Add:Added Gemini AI Support #1
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""" WalkthroughA new Gemini AI translation provider was integrated, including its configuration, pricing, and CLI support. The provider supports batch translation, cost calculation, retry logic, and debugging. The package now includes Gemini dependencies and scripts. The ProviderFactory and CLI argument parsing were updated to support selecting Gemini as an AI provider. Changes
Sequence Diagram(s)sequenceDiagram
participant CLI
participant ProviderFactory
participant GeminiProvider
participant GeminiAPI
CLI->>ProviderFactory: createProvider(config, logger)
ProviderFactory->>GeminiProvider: new GeminiProvider(config, logger)
CLI->>GeminiProvider: initialize()
CLI->>GeminiProvider: translateBatch(batch, targetLang, ...)
GeminiProvider->>GeminiAPI: Send translation request(s)
GeminiAPI-->>GeminiProvider: Return translation response(s)
GeminiProvider->>CLI: Return translations, cost, and debug info
Poem
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Actionable comments posted: 2
🧹 Nitpick comments (5)
src/providers/ProviderFactory.js (1)
6-8: Update the class documentationThe comment states "Currently, supports OpenAI" but the class now supports both OpenAI and Gemini providers.
* Creates and configures AI translation providers based on configuration. - * Currently, supports OpenAI with a unified interface for future providers. + * Supports OpenAI and Gemini providers with a unified interface.src/providers/gemini/GeminiProvider.js (4)
238-240: Use optional chaining for cleaner code- if (this.providerPricing && this.providerPricing.models) { - return Object.keys(this.providerPricing.models).sort(); + if (this.providerPricing?.models) { + return Object.keys(this.providerPricing.models).sort();
285-285: Fix typo in comment- // Use conservative.1.4x multiplier for Gemini. + // Use conservative 1.4x multiplier for Gemini.
439-440: Use optional chaining for cleaner code- if (debugConfig && debugConfig.saveDebugInfo) { + if (debugConfig?.saveDebugInfo) {
755-756: Fix typo in comment- // Conservative estimate based on.: + // Conservative estimate based on:
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📒 Files selected for processing (5)
config/gemini-pricing.json(1 hunks)package.json(2 hunks)src/config/index.js(1 hunks)src/providers/ProviderFactory.js(4 hunks)src/providers/gemini/GeminiProvider.js(1 hunks)
🧰 Additional context used
🧬 Code Graph Analysis (1)
src/providers/ProviderFactory.js (1)
src/providers/gemini/GeminiProvider.js (1)
GeminiProvider(14-762)
🪛 Biome (1.9.4)
src/providers/gemini/GeminiProvider.js
[error] 238-238: Change to an optional chain.
Unsafe fix: Change to an optional chain.
(lint/complexity/useOptionalChain)
[error] 439-439: Change to an optional chain.
Unsafe fix: Change to an optional chain.
(lint/complexity/useOptionalChain)
🔇 Additional comments (6)
config/gemini-pricing.json (1)
3-14: Model names don't match PR objectivesThe PR objectives mention support for
gemini-2.5-pro,gemini-2.5-flash, andgemini-2.5-flash-lite, but the configuration contains different model names (gemini-1.5-flash-latest,gemini-1.5-pro-latest,gemini-pro). Please verify which models should be supported.Likely an incorrect or invalid review comment.
package.json (1)
35-35: LGTM!The new script and dependency are properly added following the existing patterns.
Also applies to: 49-49
src/config/index.js (1)
219-221: LGTM!The CLI options are properly updated to support multiple providers with clear descriptions.
src/providers/gemini/GeminiProvider.js (3)
456-459: Verify token counting accuracyThe current implementation counts tokens by joining all message contents, but this might not match how Gemini actually counts tokens (which could include role information and message boundaries).
Consider verifying that the token counting matches Gemini's actual usage reporting to ensure accurate cost calculations.
532-534: Well-structured retry logicGood implementation of selective retry logic that avoids retrying on authentication/authorization errors.
