Query translation layer
Prisma আপনার query inputs কে database-specific SQL-এ translate করে। এটি cross-database behavior ও Prisma API semantics দেয়, কিন্তু database SQL দেখার আগে processing time বাড়ায়।
Prisma কি ধীর? আপনি একা নন। Prisma-এর DX ভালো লাগে কিন্তু আরও performance দরকার?
ধীর Prisma কুয়েরি 2–7× দ্রুত করুন (SQLite relation filters-এ সর্বোচ্চ 53.5×) কোনো existing query না বদলেই।
import { PrismaClient, Prisma } from '@prisma/client'
import { speedExtension, convertDMMFToModels } from 'prisma-sql'
import postgres from 'postgres'
const sql = postgres(process.env.DATABASE_URL)
const models = convertDMMFToModels(Prisma.dmmf.datamodel)
const prisma = new PrismaClient().$extends(
speedExtension({ postgres: sql, models })
)
const users = await prisma.user.findMany({
where: { status: 'ACTIVE' },
include: { posts: true }
}) Prisma-এর evolution ও performance characteristics বুঝলে বোঝা যায় এই extension কেন আছে।
Prisma 2 2019 সালে চালু হয়, schema থেকে generated types এবং type-safe database access দিয়ে TypeScript ORM landscape বদলে দেয়। Prisma একটি engine-based architecture এনেছে যা query translate, validate করে এবং এমন শক্তিশালী guarantees দেয় যা traditional JavaScript ORM-এ কঠিন ছিল।
Prisma nested writes, transactions, middleware মতো শক্তিশালী ফিচার যোগ করে। ফিচার বেড়েছে, কিন্তু প্রতিটি query এখনও architectural cost দেয়: query represent, validate, execute হয় এবং Prisma API অনুযায়ী result shape করা হয়।
যখন বেশি টিম high-traffic workloads-এ Prisma deploy করে, per-query fixed overhead measurable হয়। এটি read-heavy endpoints, analytics, aggregations, এবং বড় result sets-এ সবচেয়ে বেশি দেখা যায়। এটি bug নয়; Prisma-এর guarantees ও API behavior-এর cost।
Prisma performance ও engine changes-এ ফোকাস করা বড় আপডেট দেয়। উন্নতি সত্ত্বেও raw SQL সরাসরি execute করার তুলনায় parsing, validating, planning, এবং result shaping-এর unavoidable cost থাকে।
এই extension read performance-এ ফোকাস করে। findMany, findFirst, findUnique, count, aggregate, groupBy-এর জন্য Prisma read execution path bypass করে, কিন্তু writes, migrations, schema management, এবং type generation-এর জন্য Prisma রেখে দেয়। rollout-এর আগে আপনার Prisma version-এর সাথে compatibility validate করুন।
Prisma তার লক্ষ্য অনুযায়ী সঠিক architectural choices নিয়েছে: type safety, developer experience, এবং cross-database behavior। কিন্তু এই choices স্কেলে noticeable overhead তৈরি করে। এই extension Prisma replace করে না—যে টিম Prisma-এর DX চান এবং যেখানে দরকার সেখানে দ্রুত execution চান তাদের জন্য reads optimize করে।
Prisma আপনার query inputs কে database-specific SQL-এ translate করে। এটি cross-database behavior ও Prisma API semantics দেয়, কিন্তু database SQL দেখার আগে processing time বাড়ায়।
Prisma schema-এর বিরুদ্ধে queries validate করে এবং API-level guarantees enforce করে। এই safeguards bug-এর কিছু class রোধ করে, কিন্তু প্রতিটি query-তে overhead যোগ করে।
Results Prisma API behavior অনুযায়ী shape করা হয়। DX ও consistency-এর জন্য ভালো, কিন্তু latency বাড়ায়—বিশেষ করে বড় result sets ও complex includes-এ।
এই extension Prisma-কে complement করে read queries-এর জন্য দ্রুত পথ দিয়ে। আপনি Prisma-এর পছন্দের সবকিছু রাখেন, আর performance দরকার হলে typical cases-এ 2–7× দ্রুত reads (এবং SQLite relation filters-এ সর্বোচ্চ 53.5×) পান।
Prisma v6, v7, Drizzle ORM এবং Prisma-SQL জুড়ে বিস্তৃত তুলনা
বেঞ্চমার্ক পরিবেশ: MacBook Pro M1 • PostgreSQL 15 • SQLite 3.43 • প্রতি ডাটাবেসে 137টি টেস্ট কেস
57টি টেস্ট কেসের গড়
56টি টেস্ট কেসের গড়
প্রতি ডাটাবেসে 137টি E2E টেস্টের উপর ভিত্তি করে বেঞ্চমার্ক। Prisma v6.16.3, Prisma v7.2.0, Drizzle ORM latest. সম্পূর্ণ বেঞ্চমার্ক ডেটা দেখুন →
Welch-এর t-test এবং ১ms ব্যবহারিক তাৎপর্য সীমা সহ পরিসংখ্যানগত তুলনা
এই ফলাফলগুলো রানটাইম মোড প্রতিফলিত করে, যেখানে প্রতিটি অনুরোধে কুয়েরি SQL-এ রূপান্তরিত হয়। প্রি-রেন্ডারড মোডে, SQL বিল্ড সময়ে তৈরি হয় — রানটাইমে কোনো রূপান্তর ওভারহেড ছাড়াই কাঁচা প্যারামিটারাইজড কুয়েরি চালানো হয়।
| টেস্ট | Prisma | prisma-sql | Drizzle | গতিবৃদ্ধি | তাৎপর্য | CV% | n |
|---|---|---|---|---|---|---|---|
| findMany basic | 0.536ms ±0.016 | 0.272ms ±0.043 | 1.37ms | ~1.00x | ≈ | 57.0% | 50 |
| findMany where = | 0.596ms ±0.046 | 0.354ms ±0.022 | 0.442ms | ~1.00x | ≈ | 22.3% | 50 |
| findMany where >= | 16.48ms ±0.251 | 4.89ms ±0.382 | 6.48ms | 3.37x 1.33x D | *** | 28.2% | 50 |
| findMany where IN | 0.609ms ±0.034 | 0.325ms ±0.016 | 0.436ms | ~1.00x | ≈ | 17.5% | 50 |
| findMany where null | 0.254ms ±0.0094 | 0.122ms ±0.0030 | 0.167ms | ~1.00x | ≈ | 8.7% | 50 |
| findMany ILIKE | 0.290ms ±0.043 | 0.231ms ±0.0083 | 0.296ms | ~1.00x | ≈ | 13.2% | 50 |
| findMany AND | 2.77ms ±0.076 | 1.00ms ±0.109 | 2.12ms | 2.77x 2.12x D | *** | 39.3% | 50 |
| findMany OR | 14.10ms ±0.361 | 4.05ms ±0.388 | 6.96ms | 3.48x 1.72x D | *** | 34.6% | 50 |
| findMany NOT | 0.631ms ±0.042 | 0.363ms ±0.026 | 0.454ms | ~1.00x | ≈ | 26.3% | 50 |
| findMany orderBy | 2.11ms ±0.080 | 0.893ms ±0.081 | 1.12ms | 2.36x 1.25x D | *** | 32.7% | 50 |
| findMany pagination | 0.248ms ±0.013 | 0.217ms ±0.0089 | 0.228ms | ~1.00x | ≈ | 14.9% | 50 |
