Files
new-api-custom/relaykit/relayconvert/reasoning/claude.go
T

498 lines
17 KiB
Go

package reasoning
import (
"fmt"
"math"
"strings"
"github.com/QuantumNous/new-api/relaykit/dto"
"github.com/QuantumNous/new-api/relaykit/types"
)
type ClaudeRender struct {
Thinking *dto.Thinking
OutputEffort Effort
EffectiveEffort Effort
ClearSampling bool
ConstrainThinkingSampling bool
// MaxTokens is set when manual thinking needed a larger max_tokens than
// the request carried; callers apply it to the outgoing request.
MaxTokens *uint
Diagnostics []types.ConversionDiagnostic
}
type claudeCapabilities struct {
adaptive bool
supportsManual bool
defaultThinking bool
supportsDisable bool
// disableAsBetweenTools marks models whose lowest thinking setting is
// {"type":"between_tools"} instead of {"type":"disabled"}.
disableAsBetweenTools bool
supportsEffort bool
supportsXHigh bool
supportsMax bool
strictSampling bool
// offEffortAtMostHigh marks models that accept effort high or below only
// while thinking is off (disabled or between_tools).
offEffortAtMostHigh bool
// defaultEffort is the effort the model runs at when a request sets none:
// medium on Claude Opus 5.5 and Haiku 5.5 and high on every other model
// (https://platform.claude.com/docs/en/build-with-claude/effort).
defaultEffort Effort
}
func claudeCapabilitiesFor(model string) claudeCapabilities {
model = strings.ToLower(model)
capabilities := claudeCapabilities{supportsManual: true, supportsDisable: true, defaultEffort: EffortHigh}
switch {
case strings.HasPrefix(model, "claude-fable-5"),
strings.HasPrefix(model, "claude-mythos-5"):
capabilities.adaptive = true
capabilities.supportsManual = false
capabilities.defaultThinking = true
capabilities.supportsDisable = false
capabilities.supportsEffort = true
capabilities.supportsXHigh = true
capabilities.supportsMax = true
capabilities.strictSampling = true
case strings.HasPrefix(model, "claude-mythos-preview"):
capabilities.adaptive = true
capabilities.defaultThinking = true
capabilities.supportsDisable = false
capabilities.supportsEffort = true
capabilities.supportsMax = true
capabilities.strictSampling = true
case strings.HasPrefix(model, "claude-opus-5-5"),
strings.HasPrefix(model, "claude-sonnet-5-5"):
// Opus 5.5 cannot turn thinking off at all; Sonnet 5.5 turns it off
// with between_tools, which takes effort high or below only.
capabilities.adaptive = true
capabilities.supportsManual = false
capabilities.defaultThinking = true
capabilities.supportsDisable = false
capabilities.disableAsBetweenTools = strings.HasPrefix(model, "claude-sonnet-5-5")
capabilities.offEffortAtMostHigh = capabilities.disableAsBetweenTools
if strings.HasPrefix(model, "claude-opus-5-5") {
capabilities.defaultEffort = EffortMedium
}
capabilities.supportsEffort = true
capabilities.supportsXHigh = true
capabilities.supportsMax = true
capabilities.strictSampling = true
case strings.HasPrefix(model, "claude-opus-5"),
strings.HasPrefix(model, "claude-sonnet-5"),
strings.HasPrefix(model, "claude-haiku-5"),
strings.HasPrefix(model, "claude-opus-4-8"),
strings.HasPrefix(model, "claude-opus-4-7"):
capabilities.adaptive = true
capabilities.supportsManual = false
if strings.HasPrefix(model, "claude-opus-5") || strings.HasPrefix(model, "claude-sonnet-5") || strings.HasPrefix(model, "claude-haiku-5") {
capabilities.defaultThinking = true
}
// Opus 5 and Haiku 5.5 reject disabled thinking with xhigh or max.
capabilities.offEffortAtMostHigh = strings.HasPrefix(model, "claude-opus-5") || strings.HasPrefix(model, "claude-haiku-5")
if strings.HasPrefix(model, "claude-haiku-5") {
capabilities.defaultEffort = EffortMedium
}
capabilities.supportsEffort = true
capabilities.supportsXHigh = true
capabilities.supportsMax = true
capabilities.strictSampling = true
case strings.HasPrefix(model, "claude-opus-4-6"),
strings.HasPrefix(model, "claude-sonnet-4-6"):
capabilities.adaptive = true
capabilities.supportsEffort = true
capabilities.supportsMax = true
case strings.HasPrefix(model, "claude-opus-4-5"):
capabilities.supportsEffort = true
}
return capabilities
}
func RenderClaude(model string, intent Intent, maxTokens *uint, adapterBudgetPercentage float64) (ClaudeRender, error) {
disabledWithEffort := intent.Mode == ModeDisabled && intent.Effort != "" && intent.Effort != EffortNone
if disabledWithEffort {
effort, err := ParseEffort(string(intent.Effort))
if err != nil {
return ClaudeRender{}, err
}
intent.Effort = effort
}
diagnostics := make([]types.ConversionDiagnostic, 0, 1)
if !disabledWithEffort {
var normalizeDiagnostics []types.ConversionDiagnostic
var err error
intent, normalizeDiagnostics, err = normalizeIntent(intent)
if err != nil {
return ClaudeRender{}, err
}
diagnostics = append(diagnostics, normalizeDiagnostics...)