14-762: Well-implemented provider with comprehensive featuresThe GeminiProvider implementation is thorough and follows good practices:
- Proper error handling and retry logic
- Comprehensive debugging and dry-run support
- Good separation of concerns with private methods
- Proper cost calculation and token estimation
Great work on the implementation!
src/providers/ProviderFactory.js
Outdated
| displayName: 'Google Gemini', | ||
| description: 'Google Gemini models', | ||
| status: 'implemented', | ||
| models: ['gemini-2.5-pro', 'gemini-2.5-flash', 'gemini-2.5-flash-lite'], |
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Model names inconsistency across files
The models listed here (gemini-2.5-pro, gemini-2.5-flash, gemini-2.5-flash-lite) don't match the models in config/gemini-pricing.json (gemini-1.5-flash-latest, gemini-1.5-pro-latest, gemini-pro). This will cause issues when users try to use the models shown in provider info.
Please ensure consistency between:
- The pricing configuration models
- The provider info models
- The actual supported models in GeminiProvider
Consider updating either the pricing config or this provider info to match.
🤖 Prompt for AI Agents
In src/providers/ProviderFactory.js at line 87, the model names listed are
inconsistent with those in config/gemini-pricing.json and the actual supported
models in GeminiProvider. To fix this, update the models array here to exactly
match the model names used in the pricing configuration and supported by
GeminiProvider, ensuring all three sources use the same model identifiers for
consistency.
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Actionable comments posted: 1
♻️ Duplicate comments (1)
src/providers/gemini/GeminiProvider.js (1)
76-78: Temperature validation range mismatchThe temperature validation restricts values to 0-1, but the CLI configuration accepts 0-2. This will cause validation failures for valid temperature values above 1.0.
🧹 Nitpick comments (7)
src/providers/gemini/GeminiProvider.js (7)
238-239: Use optional chaining for cleaner codeSimplify the conditional check using optional chaining.
- if (this.providerPricing && this.providerPricing.models) { + if (this.providerPricing?.models) {
285-285: Fix typo in commentThere's a typographical error in the comment.
- // Use conservative.1.4x multiplier for Gemini. + // Use conservative 1.4x multiplier for Gemini.
301-302: Fix inconsistent indentationAlign the indentation for consistency.
- 'gemini-2.5-flash': { prompt: 0.000175, completion: 0.000525 }, - 'gemini-2.5-pro': { prompt: 0.0005, completion: 0.0015 }, + 'gemini-2.5-flash': { prompt: 0.000175, completion: 0.000525 }, + 'gemini-2.5-pro': { prompt: 0.0005, completion: 0.0015 },
439-440: Use optional chaining for debug configurationSimplify the conditional check using optional chaining.
- if (debugConfig && debugConfig.saveDebugInfo) { + if (debugConfig?.saveDebugInfo) {
755-759: Fix inconsistent comment formattingRemove the unnecessary periods after numbers in the comments for consistency.
- // Conservative estimate based on.: - // - Average translation length (50-80 tokens.) - // - XML formatting overhead (<translation id="1".>...</translation>) - // - Plural forms (may double the output.) - // - Some strings being longer than average. + // Conservative estimate based on: + // - Average translation length (50-80 tokens) + // - XML formatting overhead (<translation id="1">...</translation>) + // - Plural forms (may double the output) + // - Some strings being longer than average
105-105: Consider using parameter object patternThe
translateBatchmethod has 12 parameters, which makes it difficult to use and maintain. Consider creating aTranslationRequestobject to encapsulate these parameters.Example structure:
class TranslationRequest { constructor({ batch, targetLang, model, systemPrompt, maxRetries = 3, retryDelayMs = 1000, timeout = 30000, isDryRun = false, retryProgressCallback = null, debugConfig = null, pluralCount = 1 }) { // Initialize properties } }This would simplify the method signature and make it easier to add new parameters in the future.
456-457: Optimize token counting to avoid redundant calculationsToken counting is performed multiple times on the same content. Consider caching the prompt token count since the input doesn't change during retries.
+ // Calculate prompt tokens once before the retry loop + const fullPrompt = messages.map(m => m.content).join('\n'); + const promptTokens = await this.getTokenCount(fullPrompt, model); + for (let attempt = 0; attempt <= maxRetries; attempt++) { try { // ... existing code ... const usage = { - prompt_tokens: await this.getTokenCount(messages.map(m => m.content).join('\n'), model), + prompt_tokens: promptTokens, completion_tokens: await this.getTokenCount(responseText, model), };
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📒 Files selected for processing (3)
config/gemini-pricing.json(1 hunks)src/providers/ProviderFactory.js(4 hunks)src/providers/gemini/GeminiProvider.js(1 hunks)
🚧 Files skipped from review as they are similar to previous changes (2)
- config/gemini-pricing.json
- src/providers/ProviderFactory.js
🧰 Additional context used
🪛 Biome (1.9.4)
src/providers/gemini/GeminiProvider.js
[error] 238-238: Change to an optional chain.