| findMany select | 0.309ms ±0.058 | 0.101ms ±0.0064 | 0.116ms | ~1.00x | ≈ | 22.6% | 50 |
| findMany relation some | 0.910ms ±0.030 | 0.450ms ±0.016 | — | ~1.00x | ≈ | 12.6% | 50 |
| findMany relation every | 0.710ms ±0.026 | 0.491ms ±0.012 | — | ~1.00x | ≈ | 8.7% | 50 |
| findMany relation none | 31.70ms ±4.16 | 7.65ms ±0.483 | — | 4.15x | *** | 22.8% | 50 |
| findMany nested relation | 0.952ms ±0.088 | 1.06ms ±0.138 | — | ~1.00x | ≈ | 46.7% | 50 |
| findMany complex | 1.12ms ±0.029 | 0.520ms ±0.017 | 0.651ms | ~1.00x | ≈ | 11.7% | 50 |
| findFirst | 0.240ms ±0.013 | 0.195ms ±0.014 | 0.262ms | ~1.00x | ≈ | 25.0% | 50 |
| findFirst skip | 0.284ms ±0.018 | 0.176ms ±0.0080 | 0.219ms | ~1.00x | ≈ | 16.7% | 50 |
| findUnique id | 0.220ms ±0.016 | 0.163ms ±0.028 | 0.167ms | ~1.00x | ≈ | 61.9% | 50 |
| findUnique email | 0.180ms ±0.012 | 0.104ms ±0.0075 | 0.133ms | ~1.00x | ≈ | 26.0% | 50 |
| count | 0.124ms ±0.026 | 0.048ms ±0.0019 | 0.063ms | ~1.00x | ≈ | 13.8% | 50 |
| count where | 0.435ms ±0.0094 | 0.265ms ±0.011 | 0.273ms | ~1.00x | ≈ | 15.4% | 50 |
| aggregate count | 0.230ms ±0.0069 | 0.151ms ±0.0028 | — | ~1.00x | ≈ | 6.5% | 50 |
| aggregate sum/avg | 0.355ms ±0.018 | 0.263ms ±0.013 | — | ~1.00x | ≈ | 18.0% | 50 |
| aggregate where | 0.438ms ±0.010 | 0.275ms ±0.014 | — | ~1.00x | ≈ | 18.9% | 50 |
| aggregate min/max | 0.344ms ±0.015 | 0.289ms ±0.031 | — | ~1.00x | ≈ | 38.6% | 50 |
| aggregate complete | 0.420ms ±0.014 | 0.317ms ±0.033 | — | ~1.00x | ≈ | 37.4% | 50 |
| groupBy | 0.447ms ±0.015 | 0.339ms ±0.011 | — | ~1.00x | ≈ | 11.4% | 50 |
| groupBy count | 0.461ms ±0.011 | 0.381ms ±0.014 | — | ~1.00x | ≈ | 13.0% | 50 |
| groupBy multi | 0.573ms ±0.019 | 0.431ms ±0.0097 | — | ~1.00x | ≈ | 8.1% | 50 |
| groupBy having | 0.585ms ±0.034 | 0.473ms ±0.011 | — | ~1.00x | ≈ | 8.6% | 50 |
| groupBy + where | 0.596ms ±0.031 | 0.431ms ±0.038 | — | ~1.00x | ≈ | 31.5% | 50 |
| _count via include | 0.702ms ±0.023 | 0.704ms ±0.040 | — | ~1.00x | ≈ | 20.4% | 50 |
| _count via include + relations | 1.86ms ±0.108 | 1.48ms ±0.072 | — | ~1.00x | ≈ | 17.7% | 50 |
| groupBy aggregates | 0.576ms ±0.027 | 0.578ms ±0.062 | — | ~1.00x | ≈ | 38.8% | 50 |
| groupBy min/max | 0.571ms ±0.048 | 0.589ms ±0.073 | — | ~1.00x | ≈ | 44.8% | 50 |
| include list + nested to-one | 1.77ms ±0.103 | 0.460ms ±0.034 | — | 3.86x | *** | 26.9% | 50 |
| include list + nullable to-one | 2.77ms ±0.100 | 2.14ms ±0.170 | — | ~1.00x | ≈ | 28.6% | 50 |
| include posts | 2.86ms ±0.201 | 1.07ms ±0.069 | 6.00ms | 2.66x 5.58x D | *** | 23.2% | 50 |
| include profile | 0.533ms ±0.027 | 0.489ms ±0.030 | 0.549ms | ~1.00x | ≈ | 21.8% | 50 |
| include 3 levels | 1.99ms ±0.100 | 1.70ms ±0.190 | 1.96ms | ~1.00x | ≈ | 40.2% | 50 |
| include 4 levels | 2.45ms ±0.103 | 1.25ms ±0.030 | 3.81ms | 1.96x 3.05x D | *** | 8.8% | 50 |
| include + where | 2.61ms ±0.100 | 0.948ms ±0.100 | 4.59ms | 2.76x 4.84x D | *** | 38.1% | 50 |
| include + select nested | 2.27ms ±0.124 | 1.34ms ±0.106 | 3.71ms | ~1.00x | ≈ | 28.5% | 50 |
| findMany startsWith | 0.282ms ±0.031 | 0.185ms ±0.030 | 0.230ms | ~1.00x | ≈ | 58.7% | 50 |
| findMany endsWith | 0.640ms ±0.057 | 0.296ms ±0.049 | 0.470ms | ~1.00x | ≈ | 59.0% | 50 |
| findMany NOT contains | 0.661ms ±0.024 | 0.329ms ±0.050 | 0.413ms | ~1.00x | ≈ | 55.1% | 50 |
| findMany LIKE | 0.257ms ±0.026 | 0.181ms ±0.0061 | 0.208ms | ~1.00x | ≈ | 12.3% | 50 |
| findMany < | 27.72ms ±2.31 | 6.64ms ±0.325 | 11.44ms | 4.18x 1.72x D | *** | 17.7% | 50 |
| findMany <= | 28.41ms ±0.842 | 6.96ms ±0.419 | 11.50ms | 4.08x 1.65x D | *** | 21.7% | 50 |
| findMany > | 18.50ms ±3.09 | 4.00ms ±0.196 | 6.24ms | 4.63x 1.56x D | *** | 17.7% | 50 |
| findMany NOT IN | 0.593ms ±0.032 | 0.285ms ±0.012 | 0.351ms | ~1.00x | ≈ | 15.4% | 50 |
| findMany isNot null | 0.580ms ±0.017 | 0.194ms ±0.0036 | 0.294ms | ~1.00x | ≈ | 6.6% | 50 |
| orderBy multi-field | 5.19ms ±0.480 | 3.14ms ±1.04 | 1.51ms | 1.66x 0.48x D | ** | 119.3% | 50 |
| orderBy relation to-one | 2.38ms ±0.066 | 1.72ms ±0.131 | — | ~1.00x | ≈ | 27.5% | 50 |
| orderBy relation + scalar | 2.22ms ±0.039 | 1.69ms ±0.093 | — | ~1.00x | ≈ | 19.9% | 50 |
| orderBy nullable relation | 1.94ms ±0.056 | 1.30ms ±0.058 | — | ~1.00x | ≈ | 16.0% | 50 |
| orderBy deep relation | 2.45ms ±0.070 | 1.73ms ±0.040 | — | ~1.00x | ≈ | 8.3% | 50 |
| orderBy deep relation + scalar | 3.38ms ±0.250 | 2.07ms ±0.053 | — | 1.63x | *** | 9.2% | 50 |
| distinct status | 11.52ms ±2.73 | 1.38ms ±0.137 | — | 8.33x | *** | 35.8% | 50 |
| distinct multi | 14.12ms ±0.732 | 2.60ms ±0.054 | — | 5.43x | *** | 7.5% | 50 |
| cursor composite tuple | 1.97ms ±0.081 | 1.50ms ±0.081 | — | ~1.00x | ≈ | 19.4% | 50 |
| cursor composite desc | 2.91ms ±1.29 | 1.66ms ±0.135 | — | 1.75x | ns | 29.4% | 50 |
| cursor prefix of orderBy | 2.03ms ±0.074 | 1.38ms ±0.040 | — | ~1.00x | ≈ | 10.4% | 50 |
| select + include | 1.19ms ±0.081 | 0.254ms ±0.015 | 0.415ms | ~1.00x | ≈ | 21.8% | 50 |
