuns : null; - const agentNames = [...new Set(suites.map((e) => e.agent?.name).filter(Boolean))]; - const modelsCompared = suites.reduce((max, e) => Math.max(max, e.latest_run?.models?.length || (e.compare_models || []).length || 0), 0); - const suitesSubParts = []; - if (agentNames.length === 1) suitesSubParts.push(`@${agentNames[0]} · ${modelsCompared > 1 ? `${modelsCompared} models compared` : '1 model'}`); - else if (agentNames.length > 1) suitesSubParts.push(plural(agentNames.length, 'agent')); - if (sampling.length) suitesSubParts.push(plural(sampling.length, 'sampling evaluation')); - const suitesSub = suitesSubParts.join(' · ') || 'no suites yet'; - - // A comparison run stores each sample criterion as {model: stats} instead - // of flat stats — detect by the absence of score/skipped keys. - const isCohortMap = (score) => - score && typeof score === 'object' && !('score' in score) && !('skipped' in score); + // The runs a sampling card lists: its history once loaded, else the + // latest run the index carried. + const runsOf = (evaluation) => { + const history = histories[evaluation.id]; + if (history?.runs) return { runs: history.runs, runCount: evaluation.run_count ?? history.runCount ?? null, loaded: true }; + return { runs: evaluation.latest_run ? [evaluation.latest_run] : [], runCount: evaluation.run_count ?? null, loaded: false }; + }; if (reportRef) { const reportUrl = dashboardPath(`/api/evaluations/${reportRef.evaluationId}/runs/${reportRef.runId}/report`); @@ -394,6 +353,56 @@ export default function EvaluationsView({ embedded = false, agentId = null }) { ); } + // A sampling evaluation's run has a page of its own. A suite's run opens + // in the suite's panel, where the scenario matrix is, so the list stays. + if (openRun) { + const evaluation = shownEvaluations.find((e) => e.id === openRun.evaluationId); + if (!evaluation || !evaluation.scenario_suite) { + const { runs, runCount, loaded } = evaluation ? runsOf(evaluation) : { runs: [], runCount: null, loaded: true }; + return ( + openRunDetail(evaluation, run)} + onRun={() => handleRun(evaluation)} + onBack={() => closeRunDetail(null)} + onOpenEvaluation={() => closeRunDetail(openRun.evaluationId)} + onDelete={evaluation ? () => handleDelete(evaluation) : undefined} + deleting={deletingId === openRun.evaluationId} + /> + ); + } + } + + // Page tiles, from the latest run of each evaluation. + const latestRuns = shownEvaluations.map((e) => e.latest_run).filter(Boolean); + const completeRuns = latestRuns.filter((r) => r.status === 'complete'); + const samplesScored = completeRuns.reduce((sum, r) => sum + (r.samples_evaluated || 0), 0); + const samplesPassed = completeRuns.reduce((sum, r) => sum + (r.samples_passed || 0), 0); + const passRatio = samplesScored ? samplesPassed / samplesScored : null; + const agentNames = [...new Set(shownEvaluations.map((e) => e.agent?.name).filter(Boolean))]; + const modelsCompared = shownEvaluations.reduce((max, e) => Math.max(max, modelCount(e, e.latest_run)), 0); + const fixCounts = shownEvaluations.map(fixCountFor); + const toFix = fixCounts.reduce((sum, count) => sum + count, 0); + const toFixEvaluations = fixCounts.filter(Boolean).length; + const spend = spendSummary(completeRuns); + const evaluationsSub = shownEvaluations.length + ? `${plural(agentNames.length, 'agent')} · ${modelsCompared > 1 ? `${modelsCompared} models compared` : 'no model comparisons'}` + : 'none defined yet'; + // The operating figure clients budget against: the agent's spend over the + // interactions the latest runs covered, with the judge's own spend named + // apart so it never inflates it. + const spendSub = spend.agentCost != null + ? [ + `agent ${fmtCost(spend.agentCost)} over ${plural(spend.interactions, 'interaction')}`, + spend.judgeCost != null ? `judge ${fmtCost(spend.judgeCost)} offline` : 'no judge spend', + ].join(' · ') + : 'no priced runs yet'; + return (
{/* Header — embedded in the agent page, that page owns the heading. */} @@ -402,7 +411,7 @@ export default function EvaluationsView({ embedded = false, agentId = null }) {

Evaluations

- Score recorded outputs, or paste a list of user messages to replay through the agent under one or more models + Score recorded outputs, or paste a list of user messages to replay through the agent under one or more models. Every run is kept.

)} @@ -419,226 +428,61 @@ export default function EvaluationsView({ embedded = false, agentId = null }) {
)} - {/* New Evaluation form */} {showForm && ( - -
-
-
- Agent - -
-
- Name - setForm({ ...form, name: e.target.value })} - placeholder="Response Quality" - style={{ ...inputStyle, width: '100%' }} - /> -
-
- Sample size - setForm({ ...form, sample_size: e.target.value })} - style={{ ...inputStyle, width: '100%', fontFamily: MONO }} - /> -
-
- -
-
- KPI definition - -
-
- Judge model (optional) - setForm({ ...form, judgeModel: e.target.value })} - placeholder="e.g. claude-opus-5" - style={{ ...inputStyle, width: '100%', fontFamily: MONO, fontSize: 12 }} - /> -
-
- Compare models (optional, comma-separated) - setForm({ ...form, compareModels: e.target.value })} - placeholder="e.g. claude-haiku-4-5, qwen3:8b" - style={{ ...inputStyle, width: '100%', fontFamily: MONO, fontSize: 12 }} - /> -
-
- -
- - Scenarios (optional) — paste user messages to replay, one per line - -