From 6e6a928a8730cc69aa2ccd87aff1566794e7e3b2 Mon Sep 17 00:00:00 2001 From: Sahil Rana Date: Mon, 1 Jul 2024 14:35:24 +0530 Subject: [PATCH] draft: local LLM --- src/content/blog/method-chaining-js/index.md | 366 ++---------------- .../blog/run-ai-model-locally/index.md | 366 ++++++++++++++++++ .../blog/run-ai-model-locally/titleImage.webp | Bin 0 -> 74664 bytes 3 files changed, 402 insertions(+), 330 deletions(-) create mode 100644 src/content/blog/run-ai-model-locally/index.md create mode 100644 src/content/blog/run-ai-model-locally/titleImage.webp diff --git a/src/content/blog/method-chaining-js/index.md b/src/content/blog/method-chaining-js/index.md index 1e159d2..470cf81 100644 --- a/src/content/blog/method-chaining-js/index.md +++ b/src/content/blog/method-chaining-js/index.md @@ -2,365 +2,71 @@ author: "Sahil Rana" image: url: "./titleImage.webp" - alt: "chain-methods" -pubDate: 2024-06-28 -title: Method Chaining in Javascript -description: "Chain Methods to add modularity" -slug: chain-javascript-methods + alt: "llama3" +pubDate: 2024-07-01 +title: Running LLM models in your local machine +description: "Learn how to run llama3, an LLM model, on your local machine using ollama." +slug: run-ai-models-locally tags: [ - "method", - "chaining", - "javascript", - "modules", - "oops", - "oopj", - "object", - "oriented", - "js", + "AI", + "ML", + "llama", + "LLM", + "tokenizer", + "ollama", "Sahil", "Rana", ] --- -# Method Chaining in Javascript +# Running AI in our local machine -Method chaining in JavaScript allows us to link multiple method calls together in a single statement, enhancing code readability and modularity. In this blog post, we'll delve into how method chaining works and why it's beneficial for building modular features. +In this blog post, we will explore how to set up and run llama3, an advanced Large Language Model (LLM), on a Windows machine using ollama as our main tool. -### Table of Contents +## What is LLM? -- [Method Chaining in Javascript](#method-chaining-in-javascript) - - [Why and How?](#why-and-how) - - [Our own custom form schema validator](#our-own-custom-form-schema-validator) - - [FormValidator.js](#formvalidatorjs) - - [FormValidationSchema.js](#formvalidationschemajs) - - [ValidationMethods](#validationmethods) - - [Usage](#usage) +LLM, or Large Language Model, refers to a class of AI models that can understand and generate human-like text. These models are used in various applications such as natural language processing and text generation. -## Why and How? +[Learn more about LLM.](https://en.wikipedia.org/wiki/Large_language_model) -Method chaining promotes modularity in code by allowing us to sequentially call methods on an object or a function's return value. This approach streamlines the process of adding or removing functionalities in a structured manner. +## What is ollama? -```javascript -// example -- chaining methods -const formSchema = { - firstName: new FormValidationSchema().string().isRequired(), -}; -``` - -In the example above, `FormValidationSchema.string().isRequired()` demonstrates method chaining by sequentially invoking methods (`string()` and `isRequired()`) on the FormValidationSchema object. This chaining technique allows us to define validation rules in a concise and readable manner. - -## Our own custom form schema validator - -To understand how it works we'll create our own schema validator like zod. - -#### FormValidator.js - -Create a new file `FormValidator.js` - -```javascript -// FormValidator.js -class FormValidator { - /** - * constructor - * @param {object} validations An Object of keys to be validated - */ - constructor(validations) { - // This object will hold all the errors - this.errors = {}; - - if (!isObject(validations)) - throw new Error( - "Validation Schema must be a FormValidationSchema object!", - ); - - this.validationSchema = validations; - } - - /** - * Method to check if the form is having errors - * @returns false if there are no errors else an Object of errors. - */ - hasErrors() { - if (Object.keys(this.errors).length <= 0) return false; - return this.errors; - } - - /** - * Main Validation Function - */ - validate(formData) { - /** - * Main Loop over form object KEYS and VALUES - */ - Object.entries(formData).forEach(([key, value]) => { - if ( - // Checks if a key with the FormObject exists in the schema - this.validationSchema[key] && - // Checks if validations are supplied in the schemaObject for the particular key - this.validationSchema[key]?.validations && - // checks the length of validations array if it exists. - this.validationSchema[key]?.validations?.length >= 0 - ) { - // Destructuring all the available validations for the current Iteration key - let validations = this.validationSchema[key]?.validations; - - // Looping over the validations for the current key - for (let i = 0; i < validations.length; i++) { - let isValid = validations[i]?.method( - value, - ...