| _count relation | 0.898ms ±0.070 | 0.648ms ±0.034 | — | ~1.00x | ≈ | 19.2% | 50 |
| _count multi-relation | 0.244ms ±0.014 | 0.172ms ±0.0080 | — | ~1.00x | ≈ | 17.1% | 50 |
| _count inside include | 1.37ms ±0.055 | 1.35ms ±0.130 | — | ~1.00x | ≈ | 34.7% | 50 |
| _count inside nested select | 1.91ms ±0.049 | 1.43ms ±0.057 | — | ~1.00x | ≈ | 14.4% | 50 |
| _count deep include | 1.92ms ±0.040 | 1.40ms ±0.044 | — | ~1.00x | ≈ | 11.4% | 50 |
| ILIKE special chars | 0.511ms ±0.262 | 0.177ms ±0.0064 | — | ~1.00x | ≈ | 12.8% | 50 |
| LIKE case sensitive | 0.213ms ±0.012 | 0.164ms ±0.0053 | — | ~1.00x | ≈ | 11.5% | 50 |
| findMany Date range | 0.368ms ±0.018 | 0.517ms ±0.019 | 0.833ms | ~1.00x | ≈ | 13.6% | 50 |
| count Date range | 0.508ms ±0.016 | 0.817ms ±0.295 | 0.438ms | ~1.00x | ≈ | 130.1% | 50 |
| findMany Date gte | 0.387ms ±0.032 | 0.184ms ±0.0025 | 0.242ms | ~1.00x | ≈ | 5.0% | 50 |
| depth-1 low-fan | 0.502ms ±0.045 | 0.666ms ±0.303 | — | ~1.00x | ≈ | 164.1% | 50 |
| depth-1 mid-fan | 3.02ms ±0.187 | 1.26ms ±0.148 | — | 2.40x | *** | 42.3% | 50 |
| depth-1 high-fan | 3.49ms ±0.138 | 1.01ms ±0.066 | — | 3.44x | *** | 23.3% | 50 |
| depth-1 wide | 6.05ms ±1.65 | 1.51ms ±0.104 | — | 4.00x | *** | 24.8% | 50 |
| depth-1 unbound | 43.36ms ±2.79 | 8.43ms ±0.343 | — | 5.14x | *** | 14.7% | 50 |
| depth-2 | 3.79ms ±0.176 | 2.60ms ±0.150 | — | 1.45x | *** | 20.8% | 50 |
| depth-2 paginated Project→tasks | 1.52ms ±0.067 | 1.66ms ±0.174 | — | ~1.00x | ≈ | 37.9% | 50 |
| depth-2 high-fan | 2.14ms ±0.044 | 1.21ms ±0.060 | — | ~1.00x | ≈ | 18.1% | 50 |
| depth-2 wide | 5.24ms ±0.307 | 1.92ms ±0.179 | — | 2.73x | *** | 33.8% | 50 |
| depth-2 unbound | 78.61ms ±23.12 | 13.71ms ±0.633 | — | 5.74x | *** | 7.5% | 10 |
| depth-3 unbound | 16.38ms ±1.37 | 6.59ms ±0.241 | — | 2.49x | *** | 13.2% | 50 |
| depth-3 paginated | 2.04ms ±0.117 | 2.19ms ±0.542 | — | ~1.00x | ≈ | 89.3% | 50 |
| depth-4 unbound | 9.62ms ±0.235 | 3.27ms ±0.186 | — | 2.94x | *** | 20.5% | 50 |
| depth-4 paginated | 2.56ms ±0.095 | 1.78ms ±0.230 | — | ~1.00x | ≈ | 46.4% | 50 |
| findFirst depth-2 | 3.53ms ±0.968 | 1.52ms ±0.134 | — | 2.33x | *** | 32.0% | 50 |
| findUnique depth-2 Project→tasks→comment | 2.77ms ±0.164 | 2.94ms ±0.761 | — | ~1.00x | ≈ | 93.5% | 50 |
| complex nested select | 5.70ms ±0.317 | 4.49ms ±0.196 | — | 1.27x | *** | 15.7% | 50 |
| ultra deep query | 7.62ms ±0.180 | 11.97ms ±5.92 | — | 0.64x | ns | 178.5% | 50 |
| transaction: (3 operations) | 2.91ms ±0.054 | 1.23ms ±0.069 | — | 2.37x | *** | 20.4% | 50 |
| টেস্ট | Prisma | prisma-sql | Drizzle | গতিবৃদ্ধি | তাৎপর্য | CV% | n |
|---|---|---|---|---|---|---|---|
| findMany basic | 1.27ms ±0.457 | 0.050ms ±0.0089 | 0.328ms | 25.43x 6.56x D | *** | 63.6% | 50 |
| findMany where = | 0.483ms ±0.044 | 0.054ms ±0.011 | 0.171ms | ~1.00x | ≈ | 74.1% | 50 |
| findMany where >= | 14.35ms ±0.337 | 1.09ms ±0.068 | 2.48ms | 13.10x 2.27x D | *** | 22.6% | 50 |
| findMany where IN | 0.457ms ±0.019 | 0.051ms ±0.014 | 0.113ms | ~1.00x | ≈ | 100.0% | 50 |
| findMany where null | 0.185ms ±0.013 | 0.016ms ±0.0011 | 0.060ms | ~1.00x | ≈ | 24.8% | 50 |
| findMany AND | 1.69ms ±0.051 | 0.296ms ±0.040 | 0.464ms | 5.70x 1.57x D | *** | 48.5% | 50 |
| findMany OR | 13.95ms ±1.67 | 1.02ms ±0.068 | 2.69ms | 13.65x 2.63x D | *** | 24.0% | 50 |
| findMany NOT | 0.504ms ±0.027 | 0.049ms ±0.0072 | 0.106ms | ~1.00x | ≈ | 53.1% | 50 |
| findMany orderBy | 2.67ms ±0.108 | 1.98ms ±0.056 | 2.07ms | ~1.00x | ≈ | 10.2% | 50 |
| findMany pagination | 0.213ms ±0.049 | 0.030ms ±0.0014 | 0.067ms | ~1.00x | ≈ | 16.9% | 50 |
| findMany select | 0.195ms ±0.015 | 0.024ms ±0.0006 | 0.042ms | ~1.00x | ≈ | 10.4% | 50 |
| findMany relation some | 5.20ms ±0.132 | 0.424ms ±0.011 | — | 12.27x | *** | 9.2% | 50 |
| findMany relation every | 11.95ms ±1.31 | 7.06ms ±0.751 | — | 1.69x | *** | 38.4% | 50 |
| findMany relation none | 182.68ms ±6.37 | 2.63ms ±0.306 | — | 69.35x | *** | 18.7% | 10 |
| findMany nested relation | 1.23ms ±0.053 | 0.328ms ±0.022 | — | ~1.00x | ≈ | 23.8% | 50 |
| findMany complex | 0.982ms ±0.107 | 0.447ms ±0.017 | 0.490ms | ~1.00x | ≈ | 14.1% | 50 |
| findFirst | 0.159ms ±0.0050 | 0.013ms ±0.0022 | 0.068ms | ~1.00x | ≈ | 64.0% | 50 |
| findFirst skip | 0.196ms ±0.0050 | 0.015ms ±0.0036 | 0.085ms | ~1.00x | ≈ | 85.1% | 50 |
| findUnique id | 0.138ms ±0.0086 | 0.010ms ±0.0006 | 0.058ms | ~1.00x | ≈ | 21.4% | 50 |
| findUnique email | 0.138ms ±0.025 | 0.011ms ±0.0003 | 0.051ms | ~1.00x | ≈ | 13.0% | 50 |
| count | 0.071ms ±0.0033 | 0.0080ms ±0.0022 | 0.015ms | ~1.00x | ≈ | 99.8% | 50 |
| count where | 0.271ms ±0.0067 | 0.153ms ±0.0028 | 0.169ms | ~1.00x | ≈ | 6.2% | 50 |
| _count via include | 0.560ms ±0.016 | 0.350ms ±0.0094 | — | ~1.00x | ≈ | 9.7% | 50 |
| _count via include + relations | 1.24ms ±0.041 | 0.634ms ±0.034 | — | ~1.00x | ≈ | 19.3% | 50 |
| aggregate count | 0.170ms ±0.015 | 0.015ms ±0.0011 | — | ~1.00x | ≈ | 26.0% | 50 |
| aggregate sum/avg | 0.308ms ±0.013 | 0.165ms ±0.0053 | — | ~1.00x | ≈ | 11.5% | 50 |