Unsafe fix: Change to an optional chain.
(lint/complexity/useOptionalChain)
[error] 439-439: Change to an optional chain.
Unsafe fix: Change to an optional chain.
(lint/complexity/useOptionalChain)
| async _makeApiCallWithRetries(messages, model, batch, maxRetries, retryDelayMs, retryProgressCallback = null, debugConfig = null, pluralCount = 1, dictionaryCount = 0) { | ||
| let lastError = null; | ||
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| // Debug: Log complete conversation at verbose level.3. | ||
| this.logger.debug('=== FULL CONVERSATION WITH AI ==='); | ||
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| messages.forEach((message, index) => { | ||
| this.logger.debug(`Message ${index + 1} (${message.role}):`); | ||
| this.logger.debug(message.content); | ||
| if (index < messages.length - 1) { | ||
| this.logger.debug('---'); | ||
| } | ||
| }); | ||
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| this.logger.debug('=== END CONVERSATION ==='); | ||
|
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| for (let attempt = 0; attempt <= maxRetries; attempt++) { | ||
| try { | ||
| // Notify progress callback about retry status. | ||
| this._notifyRetryProgress(retryProgressCallback, attempt, maxRetries); | ||
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| if (attempt > 0) { | ||
| this.logger.info(`Retry attempt ${attempt}/${maxRetries} after ${retryDelayMs}ms delay`); | ||
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| await new Promise((resolve) => setTimeout(resolve, retryDelayMs)); | ||
| } | ||
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| // Handle test mode failure simulation. | ||
| this._handleTestModeFailures(attempt, maxRetries); | ||
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| const chat = this.client.startChat({ | ||
| history: messages.slice(0, -1), | ||
| generationConfig: { | ||
| temperature: this.config.temperature || 0.1, | ||
| maxOutputTokens: this._calculateMaxTokens(model, batch.length), | ||
| } | ||
| }); | ||
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| const result = await chat.sendMessage(messages[messages.length - 1].content); | ||
| const response = await result.response; | ||
| const responseText = response.text(); | ||
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| // Debug: Log raw AI response at verbose level.3. | ||
| this.logger.debug('=== RAW AI RESPONSE ==='); | ||
| this.logger.debug(responseText); | ||
| this.logger.debug('=== END RAW RESPONSE ==='); | ||
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| // Save debug files if enabled. | ||
| if (debugConfig && debugConfig.saveDebugInfo) { | ||
| await this._saveDebugFiles(messages, response, debugConfig, batch.length); | ||
| } | ||
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| // Parse response. | ||
| const translations = this._parseApiResponse(responseText, batch, pluralCount, dictionaryCount); | ||
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| // Debug: Log parsed translations at verbose level.3. | ||
| this.logger.debug('=== PARSED TRANSLATIONS ==='); | ||
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| translations.forEach((translation, index) => { | ||
| this.logger.debug(`${index + 1}. "${translation.msgid}" → ${JSON.stringify(translation.msgstr)}`); | ||
| }); | ||
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| this.logger.debug('=== END PARSED TRANSLATIONS ==='); | ||
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| const usage = { | ||
| prompt_tokens: await this.getTokenCount(messages.map(m => m.content).join('\n'), model), | ||
| completion_tokens: await this.getTokenCount(responseText, model), | ||
| }; | ||
| usage.total_tokens = usage.prompt_tokens + usage.completion_tokens; | ||
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| const cost = this.calculateCost(usage, model); | ||
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| // Notify progress callback that we're no longer retrying. | ||
| this._notifyRetryProgress(retryProgressCallback, attempt, maxRetries, false); | ||
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| return { | ||
| success: true, | ||
| translations, | ||
| usage, | ||
| cost, | ||
| isDryRun: false, | ||
| debugData: { | ||
| messages, | ||
| response: responseText, | ||
| }, | ||
| dictionaryCount, | ||
| }; | ||
| } catch (error) { | ||
| lastError = error; | ||
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| this.logger.warn(`API call attempt ${attempt + 1} failed: ${error.message}`); | ||
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| // Don't retry on certain errors. | ||
| if (this._shouldStopRetrying(error)) { | ||
| break; | ||
| } | ||
| } | ||
| } | ||
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| // Final progress callback update to clear retry status. | ||
| this._notifyRetryProgress(retryProgressCallback, maxRetries, maxRetries, false); | ||
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| return { | ||
| success: false, | ||
| error: `Failed after ${maxRetries + 1} attempts. Last error: ${lastError.message}`, | ||
| translations: [], | ||
| cost: { totalCost: 0 }, | ||
| dictionaryCount, | ||
| }; | ||
| } |
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🛠️ Refactor suggestion
Refactor large method to improve maintainability
This method is 109 lines long and handles multiple responsibilities. Consider extracting the following into separate methods:
- Debug logging (lines 394-406)
- API call logic (lines 421-437)
- Response parsing and cost calculation (lines 443-477)
This will improve readability, testability, and adherence to the Single Responsibility Principle.