(validations[i]?.props || []), - ); - if (!isValid) { - this.errors[key] = { - message: validations[i]?.message, - type: validations[i]?.type, - }; - break; - } else { - if (this.errors[key]?.type === validations[i]?.type) { - delete this.errors[key]; - } - } - } - } - }); - - // Return true if form is having errors otherwise true - return !this.hasErrors(); - } -} -export default FormValidator; -``` - -The FormValidator class is exported to provide form validation functionality. - -- Constructor: - - - Initializes instance variables such as errors and validationSchema. - - Validates that the validations parameter is an object of FormValidationSchema. - -- Methods: - - `hasErrors()`: Checks if any errors exist; returns false if no errors, otherwise returns this.errors. - - `validate(formData)`: Main validation function that iterates over formData keys, validates each field according to validationSchema, and populates errors accordingly. - -#### FormValidationSchema.js - -```javascript -// FormValidationSchema.js -class FormValidationSchema { - constructor() { - this.validations = []; - } +ollama is a tool or framework for managing and running LLMs like llama3. - /** - * @returns an Array of all the validation Rules. - */ - getValidations() { - return this.validations; - } +[Official Site](https://ollama.com/) - /** - * Function to check if check if the a value is entered or not by the user. - * @param {String} message Custom Message if an error is produced - * @returns the instance of the schema object - */ - isRequired(message) { - this.validations.push({ - method: ValidationMethods.isRequired, - message: message || "The field cannot be empty!", - type: "required", - }); - return this; - } +## Installing ollama - /** - * Function to check if the entered email is valid - * @param {String} message Custom MEssage if an error is produced - * @returns the instance of the schema object - */ - email(message) { - this.validations.push({ - method: ValidationMethods.validEmail, - message: message || "Please Enter a valid Email!", - type: "email", - }); - return this; - } +Before we can run llama3, we need to install ollama. Here’s how you can do it: - /** - * Function to check if the supplied value is an object. - * @param {String} message Custom MEssage if an error is produced - * @returns the instance of the schema object - */ - object(message) { - this.validations.push({ - method: ValidationMethods.isObject, - message: message || "Not a valid Object!", - type: "object", - }); - return this; - } +1. **Step 1:** Download the ollama installer from official website. [Link](https://ollama.com/download) +2. **Step 2:** Follow the installation instructions provided with the installer. - /** - * - * @param {*} minLength Valid minimum length - * @param {*} message Custom message - */ - min(minLength, message) { - this.validations.push({ - method: ValidationMethods.min, - message: message || `Atleast ${minLength} characters are required.`, - type: "min", - props: [minLength], - }); - return this; - } - /** - * - * @param {*} maxLength maximum valid length - * @param {*} message Custom message - * @returns validation instance - */ - max(maxLength, message) { - this.validations.push({ - method: ValidationMethods.max, - message: message || `maximum ${maxLength} characters allowed.