| aggregate where | 0.293ms ±0.014 | 0.168ms ±0.0086 | — | ~1.00x | ≈ | 18.5% | 50 |
| aggregate min/max | 0.334ms ±0.027 | 0.174ms ±0.0061 | — | ~1.00x | ≈ | 12.6% | 50 |
| aggregate complete | 0.447ms ±0.017 | 0.239ms ±0.0083 | — | ~1.00x | ≈ | 12.4% | 50 |
| groupBy | 0.682ms ±0.032 | 0.467ms ±0.014 | — | ~1.00x | ≈ | 10.9% | 50 |
| groupBy count | 0.608ms ±0.019 | 0.474ms ±0.012 | — | ~1.00x | ≈ | 8.9% | 50 |
| groupBy multi | 1.29ms ±0.026 | 1.56ms ±0.256 | — | ~1.00x | ≈ | 59.1% | 50 |
| groupBy having | 0.762ms ±0.021 | 0.521ms ±0.013 | — | ~1.00x | ≈ | 9.3% | 50 |
| groupBy + where | 0.366ms ±0.025 | 0.210ms ±0.011 | — | ~1.00x | ≈ | 19.1% | 50 |
| groupBy aggregates | 0.764ms ±0.016 | 0.584ms ±0.012 | — | ~1.00x | ≈ | 7.6% | 50 |
| groupBy min/max | 0.808ms ±0.023 | 0.594ms ±0.0097 | — | ~1.00x | ≈ | 5.9% | 50 |
| include posts | 2.38ms ±0.167 | 0.358ms ±0.025 | 1.37ms | 6.64x 3.82x D | *** | 25.4% | 50 |
| include profile | 0.344ms ±0.014 | 0.055ms ±0.0089 | 0.233ms | ~1.00x | ≈ | 57.7% | 50 |
| include 3 levels | 1.15ms ±0.026 | 1.09ms ±0.037 | 0.934ms | ~1.00x | ≈ | 12.2% | 50 |
| include 4 levels | 1.21ms ±0.037 | 1.35ms ±0.055 | 0.669ms | ~1.00x | ≈ | 14.6% | 50 |
| include + where | 0.779ms ±0.018 | 0.249ms ±0.020 | 0.298ms | ~1.00x | ≈ | 29.0% | 50 |
| include + select nested | 0.800ms ±0.022 | 0.255ms ±0.012 | 1.09ms | ~1.00x | ≈ | 16.5% | 50 |
| findMany startsWith | 0.182ms ±0.011 | 0.029ms ±0.0014 | 0.071ms | ~1.00x | ≈ | 18.9% | 50 |
| findMany endsWith | 0.523ms ±0.033 | 0.049ms ±0.0008 | 0.119ms | ~1.00x | ≈ | 6.7% | 50 |
| findMany NOT contains | 0.495ms ±0.019 | 0.041ms ±0.0047 | 0.118ms | ~1.00x | ≈ | 40.3% | 50 |
| findMany LIKE | 0.165ms ±0.0086 | 0.025ms ±0.0006 | 0.053ms | ~1.00x | ≈ | 9.6% | 50 |
| findMany < | 23.59ms ±0.540 | 2.10ms ±0.136 | 4.24ms | 11.22x 2.02x D | *** | 23.3% | 50 |
| findMany <= | 24.61ms ±1.07 | 2.23ms ±0.145 | 4.19ms | 11.02x 1.88x D | *** | 23.4% | 50 |
| findMany > | 16.00ms ±1.88 | 0.967ms ±0.044 | 2.22ms | 16.56x 2.29x D | *** | 16.5% | 50 |
| findMany NOT IN | 0.451ms ±0.018 | 0.057ms ±0.028 | 0.109ms | ~1.00x | ≈ | 176.8% | 50 |
| findMany isNot null | 0.457ms ±0.011 | 0.034ms ±0.0011 | 0.121ms | ~1.00x | ≈ | 12.2% | 50 |
| orderBy multi-field | 0.704ms ±0.024 | 0.353ms ±0.016 | 0.442ms | ~1.00x | ≈ | 16.4% | 50 |
| orderBy relation to-one | 0.740ms ±0.058 | 0.319ms ±0.012 | — | ~1.00x | ≈ | 13.2% | 50 |
| orderBy relation + scalar | 0.778ms ±0.019 | 0.397ms ±0.012 | — | ~1.00x | ≈ | 11.2% | 50 |
| orderBy nullable relation | 2.77ms ±1.29 | 0.329ms ±0.012 | — | 8.41x | ** | 12.9% | 50 |
| orderBy deep relation | 0.960ms ±0.086 | 0.628ms ±0.134 | — | ~1.00x | ≈ | 77.0% | 50 |
| orderBy deep relation + scalar | 1.33ms ±0.062 | 0.868ms ±0.081 | — | ~1.00x | ≈ | 33.8% | 50 |
| distinct status | 13.25ms ±0.695 | 4.59ms ±0.082 | — | 2.89x | *** | 6.4% | 50 |
| distinct multi | 13.35ms ±0.167 | 5.48ms ±0.113 | — | 2.43x | *** | 7.4% | 50 |
| select + include | 0.878ms ±0.281 | 0.245ms ±0.0100 | 0.580ms | ~1.00x | ≈ | 14.5% | 50 |
| _count relation | 0.696ms ±0.026 | 0.358ms ±0.019 | — | ~1.00x | ≈ | 19.1% | 50 |
| _count multi-relation | 0.188ms ±0.034 | 0.043ms ±0.0058 | — | ~1.00x | ≈ | 47.8% | 50 |
| _count inside include | 1.00ms ±0.046 | 0.549ms ±0.026 | — | ~1.00x | ≈ | 16.9% | 50 |
| _count inside nested select | 1.83ms ±0.078 | 1.29ms ±0.064 | — | ~1.00x | ≈ | 17.7% | 50 |
| _count deep include | 1.55ms ±0.055 | 1.25ms ±0.065 | — | ~1.00x | ≈ | 18.6% | 50 |
| findMany Date range | 0.273ms ±0.013 | 0.037ms ±0.0011 | 0.257ms | ~1.00x | ≈ | 12.1% | 50 |
| findMany Date gte | 0.276ms ±0.018 | 0.035ms ±0.0006 | 0.095ms | ~1.00x | ≈ | 7.1% | 50 |
| depth-1 low-fan Project→labels | 0.395ms ±0.049 | 0.050ms ±0.0094 | — | ~1.00x | ≈ | 67.2% | 50 |
| depth-1 mid-fan Project→tasks | 3.14ms ±0.434 | 0.559ms ±0.100 | — | 5.62x | *** | 64.1% | 50 |
| depth-1 high-fan User→assignedTasks | 1.95ms ±0.066 | 0.336ms ±0.039 | — | 5.81x | *** | 41.5% | 50 |
| depth-1 wide | 1.64ms ±0.061 | 0.297ms ±0.012 | — | 5.50x | *** | 14.9% | 50 |
| depth-1 no-limit Project→tasks | 44.56ms ±4.72 | 3.77ms ±0.780 | — | 11.83x | *** | 74.6% | 50 |
| depth-2 | 2.55ms ±0.230 | 0.444ms ±0.060 | — | 5.74x | *** | 49.1% | 50 |
| depth-2 paginated | 2.17ms ±1.03 | 0.466ms ±0.068 | — | 4.65x | ** | 52.7% | 50 |
| depth-2 high-fan | 2.63ms ±0.331 | 0.375ms ±0.041 | — | 6.99x | *** | 39.6% | 50 |
| depth-2 wide+attach+activity | 3.24ms ±0.402 | 0.724ms ±0.119 | — | 4.47x | *** | 59.1% | 50 |
| depth-2 no-limit | 55.16ms ±5.87 | 6.05ms ±0.268 | — | 9.12x | *** | 7.1% | 10 |
| depth-3 | 14.10ms ±1.73 | 1.35ms ±0.102 | — | 10.41x | *** | 27.1% | 50 |
| depth-3 paginated | 1.21ms ±0.035 | 1.20ms ±0.097 | — | ~1.00x | ≈ | 29.1% | 50 |
| depth-4 | 7.46ms ±0.728 | 0.884ms ±0.094 | — | 8.44x | *** | 38.3% | 50 |
| depth-4 paginated | 1.26ms ±0.042 | 1.35ms ±0.065 | — | ~1.00x | ≈ | 17.4% | 50 |