Would you like me to help refactor this method into smaller, more focused methods?
🧰 Tools
🪛 Biome (1.9.4)
[error] 439-439: Change to an optional chain.
Unsafe fix: Change to an optional chain.
(lint/complexity/useOptionalChain)
🤖 Prompt for AI Agents
In src/providers/gemini/GeminiProvider.js from lines 391 to 500, the
_makeApiCallWithRetries method is too long and handles multiple tasks. Refactor
by extracting the debug logging of messages (lines 394-406) into a separate
method, the API call logic including retry and delay handling (lines 421-437)
into another method, and the response parsing plus cost calculation (lines
443-477) into a third method. Then update _makeApiCallWithRetries to call these
new methods sequentially, improving readability and maintainability.
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Actionable comments posted: 3
♻️ Duplicate comments (2)
src/providers/gemini/GeminiProvider.js (2)
391-500: Large method should be refactored (duplicate issue).This method handles multiple responsibilities and is 109 lines long. This issue was previously identified.
76-78: Temperature validation range fixed (duplicate issue).The temperature validation range has already been updated to 0-2 as indicated by the past review comment.
🧹 Nitpick comments (4)
src/providers/gemini/GeminiProvider.js (4)
238-238: Apply optional chaining for safer property access.The current code uses explicit null checks which can be simplified with optional chaining as suggested by the static analysis tool.
- if (this.providerPricing && this.providerPricing.models) { - return Object.keys(this.providerPricing.models).sort(); - } + if (this.providerPricing?.models) { + return Object.keys(this.providerPricing.models).sort(); + }
285-285: Fix comment formatting.There's a formatting issue in the comment where a period appears before the multiplier value.
- // Use conservative.1.4x multiplier for Gemini. + // Use conservative 1.4x multiplier for Gemini.
300-305: Fix inconsistent indentation in fallback pricing object.The spacing is inconsistent in the pricing object, affecting code readability.
return { models: { 'gemini-2.5-flash': { prompt: 0.000175, completion: 0.000525 }, - 'gemini-2.5-pro': { prompt: 0.0005, completion: 0.0015 }, - + 'gemini-2.5-pro': { prompt: 0.0005, completion: 0.0015 }, }, fallback: { prompt: 0.0005, completion: 0.0015 }, };
439-439: Apply optional chaining for safer property access.The static analysis tool suggests using optional chaining for safer property access.
- if (debugConfig && debugConfig.saveDebugInfo) { + if (debugConfig?.saveDebugInfo) {
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📒 Files selected for processing (1)
src/providers/gemini/GeminiProvider.js(1 hunks)
🧰 Additional context used
🧬 Code Graph Analysis (1)
src/providers/gemini/GeminiProvider.js (3)
src/providers/base/Provider.js (1)
Provider(11-194)src/utils/dictionaryUtils.js (2)
loadDictionary(26-90)findDictionaryMatches(103-141)src/utils/xmlTranslation.js (3)
buildXmlPrompt(22-79)buildDictionaryResponse(91-93)parseXmlResponse(108-191)
🪛 Biome (1.9.4)
src/providers/gemini/GeminiProvider.js
[error] 238-238: Change to an optional chain.
Unsafe fix: Change to an optional chain.
