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feat: add APIEmbedder for remote embedding with multi-endpoint support

Browse Source 
- Introduced APIEmbedder class to handle embeddings via a remote HTTP API.
- Implemented token packing to optimize batch sizes based on token limits.
- Added support for multiple API endpoints with round-robin dispatching.
- Included retry logic for API calls with exponential backoff on failures.
- Enhanced indexing pipeline with file exclusion checks and smart chunking strategies.
- Updated tests to cover new APIEmbedder functionality and ensure robustness.
This commit is contained in:
catlog22
2026-03-17 17:17:24 +08:00
parent 34749d2fad
commit f37189dc64
18 changed files with 1633 additions and 476 deletions
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564
ccw/frontend/src/components/codexlens/envVarSchema.ts
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@@ -1,8 +1,8 @@
// ========================================
// CodexLens Environment Variable Schema
// CodexLens v2 Environment Variable Schema
// ========================================
// TypeScript port of ENV_VAR_GROUPS from codexlens-manager.js
// Defines structured groups for CodexLens configuration
// Defines structured groups for codexlens-search v2 configuration.
// Env var names match what the Python bridge CLI reads.
import type { EnvVarGroupsSchema } from '@/types/codexlens';
@@ -20,20 +20,38 @@ export const envVarGroupsSchema: EnvVarGroupsSchema = {
default: 'local',
settingsPath: 'embedding.backend',
},
CODEXLENS_EMBEDDING_MODEL: {
key: 'CODEXLENS_EMBEDDING_MODEL',
CODEXLENS_EMBED_API_URL: {
key: 'CODEXLENS_EMBED_API_URL',
labelKey: 'codexlens.envField.apiUrl',
type: 'text',
placeholder: 'https://api.siliconflow.cn/v1',
default: '',
settingsPath: 'embedding.api_url',
showWhen: (env) => env['CODEXLENS_EMBEDDING_BACKEND'] === 'api',
},
CODEXLENS_EMBED_API_KEY: {
key: 'CODEXLENS_EMBED_API_KEY',
labelKey: 'codexlens.envField.apiKey',
type: 'password',
placeholder: 'sk-...',
default: '',
settingsPath: 'embedding.api_key',
showWhen: (env) => env['CODEXLENS_EMBEDDING_BACKEND'] === 'api',
},
CODEXLENS_EMBED_API_MODEL: {
key: 'CODEXLENS_EMBED_API_MODEL',
labelKey: 'codexlens.envField.model',
type: 'model-select',
placeholder: 'Select or enter model...',
default: 'fast',
settingsPath: 'embedding.model',
localModels: [
{
group: 'FastEmbed Profiles',
items: ['fast', 'code', 'base', 'minilm', 'multilingual', 'balanced'],
},
],
default: '',
settingsPath: 'embedding.api_model',
showWhen: (env) => env['CODEXLENS_EMBEDDING_BACKEND'] === 'api',
localModels: [],
apiModels: [
{
group: 'SiliconFlow',
items: ['BAAI/bge-m3', 'BAAI/bge-large-zh-v1.5', 'BAAI/bge-large-en-v1.5'],
},
{
group: 'OpenAI',
items: ['text-embedding-3-small', 'text-embedding-3-large', 'text-embedding-ada-002'],
@@ -44,66 +62,90 @@ export const envVarGroupsSchema: EnvVarGroupsSchema = {
},
{
group: 'Voyage',
items: ['voyage-3', 'voyage-3-lite', 'voyage-code-3', 'voyage-multilingual-2'],
},
{
group: 'SiliconFlow',
items: ['BAAI/bge-m3', 'BAAI/bge-large-zh-v1.5', 'BAAI/bge-large-en-v1.5'],