| findFirst depth-2 | 1.07ms ±0.065 | 0.266ms ±0.024 | — | ~1.00x | ≈ | 32.4% | 50 |
| findUnique depth-2 | 0.988ms ±0.022 | 0.254ms ±0.0075 | — | ~1.00x | ≈ | 10.8% | 50 |
| টেস্ট | Prisma | prisma-sql | Drizzle | গতিবৃদ্ধি | তাৎপর্য | CV% | n |
|---|---|---|---|---|---|---|---|
| findMany basic | 0.317ms ±0.047 | 0.235ms ±0.038 | 0.303ms | ~1.00x | ≈ | 58.5% | 50 |
| findMany where = | 0.268ms ±0.039 | 0.242ms ±0.0089 | 0.383ms | ~1.00x | ≈ | 13.1% | 50 |
| findMany where >= | 8.58ms ±0.369 | 6.22ms ±1.33 | 7.64ms | 1.38x 1.23x D | ** | 77.1% | 50 |
| findMany where IN | 0.363ms ±0.044 | 0.368ms ±0.022 | 0.428ms | ~1.00x | ≈ | 21.4% | 50 |
| findMany where null | 0.191ms ±0.018 | 0.138ms ±0.0067 | 0.186ms | ~1.00x | ≈ | 17.3% | 50 |
| findMany ILIKE | 0.132ms ±0.022 | 0.224ms ±0.044 | 0.160ms | ~1.00x | ≈ | 70.4% | 50 |
| findMany AND | 1.19ms ±0.092 | 0.607ms ±0.052 | 1.30ms | ~1.00x | ≈ | 31.1% | 50 |
| findMany OR | 7.40ms ±0.330 | 4.01ms ±0.525 | 6.19ms | 1.84x 1.54x D | *** | 47.2% | 50 |
| findMany NOT | 0.369ms ±0.041 | 0.592ms ±0.225 | 0.438ms | ~1.00x | ≈ | 137.2% | 50 |
| findMany orderBy | 1.87ms ±0.063 | 0.900ms ±0.100 | 0.792ms | ~1.00x | ≈ | 40.0% | 50 |
| findMany pagination | 0.147ms ±0.0086 | 0.253ms ±0.044 | 0.207ms | ~1.00x | ≈ | 62.8% | 50 |
| findMany select | 0.155ms ±0.030 | 0.118ms ±0.017 | 0.109ms | ~1.00x | ≈ | 51.5% | 50 |
| findMany relation some | 0.635ms ±0.052 | 0.492ms ±0.042 | — | ~1.00x | ≈ | 31.0% | 50 |
| findMany relation every | 0.587ms ±0.026 | 0.530ms ±0.050 | — | ~1.00x | ≈ | 34.0% | 50 |
| findMany relation none | 13.00ms ±0.731 | 6.21ms ±0.271 | — | 2.09x | *** | 15.8% | 50 |
| findMany nested relation | 0.652ms ±0.060 | 0.623ms ±0.065 | — | ~1.00x | ≈ | 37.8% | 50 |
| findMany complex | 0.782ms ±0.032 | 0.537ms ±0.027 | 0.572ms | ~1.00x | ≈ | 18.4% | 50 |
| findFirst | 0.143ms ±0.011 | 0.236ms ±0.070 | 0.233ms | ~1.00x | ≈ | 107.2% | 50 |
| findFirst skip | 0.170ms ±0.015 | 0.181ms ±0.021 | 0.229ms | ~1.00x | ≈ | 40.8% | 50 |
| findUnique id | 0.142ms ±0.022 | 0.147ms ±0.0036 | 0.133ms | ~1.00x | ≈ | 8.8% | 50 |
| findUnique email | 0.104ms ±0.0055 | 0.117ms ±0.031 | 0.143ms | ~1.00x | ≈ | 95.9% | 50 |
| count | 0.096ms ±0.019 | 0.049ms ±0.0011 | 0.060ms | ~1.00x | ≈ | 7.8% | 50 |
| count where | 0.407ms ±0.034 | 0.277ms ±0.018 | 0.287ms | ~1.00x | ≈ | 23.4% | 50 |
| aggregate count | 0.197ms ±0.0067 | 0.157ms ±0.017 | — | ~1.00x | ≈ | 39.2% | 50 |
| aggregate sum/avg | 0.336ms ±0.037 | 0.262ms ±0.018 | — | ~1.00x | ≈ | 25.1% | 50 |
| aggregate where | 0.422ms ±0.032 | 0.297ms ±0.034 | — | ~1.00x | ≈ | 40.8% | 50 |
| aggregate min/max | 0.293ms ±0.014 | 0.258ms ±0.0039 | — | ~1.00x | ≈ | 5.6% | 50 |
| aggregate complete | 0.349ms ±0.021 | 0.303ms ±0.017 | — | ~1.00x | ≈ | 20.8% | 50 |
| groupBy | 0.423ms ±0.040 | 0.378ms ±0.033 | — | ~1.00x | ≈ | 31.4% | 50 |
| groupBy count | 0.584ms ±0.092 | 0.450ms ±0.045 | — | ~1.00x | ≈ | 36.5% | 50 |
| groupBy multi | 0.497ms ±0.029 | 0.486ms ±0.034 | — | ~1.00x | ≈ | 25.1% | 50 |
| groupBy having | 0.439ms ±0.033 | 0.481ms ±0.042 | — | ~1.00x | ≈ | 31.5% | 50 |
| groupBy + where | 0.444ms ±0.018 | 0.376ms ±0.024 | — | ~1.00x | ≈ | 22.8% | 50 |
| _count via include | 0.691ms ±0.053 | 0.703ms ±0.033 | — | ~1.00x | ≈ | 17.0% | 50 |
| _count via include + relations | 1.32ms ±0.065 | 1.42ms ±0.078 | — | ~1.00x | ≈ | 19.7% | 50 |
| groupBy aggregates | 0.473ms ±0.026 | 0.494ms ±0.048 | — | ~1.00x | ≈ | 35.3% | 50 |
| groupBy min/max | 0.463ms ±0.021 | 0.440ms ±0.016 | — | ~1.00x | ≈ | 12.6% | 50 |
| include list + nested to-one | 1.07ms ±0.064 | 0.450ms ±0.037 | — | ~1.00x | ≈ | 29.8% | 50 |
| include list + nullable to-one | 1.41ms ±0.094 | 1.70ms ±0.060 | — | ~1.00x | ≈ | 12.6% | 50 |
| include posts | 1.49ms ±0.259 | 1.07ms ±0.064 | 2.49ms | ~1.00x | ≈ | 21.5% | 50 |
| include profile | 0.286ms ±0.025 | 0.352ms ±0.037 | 0.473ms | ~1.00x | ≈ | 37.7% | 50 |
| include 3 levels | 1.32ms ±0.078 | 1.29ms ±0.042 | 1.60ms | ~1.00x | ≈ | 11.7% | 50 |
| include 4 levels | 1.43ms ±0.050 | 1.13ms ±0.049 | 1.92ms | ~1.00x | ≈ | 15.8% | 50 |
| include + where | 0.790ms ±0.052 | 0.783ms ±0.041 | 1.77ms | ~1.00x | ≈ | 18.9% | 50 |
| include + select nested | 0.697ms ±0.059 | 0.762ms ±0.047 | 1.78ms | ~1.00x | ≈ | 22.1% | 50 |
| findMany startsWith | 0.138ms ±0.015 | 0.155ms ±0.0064 | 0.186ms | ~1.00x | ≈ | 14.9% | 50 |
| findMany endsWith | 0.280ms ±0.043 | 0.307ms ±0.083 | 0.272ms | ~1.00x | ≈ | 97.2% | 50 |
| findMany NOT contains | 0.268ms ±0.043 | 0.208ms ±0.020 | 0.290ms | ~1.00x | ≈ | 33.9% | 50 |
| findMany LIKE | 0.098ms ±0.019 | 0.098ms ±0.0019 | 0.147ms | ~1.00x | ≈ | 7.7% | 50 |
| findMany < | 12.95ms ±0.585 | 5.78ms ±0.233 | 10.30ms | 2.24x 1.78x D | *** | 14.6% | 50 |
| findMany <= | 11.85ms ±0.161 | 6.99ms ±0.681 | 10.48ms | 1.70x 1.50x D | *** | 35.1% | 50 |
| findMany > | 8.08ms ±0.424 | 3.79ms ±0.186 | 5.86ms | 2.13x 1.55x D | *** | 17.8% | 50 |
| findMany NOT IN | 0.320ms ±0.046 | 0.341ms ±0.036 | 0.364ms | ~1.00x | ≈ | 38.3% | 50 |