(lint/complexity/useOptionalChain)
[error] 439-439: Change to an optional chain.
Unsafe fix: Change to an optional chain.
(lint/complexity/useOptionalChain)
🔇 Additional comments (4)
src/providers/gemini/GeminiProvider.js (4)
1-14: LGTM: Clean imports and class structure.The imports are well-organized and the class structure properly extends the base Provider class with appropriate JSDoc documentation.
39-52: LGTM: Proper initialization logic.The initialization method correctly handles API key validation, client setup, and pricing loading with appropriate error handling.
164-202: LGTM: Robust cost calculation implementation.The cost calculation method properly handles edge cases with comprehensive error checking and fallback values.
456-459: No async issues in token counting; awaits are correct.The code builds the full prompt string synchronously with
messages.map(...).join('\n'), then callsawait this.getTokenCount(...)for both prompt and completion. Each promise is properly awaited before assigning tousage, so there’s no risk of unawaited async operations here.Likely an incorrect or invalid review comment.
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Actionable comments posted: 0
♻️ Duplicate comments (1)
src/providers/gemini/GeminiProvider.js (1)
377-504: The method remains too long and handles multiple responsibilities.This 127-line method was flagged in previous reviews for being overly complex but hasn't been refactored. It handles debug logging, retry logic, API calls, response parsing, and cost calculation.
Consider extracting these into separate methods:
- Debug conversation logging (lines 398-409)
- API call execution with failure simulation (lines 422-440)
- Response processing and cost calculation (lines 447-481)
This will improve testability, readability, and maintainability.
🧹 Nitpick comments (5)
src/providers/gemini/GeminiProvider.js (5)
242-248: Consider using optional chaining for cleaner code.The conditional check can be simplified using optional chaining as suggested by static analysis.
- if (this.providerPricing && this.providerPricing.models) { + if (this.providerPricing?.models) { return Object.keys(this.providerPricing.models).sort(); }
290-290: Fix typo in comment.Remove the stray period in the comment.
- // Use conservative.1.4x multiplier for Gemini. + // Use conservative 1.4x multiplier for Gemini.
306-308: Fix inconsistent indentation.The indentation is inconsistent in the pricing structure.
'gemini-2.5-flash': { prompt: 0.000175, completion: 0.000525 }, - 'gemini-2.5-pro': { prompt: 0.0005, completion: 0.0015 }, + 'gemini-2.5-pro': { prompt: 0.0005, completion: 0.0015 },
443-443: Use optional chaining for cleaner code.The conditional check can be simplified as suggested by static analysis.
- if (debugConfig && debugConfig.saveDebugInfo) { + if (debugConfig?.saveDebugInfo) { await this._saveDebugFiles(messages, response, debugConfig, batch.length); }
759-764: Fix comment formatting issues.The comments have formatting inconsistencies with periods and structure.
- // Conservative estimate based on.: - // - Average translation length (50-80 tokens.) - // - XML formatting overhead (<translation id="1".>...</translation>) - // - Plural forms (may double the output.) - // - Some strings being longer than average. + // Conservative estimate based on: + // - Average translation length (50-80 tokens) + // - XML formatting overhead (<translation id="1">...</translation>) + // - Plural forms (may double the output) + // - Some strings being longer than average
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📒 Files selected for processing (1)
src/providers/gemini/GeminiProvider.js(1 hunks)
🧰 Additional context used
🪛 Biome (1.9.4)
src/providers/gemini/GeminiProvider.js
[error] 243-243: Change to an optional chain.
Unsafe fix: Change to an optional chain.
(lint/complexity/useOptionalChain)
[error] 443-443: Change to an optional chain.
Unsafe fix: Change to an optional chain.
(lint/complexity/useOptionalChain)
🔇 Additional comments (3)
src/providers/gemini/GeminiProvider.js (3)
214-232: LGTM: Client initialization check properly implemented.The method correctly handles the case where the client is not initialized and provides appropriate fallback behavior, addressing the previous review concern.
460-460: LGTM: Null safety properly implemented.The code correctly handles potential null/undefined message content using the nullish coalescing operator, addressing the previous review concern.
334-334: LGTM: Token estimation properly fixed.The method now correctly uses
inputTokensfor output estimation instead of the previously incorrectmessages[1].content, addressing the previous review concern.