items: ['voyage-3', 'voyage-3-lite', 'voyage-code-3'],
},
{
group: 'Jina',
items: ['jina-embeddings-v3', 'jina-embeddings-v2-base-en', 'jina-embeddings-v2-base-zh'],
items: ['jina-embeddings-v3', 'jina-embeddings-v2-base-en'],
},
],
},
CODEXLENS_AUTO_EMBED_MISSING: {
key: 'CODEXLENS_AUTO_EMBED_MISSING',
labelKey: 'codexlens.envField.autoEmbedMissing',
type: 'checkbox',
default: 'true',
settingsPath: 'embedding.auto_embed_missing',
CODEXLENS_EMBED_API_ENDPOINTS: {
key: 'CODEXLENS_EMBED_API_ENDPOINTS',
labelKey: 'codexlens.envField.multiEndpoints',
type: 'text',
placeholder: 'url1|key1|model1,url2|key2|model2',
default: '',
settingsPath: 'embedding.api_endpoints',
showWhen: (env) => env['CODEXLENS_EMBEDDING_BACKEND'] === 'api',
},
CODEXLENS_EMBED_DIM: {
key: 'CODEXLENS_EMBED_DIM',
labelKey: 'codexlens.envField.embedDim',
type: 'number',
placeholder: '384',
default: '384',
settingsPath: 'embedding.dim',
min: 64,
max: 4096,
showWhen: (env) => env['CODEXLENS_EMBEDDING_BACKEND'] === 'api',
},
CODEXLENS_EMBED_API_CONCURRENCY: {
key: 'CODEXLENS_EMBED_API_CONCURRENCY',
labelKey: 'codexlens.envField.apiConcurrency',
type: 'number',
placeholder: '4',
default: '4',
settingsPath: 'embedding.api_concurrency',
min: 1,
max: 32,
showWhen: (env) => env['CODEXLENS_EMBEDDING_BACKEND'] === 'api',
},
CODEXLENS_EMBED_API_MAX_TOKENS: {
key: 'CODEXLENS_EMBED_API_MAX_TOKENS',
labelKey: 'codexlens.envField.maxTokensPerBatch',
type: 'number',
placeholder: '8192',
default: '8192',
settingsPath: 'embedding.api_max_tokens_per_batch',
min: 512,
max: 65536,
showWhen: (env) => env['CODEXLENS_EMBEDDING_BACKEND'] === 'api',
},
CODEXLENS_EMBEDDING_MODEL: {
key: 'CODEXLENS_EMBEDDING_MODEL',
labelKey: 'codexlens.envField.localModel',
type: 'model-select',
placeholder: 'Select local model...',
default: 'BAAI/bge-small-en-v1.5',
settingsPath: 'embedding.model',
showWhen: (env) => env['CODEXLENS_EMBEDDING_BACKEND'] !== 'api',
localModels: [
{
group: 'FastEmbed Profiles',
items: ['small', 'base', 'large', 'code'],
},
],
apiModels: [],
},
CODEXLENS_USE_GPU: {
key: 'CODEXLENS_USE_GPU',
labelKey: 'codexlens.envField.useGpu',
type: 'select',
options: ['true', 'false'],
default: 'true',
settingsPath: 'embedding.use_gpu',
showWhen: (env) => env['CODEXLENS_EMBEDDING_BACKEND'] === 'local',
options: ['auto', 'cuda', 'cpu'],
default: 'auto',
settingsPath: 'embedding.device',
showWhen: (env) => env['CODEXLENS_EMBEDDING_BACKEND'] !== 'api',
},
CODEXLENS_EMBEDDING_POOL_ENABLED: {
key: 'CODEXLENS_EMBEDDING_POOL_ENABLED',
labelKey: 'codexlens.envField.highAvailability',
type: 'select',
options: ['true', 'false'],
default: 'false',
settingsPath: 'embedding.pool_enabled',
showWhen: (env) => env['CODEXLENS_EMBEDDING_BACKEND'] === 'api',
},
CODEXLENS_EMBEDDING_STRATEGY: {
key: 'CODEXLENS_EMBEDDING_STRATEGY',
labelKey: 'codexlens.envField.loadBalanceStrategy',
type: 'select',
options: ['round_robin', 'latency_aware', 'weighted_random'],
default: 'latency_aware',
settingsPath: 'embedding.strategy',
showWhen: (env) =>
env['CODEXLENS_EMBEDDING_BACKEND'] === 'api' &&
