Fix AI cost calculation — derive thinking tokens and correct pricing
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- Thinking tokens were not counted (SDK field doesn't exist), now derived from total_token_count - prompt - candidates - Remove separate thinking price rate — Google bills thinking at output rate - Update GEMINI_PRICING to match Google pricing page (verified 2026-03-25) - Net effect: ~2% cost increase per query (previously undercharging) Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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@ -73,12 +73,14 @@ THINKING_LEVELS = {
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# Pricing per 1M tokens (USD) - updated 2026-01-29
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# Note: Flash on Free Tier = $0.00, Pro on Paid Tier = paid pricing
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GEMINI_PRICING = {
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'gemini-2.5-flash': {'input': 0.30, 'output': 2.50, 'thinking': 0},
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'gemini-2.5-flash-lite': {'input': 0.10, 'output': 0.40, 'thinking': 0},
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'gemini-2.5-pro': {'input': 1.25, 'output': 10.00, 'thinking': 0},
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'gemini-3-flash-preview': {'input': 0.50, 'output': 3.00, 'thinking': 1.00}, # Paid tier
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'gemini-3.1-pro-preview': {'input': 2.00, 'output': 12.00, 'thinking': 4.00}, # Paid tier
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'gemini-3.1-flash-lite-preview': {'input': 0.25, 'output': 1.50, 'thinking': 0}, # Paid tier
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# Prices per 1M tokens (USD). Verified 2026-03-25 against ai.google.dev/gemini-api/docs/pricing
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# Google bills thinking tokens at the OUTPUT rate (included in output pricing).
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'gemini-2.5-flash': {'input': 0.30, 'output': 2.50},
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'gemini-2.5-flash-lite': {'input': 0.10, 'output': 0.40},
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'gemini-2.5-pro': {'input': 1.25, 'output': 10.00},
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'gemini-3-flash-preview': {'input': 0.50, 'output': 3.00}, # Paid tier
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'gemini-3.1-pro-preview': {'input': 2.00, 'output': 12.00}, # Paid tier
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'gemini-3.1-flash-lite-preview': {'input': 0.25, 'output': 1.50}, # Paid tier
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}
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@ -536,8 +538,15 @@ class GeminiService:
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elif token_type == 'output':
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return getattr(usage, 'candidates_token_count', 0) or 0
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elif token_type == 'thinking':
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# Gemini 3 reports thinking tokens separately
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return getattr(usage, 'thinking_token_count', 0) or 0
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# SDK may not expose thinking_token_count directly.
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# Derive from: total - prompt - candidates = thinking tokens.
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thinking = getattr(usage, 'thinking_token_count', 0) or 0
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if not thinking:
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total = getattr(usage, 'total_token_count', 0) or 0
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prompt = getattr(usage, 'prompt_token_count', 0) or 0
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candidates = getattr(usage, 'candidates_token_count', 0) or 0
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thinking = max(0, total - prompt - candidates)
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return thinking
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except Exception:
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return 0
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return 0
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@ -585,11 +594,11 @@ class GeminiService:
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try:
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# Calculate costs using actual model pricing
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pricing = GEMINI_PRICING.get(actual_model, {'input': 0.50, 'output': 3.00, 'thinking': 1.00})
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# Google bills thinking tokens at the output rate
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pricing = GEMINI_PRICING.get(actual_model, {'input': 0.50, 'output': 3.00})
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input_cost = (input_tokens / 1_000_000) * pricing['input']
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output_cost = (output_tokens / 1_000_000) * pricing['output']
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thinking_cost = (thinking_tokens / 1_000_000) * pricing.get('thinking', 0)
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total_cost = input_cost + output_cost + thinking_cost
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output_cost = ((output_tokens + thinking_tokens) / 1_000_000) * pricing['output']
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total_cost = input_cost + output_cost
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# Cost in cents for AIUsageLog
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cost_cents = total_cost * 100
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@ -611,7 +620,7 @@ class GeminiService:
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output_tokens=output_tokens + thinking_tokens, # Combined for legacy
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total_tokens=input_tokens + output_tokens + thinking_tokens,
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input_cost=input_cost,
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output_cost=output_cost + thinking_cost, # Combined for legacy
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output_cost=output_cost, # Includes thinking (billed at output rate)
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total_cost=total_cost,
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success=success,
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error_message=error_message,
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