Files
llm-testbench/internal/llm/openai.go
T
lukaszraczylo cfdb2c5aae feat: function-calling (MCP-style) tests plus ultra-hard tasks
Adds real OpenAI function-calling support end to end and two test tranches.

Client (internal/llm): Request.Tools advertises tools with tool_choice
auto; Response.ToolCalls carries the model's calls, decoding each
function's JSON-encoded argument string into an object (malformed
arguments preserved raw with Decoded=false). Verified live: the gateway
round-trips tools and the qwen/deepseek tool-call parsers emit the
expected format.

Runner: when a test declares Tools, it serializes the model's tool calls
into a canonical JSON envelope and scores that, not the free text.

Eval (toolcall.go): ToolCalled, NoToolCalled, ToolCallWithArgs (subset
match, number/string coercion), ToolSequence, FirstToolIs, ToolNotCalled,
ToolArgValuesCover - all parse the envelope, no llm dependency.

Tests: 12 function-calling tests (tools/function-calling) covering tool
selection, argument extraction, enum constraints, chained and parallel
calls, no-tool-needed and missing-param abstention, destructive-tool
safety, and name-vs-description traps; 8 ultra-hard single-shot tasks in
existing subcategories. Ground-truth self-consistency tests assert every
documented answer and ideal tool envelope scores 1.0.
2026-08-30 20:22:20 +01:00