env['CODEXLENS_EMBEDDING_POOL_ENABLED'] === 'true',
},
CODEXLENS_EMBEDDING_COOLDOWN: {
key: 'CODEXLENS_EMBEDDING_COOLDOWN',
labelKey: 'codexlens.envField.rateLimitCooldown',
CODEXLENS_EMBED_BATCH_SIZE: {
key: 'CODEXLENS_EMBED_BATCH_SIZE',
labelKey: 'codexlens.envField.batchSize',
type: 'number',
placeholder: '60',
default: '60',
settingsPath: 'embedding.cooldown',
min: 0,
max: 300,
showWhen: (env) =>
env['CODEXLENS_EMBEDDING_BACKEND'] === 'api' &&
env['CODEXLENS_EMBEDDING_POOL_ENABLED'] === 'true',
placeholder: '64',
default: '64',
settingsPath: 'embedding.batch_size',
min: 1,
max: 512,
},
},
},
@@ -112,29 +154,64 @@ export const envVarGroupsSchema: EnvVarGroupsSchema = {
labelKey: 'codexlens.envGroup.reranker',
icon: 'arrow-up-down',
vars: {
CODEXLENS_RERANKER_ENABLED: {
key: 'CODEXLENS_RERANKER_ENABLED',
labelKey: 'codexlens.envField.enabled',
type: 'select',
options: ['true', 'false'],
default: 'true',
settingsPath: 'reranker.enabled',
},
CODEXLENS_RERANKER_BACKEND: {
key: 'CODEXLENS_RERANKER_BACKEND',
labelKey: 'codexlens.envField.backend',
type: 'select',
options: ['onnx', 'api', 'litellm', 'legacy'],
default: 'onnx',
options: ['local', 'api'],
default: 'local',
settingsPath: 'reranker.backend',
},
CODEXLENS_RERANKER_MODEL: {
key: 'CODEXLENS_RERANKER_MODEL',
CODEXLENS_RERANKER_API_URL: {
key: 'CODEXLENS_RERANKER_API_URL',
labelKey: 'codexlens.envField.apiUrl',
type: 'text',
placeholder: 'https://api.siliconflow.cn/v1',
default: '',
settingsPath: 'reranker.api_url',
showWhen: (env) => env['CODEXLENS_RERANKER_BACKEND'] === 'api',
},
CODEXLENS_RERANKER_API_KEY: {
key: 'CODEXLENS_RERANKER_API_KEY',
labelKey: 'codexlens.envField.apiKey',
type: 'password',
placeholder: 'sk-...',
default: '',
settingsPath: 'reranker.api_key',
showWhen: (env) => env['CODEXLENS_RERANKER_BACKEND'] === 'api',
},
CODEXLENS_RERANKER_API_MODEL: {
key: 'CODEXLENS_RERANKER_API_MODEL',
labelKey: 'codexlens.envField.model',
type: 'model-select',
placeholder: 'Select or enter model...',
default: '',
settingsPath: 'reranker.api_model',
showWhen: (env) => env['CODEXLENS_RERANKER_BACKEND'] === 'api',
localModels: [],
apiModels: [
{
group: 'SiliconFlow',
items: ['BAAI/bge-reranker-v2-m3', 'BAAI/bge-reranker-large', 'BAAI/bge-reranker-base'],
},
{
group: 'Cohere',
items: ['rerank-english-v3.0', 'rerank-multilingual-v3.0'],
},
{
group: 'Jina',
items: ['jina-reranker-v2-base-multilingual'],
},
],
},
CODEXLENS_RERANKER_MODEL: {
key: 'CODEXLENS_RERANKER_MODEL',
labelKey: 'codexlens.envField.localModel',
type: 'model-select',
placeholder: 'Select local model...',
default: 'Xenova/ms-marco-MiniLM-L-6-v2',
settingsPath: 'reranker.model',
showWhen: (env) => env['CODEXLENS_RERANKER_BACKEND'] !== 'api',
localModels: [
{
group: 'FastEmbed/ONNX',
@@ -145,283 +222,128 @@ export const envVarGroupsSchema: EnvVarGroupsSchema = {
],
},
],
apiModels: [
{
group: 'Cohere',
items: ['rerank-english-v3.0', 'rerank-multilingual-v3.0', 'rerank-english-v2.0'],
},
{
group: 'Voyage',
items: ['rerank-2', 'rerank-2-lite', 'rerank-1'],
},
{
group: 'SiliconFlow',