| findMany isNot null | 0.250ms ±0.044 | 0.202ms ±0.0030 | 0.231ms | ~1.00x | ≈ | 5.5% | 50 |
| orderBy multi-field | 2.12ms ±0.053 | 0.546ms ±0.018 | 1.11ms | 3.87x 2.03x D | *** | 11.8% | 50 |
| orderBy relation to-one | 1.78ms ±0.044 | 1.48ms ±0.049 | — | ~1.00x | ≈ | 11.9% | 50 |
| orderBy relation + scalar | 1.95ms ±0.081 | 1.55ms ±0.041 | — | ~1.00x | ≈ | 9.6% | 50 |
| orderBy nullable relation | 1.70ms ±0.060 | 1.45ms ±0.121 | — | ~1.00x | ≈ | 30.0% | 50 |
| orderBy deep relation | 2.08ms ±0.042 | 1.83ms ±0.136 | — | ~1.00x | ≈ | 26.8% | 50 |
| orderBy deep relation + scalar | 2.51ms ±0.064 | 2.10ms ±0.040 | — | ~1.00x | ≈ | 7.0% | 50 |
| distinct status | 8.56ms ±0.395 | 1.12ms ±0.032 | — | 7.64x | *** | 10.1% | 50 |
| distinct multi | 11.93ms ±0.138 | 2.55ms ±0.052 | — | 4.68x | *** | 7.4% | 50 |
| cursor composite tuple | 1.60ms ±0.054 | 1.38ms ±0.042 | — | ~1.00x | ≈ | 10.9% | 50 |
| cursor composite desc | 1.70ms ±0.040 | 1.45ms ±0.046 | — | ~1.00x | ≈ | 11.5% | 50 |
| cursor prefix of orderBy | 1.60ms ±0.053 | 1.38ms ±0.074 | — | ~1.00x | ≈ | 19.4% | 50 |
| select + include | 0.653ms ±0.051 | 0.267ms ±0.019 | 0.363ms | ~1.00x | ≈ | 25.0% | 50 |
| _count relation | 0.642ms ±0.041 | 0.588ms ±0.019 | — | ~1.00x | ≈ | 11.4% | 50 |
| _count multi-relation | 0.213ms ±0.027 | 0.201ms ±0.020 | — | ~1.00x | ≈ | 35.5% | 50 |
| _count inside include | 0.986ms ±0.058 | 1.15ms ±0.060 | — | ~1.00x | ≈ | 18.9% | 50 |
| _count inside nested select | 1.49ms ±0.050 | 1.37ms ±0.050 | — | ~1.00x | ≈ | 13.2% | 50 |
| _count deep include | 1.76ms ±0.093 | 1.39ms ±0.053 | — | ~1.00x | ≈ | 13.9% | 50 |
| ILIKE special chars | 0.165ms ±0.021 | 0.179ms ±0.0097 | — | ~1.00x | ≈ | 19.4% | 50 |
| LIKE case sensitive | 0.139ms ±0.017 | 0.156ms ±0.0061 | — | ~1.00x | ≈ | 14.3% | 50 |
| findMany Date range | 1.37ms ±0.047 | 0.529ms ±0.022 | 0.626ms | ~1.00x | ≈ | 15.3% | 50 |
| count Date range | 0.400ms ±0.021 | 0.796ms ±0.218 | 0.424ms | ~1.00x | ≈ | 98.6% | 50 |
| findMany Date gte | 0.182ms ±0.018 | 0.217ms ±0.036 | 0.244ms | ~1.00x | ≈ | 59.4% | 50 |
| depth-1 low-fan | 0.220ms ±0.017 | 0.377ms ±0.097 | — | ~1.00x | ≈ | 92.6% | 50 |
| depth-1 mid-fan | 1.26ms ±0.134 | 1.14ms ±0.243 | — | ~1.00x | ≈ | 77.0% | 50 |
| depth-1 high-fan | 1.12ms ±0.094 | 0.945ms ±0.071 | — | ~1.00x | ≈ | 27.2% | 50 |
| depth-1 wide | 1.02ms ±0.088 | 1.23ms ±0.321 | — | ~1.00x | ≈ | 94.2% | 50 |
| depth-1 unbound | 19.94ms ±0.776 | 9.19ms ±0.233 | — | 2.17x | *** | 9.1% | 50 |
| depth-2 | 2.23ms ±0.326 | 2.02ms ±0.219 | — | ~1.00x | ≈ | 39.1% | 50 |
| depth-2 paginated Project→tasks | 1.06ms ±0.050 | 1.54ms ±0.118 | — | ~1.00x | ≈ | 27.5% | 50 |
| depth-2 high-fan | 1.25ms ±0.077 | 1.23ms ±0.073 | — | ~1.00x | ≈ | 21.5% | 50 |
| depth-2 wide | 1.85ms ±0.394 | 1.35ms ±0.084 | — | ~1.00x | ≈ | 22.4% | 50 |
| depth-2 unbound | 29.91ms ±0.733 | 14.43ms ±0.698 | — | 2.07x | *** | 17.5% | 50 |
| depth-3 unbound | 8.21ms ±0.404 | 6.04ms ±0.407 | — | 1.36x | *** | 24.3% | 50 |
| depth-3 paginated | 1.38ms ±0.056 | 1.74ms ±0.246 | — | ~1.00x | ≈ | 51.0% | 50 |
| depth-4 unbound | 5.09ms ±0.307 | 3.00ms ±0.559 | — | 1.70x | *** | 67.2% | 50 |
| depth-4 paginated | 1.46ms ±0.044 | 1.57ms ±0.233 | — | ~1.00x | ≈ | 53.6% | 50 |
| findFirst depth-2 | 0.933ms ±0.066 | 1.07ms ±0.059 | — | ~1.00x | ≈ | 19.9% | 50 |
| findUnique depth-2 Project→tasks→comment | 0.958ms ±0.042 | 1.02ms ±0.069 | — | ~1.00x | ≈ | 24.4% | 50 |
| complex nested select | 3.33ms ±0.342 | 1.96ms ±0.044 | — | 1.70x | *** | 8.1% | 50 |
| ultra deep query | 12.10ms ±0.144 | 8.15ms ±0.170 | — | 1.48x | *** | 7.5% | 50 |
| transaction: (3 operations) | 12.23ms ±0.158 | 10.51ms ±0.136 | — | 1.16x | *** | 4.7% | 50 |
| টেস্ট | Prisma | prisma-sql | Drizzle | গতিবৃদ্ধি | তাৎপর্য | CV% | n |
|---|---|---|---|---|---|---|---|
| findMany basic | 0.200ms ±0.044 | 0.057ms ±0.011 | 0.137ms | ~1.00x | ≈ | 67.4% | 50 |
| findMany where = | 0.164ms ±0.024 | 0.078ms ±0.059 | 0.142ms | ~1.00x | ≈ | 270.2% | 50 |
| findMany where >= | 8.34ms ±1.24 | 1.34ms ±0.124 | 2.79ms | 6.23x 2.09x D | *** | 33.5% | 50 |
| findMany where IN | 0.219ms ±0.056 | 0.062ms ±0.022 | 0.199ms | ~1.00x | ≈ | 125.5% | 50 |
| findMany where null | 0.080ms ±0.011 | 0.016ms ±0.0006 | 0.066ms | ~1.00x | ≈ | 15.1% | 50 |
| findMany AND | 0.908ms ±0.094 | 0.510ms ±0.090 | 0.721ms | ~1.00x | ≈ | 63.9% | 50 |
| findMany OR | 4.62ms ±0.257 | 1.25ms ±0.108 | 2.54ms | 3.71x 2.03x D | *** | 31.2% | 50 |
| findMany NOT | 0.188ms ±0.033 | 0.094ms ±0.038 | 0.163ms | ~1.00x | ≈ | 145.6% | 50 |
| findMany orderBy | 2.39ms ±0.156 | 2.10ms ±0.093 | 1.99ms | ~1.00x | ≈ | 16.0% | 50 |
| findMany pagination | 0.083ms ±0.026 | 0.028ms ±0.0019 | 0.062ms | ~1.00x | ≈ | 23.2% | 50 |
| findMany select | 0.134ms ±0.036 | 0.028ms ±0.0033 | 0.084ms | ~1.00x | ≈ | 41.5% | 50 |
| findMany relation some | 0.486ms ±0.049 | 0.478ms ±0.020 | — | ~1.00x | ≈ | 15.3% | 50 |
| findMany relation every | 10.25ms ±0.142 | 8.13ms ±2.17 | — | 1.26x | ns | 96.3% | 50 |