}
capabilities := claudeCapabilitiesFor(model)
if !intent.HasStrength() {
if intent.IncludeThoughts != nil && capabilities.adaptive && capabilities.defaultThinking {
thinking := &dto.Thinking{Type: "adaptive"}
if *intent.IncludeThoughts {
thinking.Display = "summarized"
} else {
thinking.Display = "omitted"
}
return ClaudeRender{
Thinking: thinking,
EffectiveEffort: capabilities.defaultEffort,
ClearSampling: capabilities.strictSampling,
}, nil
}
if capabilities.defaultThinking {
return ClaudeRender{EffectiveEffort: capabilities.defaultEffort, ClearSampling: capabilities.strictSampling}, nil
}
return ClaudeRender{ClearSampling: capabilities.strictSampling}, nil
}
if intent.Mode == ModeDisabled || intent.Effort == EffortNone {
// Effort works without thinking, so a requested level is sent at one
// the model accepts while thinking is off.
outputEffort := Effort("")
if disabledWithEffort && (capabilities.supportsDisable || capabilities.disableAsBetweenTools) {
outputEffort = ClaudeEffort(model, intent.Effort)
if capabilities.offEffortAtMostHigh && (outputEffort == EffortXHigh || outputEffort == EffortMax) {
outputEffort = EffortHigh
}
diagnostics = append(diagnostics, claudeEffortDiagnostics(model, intent.Effort, outputEffort)...)
}
if capabilities.disableAsBetweenTools {
// between_tools takes no other thinking field and runs at the
// default effort or the requested one, both within its "high or
// below" limit.
diagnostics = append(diagnostics, claudeReasoningDiagnostic(
"claude_thinking_disable_as_between_tools",
fmt.Sprintf("model %q rejects disabled thinking; using between_tools, its lowest thinking setting", model),
))
return ClaudeRender{
Thinking: &dto.Thinking{Type: "between_tools"},
OutputEffort: outputEffort,
EffectiveEffort: EffortNone,
ClearSampling: capabilities.strictSampling,
Diagnostics: diagnostics,
}, nil
}
if !capabilities.supportsDisable {
diagnostics = append(diagnostics, claudeReasoningDiagnostic(
"claude_thinking_disable_unsupported",
fmt.Sprintf("model %q cannot disable thinking; using the lowest representable thinking mode", model),
))
if capabilities.adaptive {
thinking := &dto.Thinking{Type: "adaptive"}
if intent.IncludeThoughts != nil {
if *intent.IncludeThoughts {
thinking.Display = "summarized"
} else {
thinking.Display = "omitted"
}
}
effectiveEffort := capabilities.defaultEffort
if capabilities.supportsEffort {
outputEffort = EffortLow
effectiveEffort = EffortLow
}
return ClaudeRender{
Thinking: thinking,
OutputEffort: outputEffort,
EffectiveEffort: effectiveEffort,
ClearSampling: capabilities.strictSampling,
Diagnostics: diagnostics,
}, nil
}
return ClaudeRender{Diagnostics: diagnostics}, nil
}
return ClaudeRender{
Thinking: &dto.Thinking{Type: "disabled"},
OutputEffort: outputEffort,
EffectiveEffort: EffortNone,
ClearSampling: capabilities.strictSampling,
Diagnostics: diagnostics,
}, nil
}
preferManual := capabilities.supportsManual && intent.BudgetTokens != nil && intent.Mode != ModeAdaptive
if !capabilities.supportsManual && intent.BudgetTokens != nil && intent.Mode == ModeEnabled {
diagnostics = append(diagnostics, claudeReasoningDiagnostic(
"claude_budget_to_adaptive",
fmt.Sprintf("model %q uses adaptive thinking; budget_tokens was converted to an effort level", model),
))
}
if capabilities.adaptive && !preferManual {
effort := intent.Effort
if effort == "" && intent.BudgetTokens != nil {
effort = EffortFromBudget(*intent.BudgetTokens)
}
if effort == "" && intent.Mode == ModeEnabled {
effort = capabilities.defaultEffort
}
normalizedEffort := normalizeClaudeEffort(effort, capabilities)
if effort != "" && normalizedEffort != effort {
diagnostics = append(diagnostics, claudeReasoningDiagnostic(
"claude_effort_adjusted",
fmt.Sprintf("model %q does not support effort %q; using %q", model, effort, normalizedEffort),
))
}
effort = normalizedEffort
effectiveEffort := effort
if effectiveEffort == "" && intent.Mode == ModeAdaptive {
effectiveEffort = capabilities.defaultEffort
}
// Claude effort can be used without enabling thinking. Preserve that
// distinction for native Claude requests; OpenAI extractors explicitly
// mark reasoning efforts as ModeEnabled.