items: ['BAAI/bge-reranker-v2-m3', 'BAAI/bge-reranker-large', 'BAAI/bge-reranker-base'],
},
{
group: 'Jina',
items: ['jina-reranker-v2-base-multilingual', 'jina-reranker-v1-base-en'],
},
],
apiModels: [],
},
CODEXLENS_RERANKER_TOP_K: {
key: 'CODEXLENS_RERANKER_TOP_K',
labelKey: 'codexlens.envField.topKResults',
type: 'number',
placeholder: '50',
default: '50',
placeholder: '20',
default: '20',
settingsPath: 'reranker.top_k',
min: 5,
max: 200,
},
CODEXLENS_RERANKER_POOL_ENABLED: {
key: 'CODEXLENS_RERANKER_POOL_ENABLED',
labelKey: 'codexlens.envField.highAvailability',
type: 'select',
options: ['true', 'false'],
default: 'false',
settingsPath: 'reranker.pool_enabled',
showWhen: (env) => env['CODEXLENS_RERANKER_BACKEND'] === 'api' || env['CODEXLENS_RERANKER_BACKEND'] === 'litellm',
CODEXLENS_RERANKER_BATCH_SIZE: {
key: 'CODEXLENS_RERANKER_BATCH_SIZE',
labelKey: 'codexlens.envField.batchSize',
type: 'number',
placeholder: '32',
default: '32',
settingsPath: 'reranker.batch_size',
min: 1,
max: 128,
},
CODEXLENS_RERANKER_STRATEGY: {
key: 'CODEXLENS_RERANKER_STRATEGY',
labelKey: 'codexlens.envField.loadBalanceStrategy',
type: 'select',
options: ['round_robin', 'latency_aware', 'weighted_random'],
default: 'latency_aware',
settingsPath: 'reranker.strategy',
showWhen: (env) =>
(env['CODEXLENS_RERANKER_BACKEND'] === 'api' || env['CODEXLENS_RERANKER_BACKEND'] === 'litellm') &&
env['CODEXLENS_RERANKER_POOL_ENABLED'] === 'true',
},
},
search: {
id: 'search',
labelKey: 'codexlens.envGroup.search',
icon: 'git-branch',
vars: {
CODEXLENS_BINARY_TOP_K: {
key: 'CODEXLENS_BINARY_TOP_K',
labelKey: 'codexlens.envField.binaryTopK',
type: 'number',
placeholder: '200',
default: '200',
settingsPath: 'search.binary_top_k',
min: 10,
max: 1000,
},
CODEXLENS_RERANKER_COOLDOWN: {
key: 'CODEXLENS_RERANKER_COOLDOWN',
labelKey: 'codexlens.envField.rateLimitCooldown',
CODEXLENS_ANN_TOP_K: {
key: 'CODEXLENS_ANN_TOP_K',
labelKey: 'codexlens.envField.annTopK',
type: 'number',
placeholder: '50',
default: '50',
settingsPath: 'search.ann_top_k',
min: 5,
max: 500,
},
CODEXLENS_FTS_TOP_K: {
key: 'CODEXLENS_FTS_TOP_K',
labelKey: 'codexlens.envField.ftsTopK',
type: 'number',
placeholder: '50',
default: '50',
settingsPath: 'search.fts_top_k',
min: 5,
max: 500,
},
CODEXLENS_FUSION_K: {
key: 'CODEXLENS_FUSION_K',
labelKey: 'codexlens.envField.fusionK',
type: 'number',
placeholder: '60',
default: '60',
settingsPath: 'reranker.cooldown',
min: 0,
max: 300,
showWhen: (env) =>
(env['CODEXLENS_RERANKER_BACKEND'] === 'api' || env['CODEXLENS_RERANKER_BACKEND'] === 'litellm') &&
env['CODEXLENS_RERANKER_POOL_ENABLED'] === 'true',
},
},
},
concurrency: {
id: 'concurrency',
labelKey: 'codexlens.envGroup.concurrency',
icon: 'cpu',
vars: {
CODEXLENS_API_MAX_WORKERS: {
key: 'CODEXLENS_API_MAX_WORKERS',
labelKey: 'codexlens.envField.maxWorkers',
type: 'number',
placeholder: '4',
default: '4',
settingsPath: 'api.max_workers',
settingsPath: 'search.fusion_k',
min: 1,
max: 32,
},
CODEXLENS_API_BATCH_SIZE: {
key: 'CODEXLENS_API_BATCH_SIZE',
labelKey: 'codexlens.envField.batchSize',
type: 'number',
placeholder: '8',
default: '8',