| findMany relation none | 139.06ms ±5.58 | 2.99ms ±0.428 | — | 46.57x | *** | 23.1% | 10 |
| findMany nested relation | 0.426ms ±0.032 | 0.335ms ±0.034 | — | ~1.00x | ≈ | 36.4% | 50 |
| findMany complex | 0.539ms ±0.026 | 0.470ms ±0.021 | 0.531ms | ~1.00x | ≈ | 15.8% | 50 |
| findFirst | 0.117ms ±0.060 | 0.012ms ±0.0003 | 0.078ms | ~1.00x | ≈ | 10.0% | 50 |
| findFirst skip | 0.085ms ±0.0067 | 0.013ms ±0.0003 | 0.075ms | ~1.00x | ≈ | 10.2% | 50 |
| findUnique id | 0.118ms ±0.062 | 0.010ms ±0.0003 | 0.059ms | ~1.00x | ≈ | 7.3% | 50 |
| findUnique email | 0.067ms ±0.0011 | 0.011ms ±0.0003 | 0.051ms | ~1.00x | ≈ | 5.7% | 50 |
| count | 0.041ms ±0.0064 | 0.019ms ±0.012 | 0.016ms | ~1.00x | ≈ | 221.8% | 50 |
| count where | 0.213ms ±0.013 | 0.224ms ±0.014 | 0.181ms | ~1.00x | ≈ | 22.5% | 50 |
| _count via include | 0.458ms ±0.027 | 0.366ms ±0.023 | — | ~1.00x | ≈ | 22.4% | 50 |
| _count via include + relations | 0.894ms ±0.072 | 0.786ms ±0.096 | — | ~1.00x | ≈ | 43.9% | 50 |
| aggregate count | 0.074ms ±0.0008 | 0.016ms ±0.0006 | — | ~1.00x | ≈ | 16.0% | 50 |
| aggregate sum/avg | 0.221ms ±0.012 | 0.245ms ±0.022 | — | ~1.00x | ≈ | 32.9% | 50 |
| aggregate where | 0.226ms ±0.030 | 0.216ms ±0.0030 | — | ~1.00x | ≈ | 5.3% | 50 |
| aggregate min/max | 0.270ms ±0.034 | 0.251ms ±0.017 | — | ~1.00x | ≈ | 24.7% | 50 |
| aggregate complete | 0.302ms ±0.021 | 0.317ms ±0.022 | — | ~1.00x | ≈ | 24.9% | 50 |
| groupBy | 0.524ms ±0.060 | 0.468ms ±0.024 | — | ~1.00x | ≈ | 18.2% | 50 |
| groupBy count | 0.546ms ±0.040 | 0.966ms ±0.344 | — | ~1.00x | ≈ | 128.5% | 50 |
| groupBy multi | 1.31ms ±0.205 | 1.05ms ±0.037 | — | ~1.00x | ≈ | 12.7% | 50 |
| groupBy having | 0.568ms ±0.025 | 0.536ms ±0.022 | — | ~1.00x | ≈ | 14.8% | 50 |
| groupBy + where | 0.262ms ±0.024 | 0.223ms ±0.020 | — | ~1.00x | ≈ | 32.5% | 50 |
| groupBy aggregates | 0.650ms ±0.034 | 0.632ms ±0.061 | — | ~1.00x | ≈ | 34.6% | 50 |
| groupBy min/max | 0.670ms ±0.036 | 0.603ms ±0.025 | — | ~1.00x | ≈ | 14.7% | 50 |
| include posts | 0.968ms ±0.097 | 0.381ms ±0.045 | 1.43ms | ~1.00x | ≈ | 42.7% | 50 |
| include profile | 0.216ms ±0.065 | 0.049ms ±0.0008 | 0.234ms | ~1.00x | ≈ | 6.4% | 50 |
| include 3 levels | 1.32ms ±0.383 | 1.22ms ±0.059 | 0.928ms | ~1.00x | ≈ | 17.4% | 50 |
| include 4 levels | 0.770ms ±0.065 | 1.39ms ±0.072 | 0.695ms | ~1.00x | ≈ | 18.8% | 50 |
| include + where | 0.466ms ±0.054 | 0.273ms ±0.016 | 0.329ms | ~1.00x | ≈ | 21.0% | 50 |
| include + select nested | 0.361ms ±0.021 | 0.273ms ±0.040 | 1.05ms | ~1.00x | ≈ | 52.4% | 50 |
| findMany startsWith | 0.092ms ±0.054 | 0.024ms ±0.0006 | 0.077ms | ~1.00x | ≈ | 7.8% | 50 |
| findMany endsWith | 0.176ms ±0.042 | 0.055ms ±0.0003 | 0.135ms | ~1.00x | ≈ | 2.5% | 50 |
| findMany NOT contains | 0.164ms ±0.017 | 0.070ms ±0.047 | 0.137ms | ~1.00x | ≈ | 238.6% | 50 |
| findMany LIKE | 0.059ms ±0.0019 | 0.025ms ±0.0003 | 0.069ms | ~1.00x | ≈ | 5.2% | 50 |
| findMany < | 8.65ms ±0.553 | 2.23ms ±0.164 | 4.37ms | 3.88x 1.96x D | *** | 26.6% | 50 |
| findMany <= | 9.55ms ±1.17 | 2.73ms ±0.373 | 4.67ms | 3.50x 1.71x D | *** | 49.3% | 50 |
| findMany > | 4.61ms ±0.197 | 1.14ms ±0.081 | 2.35ms | 4.04x 2.06x D | *** | 25.8% | 50 |
| findMany NOT IN | 0.166ms ±0.018 | 0.078ms ±0.042 | 0.124ms | ~1.00x | ≈ | 193.6% | 50 |
| findMany isNot null | 0.171ms ±0.043 | 0.041ms ±0.0008 | 0.101ms | ~1.00x | ≈ | 6.3% | 50 |
| orderBy multi-field | 0.508ms ±0.055 | 0.405ms ±0.023 | 0.457ms | ~1.00x | ≈ | 20.4% | 50 |
| orderBy relation to-one | 0.450ms ±0.065 | 0.708ms ±0.187 | — | ~1.00x | ≈ | 95.3% | 50 |
| orderBy relation + scalar | 0.513ms ±0.028 | 0.403ms ±0.016 | — | ~1.00x | ≈ | 14.0% | 50 |
| orderBy nullable relation | 0.431ms ±0.022 | 0.405ms ±0.063 | — | ~1.00x | ≈ | 56.4% | 50 |
| orderBy deep relation | 0.532ms ±0.063 | 0.373ms ±0.012 | — | ~1.00x | ≈ | 11.9% | 50 |
| orderBy deep relation + scalar | 0.862ms ±0.057 | 1.14ms ±0.269 | — | ~1.00x | ≈ | 85.2% | 50 |
| distinct status | 7.43ms ±0.159 | 4.65ms ±0.047 | — | 1.60x | *** | 3.7% | 50 |
| distinct multi | 7.95ms ±0.154 | 5.64ms ±0.053 | — | 1.41x | *** | 3.4% | 50 |
| select + include | 0.356ms ±0.034 | 0.256ms ±0.015 | 0.154ms | ~1.00x | ≈ | 20.9% | 50 |
| _count relation | 0.432ms ±0.025 | 0.358ms ±0.039 | — | ~1.00x | ≈ | 39.3% | 50 |
| _count multi-relation | 0.100ms ±0.0067 | 0.037ms ±0.0019 | — | ~1.00x | ≈ | 17.7% | 50 |
| _count inside include | 0.704ms ±0.044 | 0.786ms ±0.054 | — | ~1.00x | ≈ | 24.8% | 50 |
| _count inside nested select | 1.29ms ±0.047 | 1.26ms ±0.065 | — | ~1.00x | ≈ | 18.5% | 50 |
| _count deep include | 1.10ms ±0.066 | 1.41ms ±0.060 | — | ~1.00x | ≈ | 15.3% | 50 |
| findMany Date range | 0.129ms ±0.028 | 0.038ms ±0.0006 | 0.346ms | ~1.00x | ≈ | 5.0% | 50 |
| findMany Date gte | 0.093ms ±0.0025 | 0.036ms ±0.0006 | 0.086ms | ~1.00x | ≈ | 4.2% | 50 |
| depth-1 low-fan Project→labels | 0.124ms ±0.0042 | 0.072ms ±0.045 | — | ~1.00x | ≈ | 227.3% | 50 |