if intent.Mode == ModeUnset {
return ClaudeRender{
OutputEffort: effort,
EffectiveEffort: effectiveEffort,
ClearSampling: capabilities.strictSampling,
Diagnostics: diagnostics,
}, nil
}
thinking := &dto.Thinking{Type: "adaptive"}
if intent.IncludeThoughts != nil {
if *intent.IncludeThoughts {
thinking.Display = "summarized"
} else {
thinking.Display = "omitted"
}
}
return ClaudeRender{
Thinking: thinking,
OutputEffort: effort,
EffectiveEffort: effectiveEffort,
ClearSampling: capabilities.strictSampling,
ConstrainThinkingSampling: !capabilities.strictSampling,
Diagnostics: diagnostics,
}, nil
}
if intent.Mode == ModeAdaptive {
diagnostics = append(diagnostics, claudeReasoningDiagnostic(
"claude_adaptive_to_manual",
fmt.Sprintf("model %q does not support adaptive thinking; using manual thinking", model),
))
intent.Mode = ModeEnabled
if intent.Effort == "" {
intent.Effort = capabilities.defaultEffort
}
}
if intent.Mode == ModeUnset {
// Known models get the effort they accept. They think only when asked,
// so a removed effort leaves none.
effort := intent.Effort
if isKnownClaudeModel(model) {
effort = ClaudeEffort(model, intent.Effort)
diagnostics = append(diagnostics, claudeEffortDiagnostics(model, intent.Effort, effort)...)
}
effectiveEffort := effort
if effectiveEffort == "" {
effectiveEffort = EffortNone
}
return ClaudeRender{OutputEffort: effort, EffectiveEffort: effectiveEffort, Diagnostics: diagnostics}, nil
}
var raisedMaxTokens *uint
if maxTokens == nil || *maxTokens <= 1024 {
// Manual thinking needs room above the 1024-token minimum budget.
// Raising max_tokens keeps the request usable instead of rejecting it.
raised := uint(1280)
if intent.BudgetTokens != nil && *intent.BudgetTokens >= 0 && *intent.BudgetTokens < math.MaxInt32/2 {
raised = max(raised, uint(*intent.BudgetTokens)+1)
}
current := "a missing max_tokens"
if maxTokens != nil {
current = fmt.Sprintf("max_tokens %d", *maxTokens)
}
diagnostics = append(diagnostics, claudeReasoningDiagnostic(
"claude_max_tokens_raised",
fmt.Sprintf("model %q requires max_tokens greater than 1024 for manual thinking; raised %s to %d", model, current, raised),
))
raisedMaxTokens = &raised
maxTokens = &raised
}
if uint64(*maxTokens) > uint64(math.MaxInt) {
return ClaudeRender{}, fmt.Errorf("max_tokens is too large for a thinking budget")
}
budget := 0
if intent.BudgetTokens != nil && *intent.BudgetTokens >= 0 {
requestedBudget := *intent.BudgetTokens
budget = max(requestedBudget, 1024)
if uint(budget) >= *maxTokens {
budget = int(*maxTokens) - 1
}
if budget != requestedBudget {
diagnostics = append(diagnostics, claudeReasoningDiagnostic(
"claude_budget_adjusted",
fmt.Sprintf("model %q requires 1024 <= budget_tokens < max_tokens; adjusted %d to %d", model, requestedBudget, budget),
))
}
} else {
if intent.BudgetTokens != nil {
diagnostics = append(diagnostics, claudeReasoningDiagnostic(
"claude_dynamic_budget_converted",
fmt.Sprintf("model %q does not support a dynamic budget; derived a manual budget from reasoning effort", model),
))
}
percentage := effortPercentage(intent.Effort, adapterBudgetPercentage)
budget = max(int(*maxTokens)*percentage/100, 1024)
if uint(budget) >= *maxTokens {
budget = int(*maxTokens) - 1
}
}
effectiveEffort := intent.Effort
if intent.BudgetTokens != nil && !capabilities.supportsEffort {
effectiveEffort = EffortFromBudget(budget)
} else if effectiveEffort == "" {
effectiveEffort = EffortFromBudget(budget)
}
outputEffort := ClaudeEffort(model, intent.Effort)
if outputEffort != "" {
effectiveEffort = outputEffort
}
thinking := &dto.Thinking{Type: "enabled", BudgetTokens: &budget}
if intent.IncludeThoughts != nil {
if *intent.IncludeThoughts {
thinking.Display = "summarized"
} else {
thinking.Display = "omitted"
}
}
return ClaudeRender{
Thinking: thinking,
OutputEffort: outputEffort,
EffectiveEffort: effectiveEffort,
ConstrainThinkingSampling: true,
MaxTokens: raisedMaxTokens,
Diagnostics: diagnostics,
}, nil
}
func claudeReasoningDiagnostic(code string, message string) types.ConversionDiagnostic {
return types.ConversionDiagnostic{
Code: code,
Path: "thinking",
Message: message,
Severity: types.ConversionDiagnosticWarning,
To: types.RelayFormatClaude,
}
}
// claudeEffortDiagnostics reports a requested effort that is sent at another
// level or removed because the model takes none.