settingsPath: 'api.batch_size',
min: 1,
max: 64,
showWhen: (env) => env['CODEXLENS_API_BATCH_SIZE_DYNAMIC'] !== 'true',
},
CODEXLENS_API_BATCH_SIZE_DYNAMIC: {
key: 'CODEXLENS_API_BATCH_SIZE_DYNAMIC',
labelKey: 'codexlens.envField.dynamicBatchSize',
type: 'checkbox',
default: 'false',
settingsPath: 'api.batch_size_dynamic',
},
CODEXLENS_API_BATCH_SIZE_UTILIZATION: {
key: 'CODEXLENS_API_BATCH_SIZE_UTILIZATION',
labelKey: 'codexlens.envField.batchSizeUtilization',
type: 'number',
placeholder: '0.8',
default: '0.8',
settingsPath: 'api.batch_size_utilization_factor',
min: 0.1,
max: 0.95,
step: 0.05,
showWhen: (env) => env['CODEXLENS_API_BATCH_SIZE_DYNAMIC'] === 'true',
},
CODEXLENS_API_BATCH_SIZE_MAX: {
key: 'CODEXLENS_API_BATCH_SIZE_MAX',
labelKey: 'codexlens.envField.batchSizeMax',
type: 'number',
placeholder: '2048',
default: '2048',
settingsPath: 'api.batch_size_max',
min: 1,
max: 4096,
showWhen: (env) => env['CODEXLENS_API_BATCH_SIZE_DYNAMIC'] === 'true',
},
CODEXLENS_CHARS_PER_TOKEN: {
key: 'CODEXLENS_CHARS_PER_TOKEN',
labelKey: 'codexlens.envField.charsPerToken',
type: 'number',
placeholder: '4',
default: '4',
settingsPath: 'api.chars_per_token_estimate',
min: 1,
max: 10,
showWhen: (env) => env['CODEXLENS_API_BATCH_SIZE_DYNAMIC'] === 'true',
},
},
},
cascade: {
id: 'cascade',
labelKey: 'codexlens.envGroup.cascade',
icon: 'git-branch',
vars: {
CODEXLENS_CASCADE_STRATEGY: {
key: 'CODEXLENS_CASCADE_STRATEGY',
labelKey: 'codexlens.envField.searchStrategy',
type: 'select',
options: ['binary', 'hybrid', 'binary_rerank', 'dense_rerank', 'staged'],
default: 'dense_rerank',
settingsPath: 'cascade.strategy',
},
CODEXLENS_CASCADE_COARSE_K: {
key: 'CODEXLENS_CASCADE_COARSE_K',
labelKey: 'codexlens.envField.coarseK',
type: 'number',
placeholder: '100',
default: '100',
settingsPath: 'cascade.coarse_k',
min: 10,
max: 500,
},
CODEXLENS_CASCADE_FINE_K: {
key: 'CODEXLENS_CASCADE_FINE_K',
labelKey: 'codexlens.envField.fineK',
type: 'number',
placeholder: '10',
default: '10',
settingsPath: 'cascade.fine_k',
min: 1,
max: 100,
},
CODEXLENS_STAGED_STAGE2_MODE: {
key: 'CODEXLENS_STAGED_STAGE2_MODE',
labelKey: 'codexlens.envField.stagedStage2Mode',
type: 'select',
options: ['precomputed', 'realtime', 'static_global_graph'],
default: 'precomputed',
settingsPath: 'staged.stage2_mode',
showWhen: (env) => env['CODEXLENS_CASCADE_STRATEGY'] === 'staged',
},
CODEXLENS_STAGED_CLUSTERING_STRATEGY: {
key: 'CODEXLENS_STAGED_CLUSTERING_STRATEGY',
labelKey: 'codexlens.envField.stagedClusteringStrategy',
type: 'select',
options: ['auto', 'hdbscan', 'dbscan', 'frequency', 'noop', 'score', 'dir_rr', 'path'],
default: 'auto',
settingsPath: 'staged.clustering_strategy',
showWhen: (env) => env['CODEXLENS_CASCADE_STRATEGY'] === 'staged',
},
CODEXLENS_STAGED_CLUSTERING_MIN_SIZE: {
key: 'CODEXLENS_STAGED_CLUSTERING_MIN_SIZE',
labelKey: 'codexlens.envField.stagedClusteringMinSize',
type: 'number',
placeholder: '3',
default: '3',
settingsPath: 'staged.clustering_min_size',
min: 1,
max: 50,
showWhen: (env) => env['CODEXLENS_CASCADE_STRATEGY'] === 'staged',
},