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Actionable comments posted: 0
🧹 Nitpick comments (1)
src/providers/gemini/GeminiProvider.js (1)
242-248: Consider using optional chaining for cleaner code.The logic is correct, but you can simplify using optional chaining as suggested by static analysis.
- if (this.providerPricing && this.providerPricing.models) { - return Object.keys(this.providerPricing.models).sort(); - } + return Object.keys(this.providerPricing?.models || {}).sort() || ['gemini-2.5-pro', 'gemini-2.5-flash'];
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Review profile: CHILL
Plan: Pro
📒 Files selected for processing (1)
src/providers/gemini/GeminiProvider.js(1 hunks)
🧰 Additional context used
🧬 Code Graph Analysis (1)
src/providers/gemini/GeminiProvider.js (3)
src/providers/base/Provider.js (1)
Provider(11-194)src/utils/dictionaryUtils.js (2)
loadDictionary(26-90)findDictionaryMatches(103-141)src/utils/xmlTranslation.js (3)
buildXmlPrompt(22-79)buildDictionaryResponse(91-93)parseXmlResponse(108-191)
🪛 Biome (1.9.4)
src/providers/gemini/GeminiProvider.js
[error] 243-243: Change to an optional chain.
Unsafe fix: Change to an optional chain.
(lint/complexity/useOptionalChain)
[error] 449-449: Change to an optional chain.
Unsafe fix: Change to an optional chain.
(lint/complexity/useOptionalChain)
🔇 Additional comments (13)
src/providers/gemini/GeminiProvider.js (13)
1-27: LGTM - Clean class structure and imports.The imports are well-organized and the class properly extends the base Provider with appropriate initialization.
39-52: LGTM - Proper initialization with dry-run support.The initialization correctly handles both dry-run and live modes, with appropriate API key validation.
63-84: LGTM - Comprehensive configuration validation.The validation properly checks API key requirements, model support, and temperature ranges. The temperature validation correctly allows 0-2 range as noted in previous reviews.
105-152: LGTM - Well-structured translation method.The method properly handles dictionary integration, message construction, and routing between dry-run and live modes. The dictionary instruction formatting ensures consistent translations.
164-202: LGTM - Robust cost calculation with error handling.The method properly validates usage data and handles edge cases, providing detailed cost breakdowns with appropriate error messages.
214-232: LGTM - Improved token counting with safety checks.The method now includes proper client initialization validation as noted in previous reviews, with appropriate fallback logic for when the client is unavailable.
259-312: LGTM - Solid pricing and provider methods.The pricing methods provide appropriate fallbacks and the estimateOutputTokens uses a reasonable multiplier for Gemini models.
328-375: LGTM - Comprehensive dry-run implementation.The dry-run handler properly estimates costs and returns structured results compatible with the live API response format, enabling consistent downstream processing.
395-510: LGTM - Comprehensive API call implementation with retry logic.The method includes robust retry logic, debug logging, and error handling. While previous reviews suggested refactoring for length, the current implementation is comprehensive and includes the null safety fixes for message content.
522-598: LGTM - Well-designed retry helper methods.The helper methods are focused and handle retry notifications, error evaluation, and test mode simulation effectively. The test failure simulation includes realistic error scenarios.
636-648: LGTM - Clean response parsing with fallback.The method properly delegates to the XML parsing utility and provides appropriate fallback behavior for parsing failures.
665-771: LGTM - Comprehensive debug and token calculation utilities.The debug file saving includes detailed metadata and the token calculation methods provide intelligent auto-calculation with safety bounds. The implementation is thorough and well-documented.
1-772: Excellent comprehensive implementation of Gemini AI provider.This implementation demonstrates:
- Robust error handling and retry logic
- Comprehensive cost calculation and token management
- Dictionary integration for consistent translations
- Debug capabilities and test mode simulation
- Proper integration with the existing provider architecture
The previous critical issues noted in past reviews have been successfully addressed, including temperature validation, null safety for message content, and client initialization checks.
2 participants
Summary
gemini-pricing.jsonto/configgemini-2.5-pro,gemini-2.5-flashmodelPurpose
Enables the project to support Gemini AI alongside existing models like GPT. Useful for teams comparing costs or switching LLM providers.
Let me know if any refactoring or renaming is needed!
Summary by CodeRabbit
New Features
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