func claudeEffortDiagnostics(model string, requested Effort, sent Effort) []types.ConversionDiagnostic {
switch {
case requested == "" || requested == EffortNone || requested == sent:
return nil
case sent == "":
return []types.ConversionDiagnostic{claudeReasoningDiagnostic(
"claude_effort_unsupported",
fmt.Sprintf("model %q does not support effort %q; the effort was removed", model, requested),
)}
default:
return []types.ConversionDiagnostic{claudeReasoningDiagnostic(
"claude_effort_adjusted",
fmt.Sprintf("model %q does not support effort %q with the selected thinking mode; using %q", model, requested, sent),
)}
}
}
// ClaudeUsesManualThinking reports whether an exact numeric budget is rendered
// as legacy extended thinking rather than being reduced to adaptive effort.
func ClaudeUsesManualThinking(model string, intent Intent) bool {
capabilities := claudeCapabilitiesFor(model)
return capabilities.supportsManual && intent.BudgetTokens != nil && intent.Mode != ModeAdaptive
}
func IsKnownClaudeModel(model string) bool {
return isKnownClaudeModel(model)
}
// ClaudeDefaultEffort is the effort the model runs at when a request sets
// none.
func ClaudeDefaultEffort(model string) Effort {
return claudeCapabilitiesFor(model).defaultEffort
}
// ClaudeEffort returns the effort level the model accepts in place of the
// requested one. It returns empty when no effort is requested or the model
// takes none, which includes models missing from the capability table.
func ClaudeEffort(model string, effort Effort) Effort {
capabilities := claudeCapabilitiesFor(model)
if !capabilities.supportsEffort || effort == "" || effort == EffortNone {
return ""
}
return normalizeClaudeEffort(effort, capabilities)
}
// ResolveClaudeDefault makes the Claude model's default thinking explicit for
// a non-Claude target: no intent becomes adaptive thinking on models that
// think by default, and thinking without a strength takes the model's
// default effort.
func ResolveClaudeDefault(model string, intent Intent) Intent {
capabilities := claudeCapabilitiesFor(model)
switch {
case !intent.HasStrength():
if !capabilities.defaultThinking {
return intent
}
intent.Mode = ModeAdaptive
intent.Effort = capabilities.defaultEffort
case intent.Effort == "" && intent.BudgetTokens == nil && (intent.Mode == ModeAdaptive || intent.Mode == ModeEnabled):
intent.Effort = capabilities.defaultEffort
}
return intent
}
func normalizeClaudeEffort(effort Effort, capabilities claudeCapabilities) Effort {
switch effort {
case EffortMinimal:
return EffortLow
case EffortXHigh:
if capabilities.supportsXHigh {
return effort
}
if capabilities.supportsMax {
return EffortMax
}
return EffortHigh
case EffortMax:
if !capabilities.supportsMax {
return EffortHigh
}
}
return effort
}
func effortPercentage(effort Effort, adapterBudgetPercentage float64) int {
switch effort {
case EffortMinimal:
return 5
case EffortLow:
return 20
case EffortMedium:
return 50
case EffortHigh:
return 80
case EffortXHigh, EffortMax:
return 95
}
percentage := int(math.Round(adapterBudgetPercentage * 100))
if percentage <= 0 {
return 80
}
if percentage >= 100 {
return 99
}
return percentage
}