CODEXLENS_ENABLE_STAGED_RERANK: {
key: 'CODEXLENS_ENABLE_STAGED_RERANK',
labelKey: 'codexlens.envField.enableStagedRerank',
type: 'checkbox',
default: 'true',
settingsPath: 'staged.enable_rerank',
showWhen: (env) => env['CODEXLENS_CASCADE_STRATEGY'] === 'staged',
max: 200,
},
},
},
indexing: {
id: 'indexing',
labelKey: 'codexlens.envGroup.indexing',
icon: 'git-branch',
icon: 'cpu',
vars: {
CODEXLENS_USE_ASTGREP: {
key: 'CODEXLENS_USE_ASTGREP',
labelKey: 'codexlens.envField.useAstGrep',
CODEXLENS_CODE_AWARE_CHUNKING: {
key: 'CODEXLENS_CODE_AWARE_CHUNKING',
labelKey: 'codexlens.envField.codeAwareChunking',
type: 'checkbox',
default: 'false',
settingsPath: 'parsing.use_astgrep',
},
CODEXLENS_STATIC_GRAPH_ENABLED: {
key: 'CODEXLENS_STATIC_GRAPH_ENABLED',
labelKey: 'codexlens.envField.staticGraphEnabled',
type: 'checkbox',
default: 'false',
settingsPath: 'indexing.static_graph_enabled',
},
CODEXLENS_STATIC_GRAPH_RELATIONSHIP_TYPES: {
key: 'CODEXLENS_STATIC_GRAPH_RELATIONSHIP_TYPES',
labelKey: 'codexlens.envField.staticGraphRelationshipTypes',
type: 'text',
placeholder: 'imports,inherits,calls',
default: 'imports,inherits',
settingsPath: 'indexing.static_graph_relationship_types',
showWhen: (env) => env['CODEXLENS_STATIC_GRAPH_ENABLED'] === 'true',
},
},
},
chunking: {
id: 'chunking',
labelKey: 'codexlens.envGroup.chunking',
icon: 'scissors',
vars: {
CHUNK_STRIP_COMMENTS: {
key: 'CHUNK_STRIP_COMMENTS',
labelKey: 'codexlens.envField.stripComments',
type: 'select',
options: ['true', 'false'],
default: 'true',
settingsPath: 'chunking.strip_comments',
settingsPath: 'indexing.code_aware_chunking',
},
CHUNK_STRIP_DOCSTRINGS: {
key: 'CHUNK_STRIP_DOCSTRINGS',
labelKey: 'codexlens.envField.stripDocstrings',
type: 'select',
options: ['true', 'false'],
default: 'true',
settingsPath: 'chunking.strip_docstrings',
},
RERANKER_TEST_FILE_PENALTY: {
key: 'RERANKER_TEST_FILE_PENALTY',
labelKey: 'codexlens.envField.testFilePenalty',
CODEXLENS_INDEX_WORKERS: {
key: 'CODEXLENS_INDEX_WORKERS',
labelKey: 'codexlens.envField.indexWorkers',
type: 'number',
placeholder: '0.0',
default: '0.0',
settingsPath: 'reranker.test_file_penalty',
min: 0,
max: 1,
step: 0.1,
placeholder: '2',
default: '2',
settingsPath: 'indexing.workers',
min: 1,
max: 16,
},
RERANKER_DOCSTRING_WEIGHT: {
key: 'RERANKER_DOCSTRING_WEIGHT',
labelKey: 'codexlens.envField.docstringWeight',
CODEXLENS_MAX_FILE_SIZE: {
key: 'CODEXLENS_MAX_FILE_SIZE',
labelKey: 'codexlens.envField.maxFileSize',
type: 'number',
placeholder: '1.0',
default: '1.0',
settingsPath: 'reranker.docstring_weight',
min: 0,
max: 1,
step: 0.1,
placeholder: '1000000',
default: '1000000',
settingsPath: 'indexing.max_file_size_bytes',
min: 10000,
max: 10000000,
},
CODEXLENS_HNSW_EF: {
key: 'CODEXLENS_HNSW_EF',
labelKey: 'codexlens.envField.hnswEf',
type: 'number',
placeholder: '150',
default: '150',
settingsPath: 'indexing.hnsw_ef',
min: 10,
max: 500,
},
CODEXLENS_HNSW_M: {
key: 'CODEXLENS_HNSW_M',
labelKey: 'codexlens.envField.hnswM',
type: 'number',
placeholder: '32',
default: '32',
settingsPath: 'indexing.hnsw_M',
min: 4,
max: 128,
},
},
},