| depth-1 mid-fan Project→tasks | 0.904ms ±0.111 | 0.375ms ±0.063 | — | ~1.00x | ≈ | 60.6% | 50 |
| depth-1 high-fan User→assignedTasks | 0.806ms ±0.096 | 0.344ms ±0.058 | — | ~1.00x | ≈ | 61.6% | 50 |
| depth-1 wide | 0.754ms ±0.087 | 0.343ms ±0.049 | — | ~1.00x | ≈ | 51.7% | 50 |
| depth-1 no-limit Project→tasks | 14.01ms ±0.628 | 3.91ms ±0.206 | — | 3.58x | *** | 19.0% | 50 |
| depth-2 | 0.954ms ±0.121 | 0.518ms ±0.087 | — | ~1.00x | ≈ | 60.8% | 50 |
| depth-2 paginated | 0.587ms ±0.046 | 0.400ms ±0.054 | — | ~1.00x | ≈ | 48.5% | 50 |
| depth-2 high-fan | 1.16ms ±0.215 | 0.403ms ±0.042 | — | ~1.00x | ≈ | 38.0% | 50 |
| depth-2 wide+attach+activity | 1.25ms ±0.123 | 0.458ms ±0.049 | — | ~1.00x | ≈ | 38.2% | 50 |
| depth-2 no-limit | 22.98ms ±1.33 | 6.26ms ±0.129 | — | 3.67x | *** | 7.4% | 50 |
| depth-3 | 4.55ms ±0.204 | 1.25ms ±0.088 | — | 3.64x | *** | 25.3% | 50 |
| depth-3 paginated | 0.694ms ±0.055 | 1.26ms ±0.081 | — | ~1.00x | ≈ | 23.1% | 50 |
| depth-4 | 2.82ms ±0.322 | 0.850ms ±0.067 | — | 3.32x | *** | 28.5% | 50 |
| depth-4 paginated | 0.781ms ±0.083 | 1.70ms ±0.255 | — | ~1.00x | ≈ | 54.1% | 50 |
| findFirst depth-2 | 0.592ms ±0.081 | 0.278ms ±0.026 | — | ~1.00x | ≈ | 33.2% | 50 |
| findUnique depth-2 | 0.636ms ±0.083 | 0.270ms ±0.015 | — | ~1.00x | ≈ | 20.0% | 50 |
Prisma-এর API ও types রেখে Prisma read execution path bypass করুন
Extension read operations (findMany, findFirst, findUnique, count, aggregate, groupBy) execute হওয়ার আগে ধরে
Prisma queries-কে দ্রুত, parameterized SQL-এ convert করুন optimized JOINs সহ
postgres.js বা better-sqlite3 দিয়ে queries চালান, Prisma read overhead bypass করে
Results Prisma-এর expected shape মেলে। Types, IntelliSense, এবং existing query code unchanged থাকে
const users = await prisma.user.findMany({
where: { status: 'ACTIVE' },
include: { posts: true }
})
// Direct SQL execution for reads
// Benchmarked around ~1.00ms on this workload
// Same Prisma query code Reads-এর জন্য raw SQL execution speed পান, সাথে Prisma-এর developer experience রাখুন
One-time setup Prisma reads accelerate করে। কোনো refactoring নয়, কোনো migration নয়, কোনো downtime নয়।
পূর্ণ TypeScript support বজায় থাকে। Type inference, autocomplete, এবং compile-time safety রেখে reads দ্রুত হয়।
137 E2E tests সাম্প্রতিক Prisma versions-এর সাথে compatibility validate করে। Production apps-এ Prisma reads দ্রুত করতে ব্যবহৃত।
PostgreSQL (Neon, Supabase সহ) এবং SQLite-এ Prisma reads optimize করুন।
Optional generator build-time SQL তৈরি করে, আপনার hottest queries-এর overhead microseconds-এ নামায়।
Serverless Node runtimes-এ কাজ করে। Edge runtime support runtime constraints এবং আপনি যে driver ব্যবহার করেন তার ওপর নির্ভর করে।
যে সাধারণ পরিস্থিতিতে এই extension বাস্তব পার্থক্য আনে
Prisma aggregations এবং groupBy operations direct SQL execution থেকে বড় সুবিধা পায়
Load-এর অধীনে per-query overhead জমে, বিশেষ করে read-heavy endpoints-এ
Serverless-এ প্রতিটি millisecond গুরুত্বপূর্ণ: যেখানে দরকার সেখানে read latency কমান
Users latency বুঝতে পারে: দ্রুত reads perceived UX দ্রুত উন্নত করে
60 সেকেন্ডের মধ্যে Prisma reads accelerate করুন
# PostgreSQL
npm install prisma-sql postgres
# SQLite
npm install prisma-sql better-sqlite3 import { PrismaClient, Prisma } from '@prisma/client'
import { speedExtension, convertDMMFToModels } from 'prisma-sql'
import postgres from 'postgres'
const sql = postgres(process.env.DATABASE_URL)
const models = convertDMMFToModels(Prisma.dmmf.datamodel)
const prisma = new PrismaClient().$extends(
speedExtension({ postgres: sql, models })
) const users = await prisma.user.findMany({
where: { status: 'ACTIVE' },
include: { posts: true }
}) Prisma reads optimize করার সাধারণ প্রশ্ন
Prisma schema-based validation, consistent query behavior, এবং result shaping মতো API guarantees দেয় বলে overhead যোগ হয়। এগুলো developer experience ভালো করে, কিন্তু raw SQL সরাসরি execute করার তুলনায় সময় লাগে।
এই extension যোগ করে read-heavy Prisma workloads optimize করুন। এটি postgres.js বা better-sqlite3 দিয়ে direct SQL-এ reads execute করে, কিন্তু Prisma-এর API ও types রাখে। Setup হলো ছোট initialization change—existing queries refactor করতে হয় না।
অনেক read workload-এর ক্ষেত্রে, হ্যাঁ। raw SQL execution-এর তুলনায় architectural overhead থাকে। এই extension Prisma-এর DX রেখে SQL সরাসরি execute করে read latency কমাতে চায়।
হ্যাঁ। Prisma Client initialization-এর সময় একবার extension যোগ করুন এবং existing Prisma query code unchanged রাখুন। Reads দ্রুত চলবে, Prisma API, types, schema একই থাকবে।
হ্যাঁ। 137 E2E tests দিয়ে validate করা এবং production ব্যবহারের জন্য ডিজাইন করা। rollout-এর আগে আপনার Prisma version-এর সাথে compatibility যাচাই করুন এবং নিজের regression tests চালান।
Aggregations এবং groupBy fixed overhead (query processing ও result shaping) বাড়িয়ে দেয় এবং বড় intermediate result sets লাগতে পারে। এই extension SQL সরাসরি generate করে reads optimize করে, ফলে aggregation-heavy endpoints-এ latency সাধারণত কমে।
Prisma reads optimize করা ডেভেলপারদের সাথে যোগ দিন: 2–7× দ্রুত (সর্বোচ্চ 53.5×)