277 lines
8.5 KiB
Go

package llm
import (
"bytes"
"context"
"encoding/json"
"errors"
"fmt"
"io"
"net/http"
"time"
)
// maxRetries is the number of retry attempts after the initial request on
// transport errors or 5xx responses, per PLAN.md ("retry w/ backoff x2").
const maxRetries = 2
// retryBaseDelay is the base backoff delay; attempt N waits N*retryBaseDelay.
const retryBaseDelay = 250 * time.Millisecond
// OpenAIClient talks to an OpenAI-compatible /v1/chat/completions endpoint.
type OpenAIClient struct {
httpClient *http.Client
endpoint string
apiKey string
}
// NewOpenAIClient builds a client against endpoint (e.g.
// "https://host/v1") using apiKey (may be empty for keyless gateways) and
// per-request timeout.
func NewOpenAIClient(endpoint, apiKey string, timeout time.Duration) *OpenAIClient {
return &OpenAIClient{
endpoint: endpoint,
apiKey: apiKey,
httpClient: &http.Client{
Timeout: timeout,
},
}
}
type chatCompletionRequest struct {
Model string `json:"model"`
ToolChoice string `json:"tool_choice,omitempty"`
Messages []chatMsg `json:"messages"`
Tools []apiTool `json:"tools,omitempty"`
MaxTokens int `json:"max_tokens,omitempty"`
Temperature float64 `json:"temperature"`
}
type chatMsg struct {
Role string `json:"role"`
Content string `json:"content"`
}
// apiTool is the OpenAI tools[] wire shape: {"type":"function","function":{...}}.
type apiTool struct {
Function apiToolFunction `json:"function"`
Type string `json:"type"`
}
type apiToolFunction struct {
Parameters map[string]any `json:"parameters,omitempty"`
Name string `json:"name"`
Description string `json:"description,omitempty"`
}
// apiToolCall is the OpenAI tool_calls[] wire shape. Function.Arguments is a
// JSON-encoded STRING, not a nested object, per the OpenAI spec.
type apiToolCall struct {
Function struct {
Name string `json:"name"`
Arguments string `json:"arguments"`
} `json:"function"`
Type string `json:"type"`
}
// responseMsg is the assistant message inside one response choice. Content
// is a pointer, not a plain string: some OpenAI-compatible backends return
// "content": null when generation was cut off before any answer token was
// emitted (for example finish_reason=length on a reasoning model that
// spent its whole token budget on reasoning_content and never reached
// content). Text reports that case as "", explicitly, rather than relying
// on encoding/json's implicit null-into-string zero-value behavior.
//
// Deliberately not evaluated: reasoning_content. The catalog's evaluators
// score the answer a user would actually see, which is content only.
type responseMsg struct {
Content *string `json:"content"`
Role string `json:"role"`
ToolCalls []apiToolCall `json:"tool_calls"`
}
// Text returns m.Content, or "" if the backend sent "content": null.
func (m responseMsg) Text() string {
if m.Content == nil {
return ""
}
return *m.Content
}
type chatCompletionResponse struct {
Error *struct {
Message string `json:"message"`
} `json:"error"`
Choices []struct {
FinishReason string `json:"finish_reason"`
Message responseMsg `json:"message"`
} `json:"choices"`
Usage struct {
PromptTokens int `json:"prompt_tokens"`
CompletionTokens int `json:"completion_tokens"`
} `json:"usage"`
}
// decodeToolCalls converts the OpenAI wire tool_calls into normalized
// ToolCall values, decoding each function's JSON-encoded argument string
// into an object. A call whose argument string is not valid JSON is kept
// with Decoded=false and its raw string preserved, so a test can still see
// that the tool was named even when the model emitted malformed arguments.
func decodeToolCalls(raw []apiToolCall) []ToolCall {
if len(raw) == 0 {
return nil
}
out := make([]ToolCall, 0, len(raw))
for _, tc := range raw {
call := ToolCall{Name: tc.Function.Name, RawArguments: tc.Function.Arguments}
var args map[string]any
if tc.Function.Arguments == "" {
// No-argument tool call: an empty argument object, decoded.
call.Arguments = map[string]any{}
call.Decoded = true
} else if err := json.Unmarshal([]byte(tc.Function.Arguments), &args); err == nil {
call.Arguments = args
call.Decoded = true
}
out = append(out, call)
}
return out
}
// Complete implements Client. It retries transport failures and 5xx
// responses up to maxRetries times with linear backoff.
func (c *OpenAIClient) Complete(ctx context.Context, req Request) (Response, error) {
body := chatCompletionRequest{
Model: req.Model,
MaxTokens: req.MaxTokens,
Temperature: req.Temperature,
}
for _, m := range req.Messages {
body.Messages = append(body.Messages, chatMsg(m))
}
if len(req.Tools) > 0 {
// tool_choice "auto" lets the model decide whether and which tool to
// call: the honest test of both "must call X" and "needs no tool".
body.ToolChoice = "auto"
for _, t := range req.Tools {
body.Tools = append(body.Tools, apiTool{
Type: "function",
Function: apiToolFunction(t),
})
}
}
payload, err := json.Marshal(body)
if err != nil {
return Response{}, fmt.Errorf("llm: marshal request: %w", err)
}
var lastErr error
for attempt := 0; attempt <= maxRetries; attempt++ {
if attempt > 0 {
delay := time.Duration(attempt) * retryBaseDelay
select {
case <-ctx.Done():
return Response{}, ctx.Err()
case <-time.After(delay):
}
}
// Measured per-attempt, starting after any backoff delay: Latency
// reflects the successful attempt's own generation time, not the
// cumulative wait across earlier failed/retried attempts (S8).
attemptStart := time.Now()
resp, err := c.doRequest(ctx, payload)
if err != nil {
lastErr = err
if isRetryable(err) {
continue
}
return Response{}, err
}
latency := time.Since(attemptStart)
var text, finishReason string
var toolCalls []ToolCall
if len(resp.Choices) > 0 {
text = resp.Choices[0].Message.Text()
finishReason = resp.Choices[0].FinishReason
toolCalls = decodeToolCalls(resp.Choices[0].Message.ToolCalls)
}
if resp.Error != nil {
// A 2xx carrying a JSON error body is how some gateways report a
// transient upstream failure (observed as instant 0-token
// "errors" in the 2026-08-30 run while a replica was warming).
// Treat it like a 5xx: retry within the same attempt budget.
lastErr = fmt.Errorf("llm: api error: %s", resp.Error.Message)
continue
}
return Response{
Text: text,
FinishReason: finishReason,
ToolCalls: toolCalls,
PromptTokens: resp.Usage.PromptTokens,
CompletionTokens: resp.Usage.CompletionTokens,
Latency: latency,
}, nil
}
return Response{}, fmt.Errorf("llm: request failed after %d attempts: %w", maxRetries+1, lastErr)
}
type retryableError struct {
err error
status int
}
func (e *retryableError) Error() string {
if e.status != 0 {
return fmt.Sprintf("llm: server returned status %d", e.status)
}
return fmt.Sprintf("llm: transport error: %v", e.err)
}
func (e *retryableError) Unwrap() error { return e.err }
func isRetryable(err error) bool {
var re *retryableError
return errors.As(err, &re)
}
func (c *OpenAIClient) doRequest(ctx context.Context, payload []byte) (*chatCompletionResponse, error) {
url := c.endpoint + "/chat/completions"
httpReq, err := http.NewRequestWithContext(ctx, http.MethodPost, url, bytes.NewReader(payload))
if err != nil {
return nil, fmt.Errorf("llm: build request: %w", err)
}
httpReq.Header.Set("Content-Type", "application/json")
if c.apiKey != "" {
httpReq.Header.Set("Authorization", "Bearer "+c.apiKey)
}
httpResp, err := c.httpClient.Do(httpReq)
if err != nil {
return nil, &retryableError{err: err}
}
defer func() { _ = httpResp.Body.Close() }() // best-effort; body already fully read below
respBody, err := io.ReadAll(httpResp.Body)
if err != nil {
return nil, &retryableError{err: fmt.Errorf("read body: %w", err)}
}
// 429 is as transient as a 5xx for a self-hosted gateway (rate limit or
// a briefly saturated upstream); retry it with the same backoff budget.
if httpResp.StatusCode >= 500 || httpResp.StatusCode == http.StatusTooManyRequests {
return nil, &retryableError{status: httpResp.StatusCode}
}
if httpResp.StatusCode >= 400 {
return nil, fmt.Errorf("llm: server returned status %d: %s", httpResp.StatusCode, string(respBody))
}
var out chatCompletionResponse
if err := json.Unmarshal(respBody, &out); err != nil {
return nil, fmt.Errorf("llm: decode response: %w", err)
}
return &out, nil
}