`, - type: "max", - props: [maxLength], - }); - return this; - } -} +## Downloading llama3 -export default FormValidationSchema; -``` - -- The FormValidationSchema class is defined to manage validation rules for form fields. - -- Constructor: - - - Initializes the FormValidationSchema class with an empty validations array in the constructor. - -- Methods: - - `getValidations()` retrieves the array of validation rules (this.validations). - isRequired(message) Method: - - `isRequired(message)` defines a validation rule for required fields. It pushes an object into this.validations array with properties method, message, and type specific to "required" validation. - - Similarly other validations methods like `object`, `min` and `max` are defined - -#### ValidationMethods - -Add the following class Implementation inside FormValidationSchema file - -```javascript -class ValidationMethods { - static isRequired(value) { - if (value === "" || value === undefined || value === null) return false; - return true; - } - - static validEmail(value) { - if (emailRegex.test(value)) return true; - return false; - } - - static isObject(value) { - if (isObject(value)) return true; - return false; - } +Next, we need to download llama3, the LLM model we want to run locally: - /** - * - * @param {*} value Value to be validated - * @param {*} minLength minimum length to be accepted - */ - static min(value, minLength) { - if (value?.length >= minLength) return true; - return false; - } - - /** - * - * @param {*} value Value to be validated - * @param {*} maxLength Maximum valid Length - * @returns boolean if is valid or not - */ - static max(value, maxLength) { - if (value?.length <= maxLength) return true; - return false; - } -} +```bash +ollama pull llama3 ``` -- Defines a `ValidationMethods` class with static methods for various validation checks. - - **`isRequired(value)`**: Checks if the `value` is not empty, undefined, or null. - - **`validEmail(value)`**: Validates if the `value` is a valid email address. - - **`isObject(value)`**: Checks if the `value` is an object. - - **`min(value, minLength)`**: Validates if a string `value` meets a minimum length requirement. - - **`max(value, maxLength)`**: Validates if a string `value` meets a maximum length requirement. - -Each method performs a specific validation based on its parameters and returns a boolean indicating the validation result. - -## Usage - -Import `FormValidation` and `FormValidationSchema` classes from the `FormValidator.js` module. - -```javascript -import FormValidator from "./FormValidator"; -import FormValidationSchema from "./ FormValidationSchema"; -``` +or -Define `loginValidationSchema` object: -```javascript -const loginValidationSchema = { - email: new FormValidationSchema() - .isRequired("Email is Required") - .email("Please Enter Valid Email"), - password: new FormValidationSchema() - .isRequired("Password is Required") - .min(6), -}; +```bash +ollama run llama3 ``` -- **email**: Sets up validation rules for the email field using `FormValidationSchema`: - - `.isRequired("Email is Required")`: Specifies that the email field must not be empty. - - `.email("Please Enter Valid Email")`: Ensures the input conforms to a valid email format. -- **password**: Configures validation rules for the password field using `FormValidationSchema`: - - `.isRequired("Password is Required")`: Ensures the password field must not be empty. - - `.min(6)`: Specifies a minimum length requirement of 6 characters for the password. +## Running llama3 using ollama -- Then create an instance of `FormValidator` with `loginValidationSchema` to validate form data based on defined rules. +Once ollama and llama3 are installed, you can run llama3 with the following command: -```javascript -const loginValidator = new FormValidator(loginValidationSchema); +```bash +ollama run llama3 ``` +Replace ollama run llama3 with the actual command provided by ollama to start llama3 on your machine. -Final usage - -```javascript -import FormValidator from "./FormValidator"; -import FormValidationSchema from "./ FormValidationSchema"; - -const loginValidationSchema = { - email: new FormValidationSchema() - .isRequired("Email is Required") - .email("Please Enter Valid Email"), - password: new FormValidationSchema() - .isRequired("Password is Required") - .min(6), -}; -const loginValidator = new FormValidator(loginValidationSchema); - -function onSubmit(e) { - const isValid = loginValidation.validate(loginFormData); - if (!isValid) { - // Handle error - // Prevent submit - return; - } - handleLogin(loginFormData); -} -``` +## Asking amazing questions diff --git a/src/content/blog/run-ai-model-locally/index.md b/src/content/blog/run-ai-model-locally/index.md new file mode 100644 index 0000000..1e159d2 --- /dev/null +++ b/src/content/blog/run-ai-model-locally/index.md @@ -0,0 +1,366 @@ +--- +author: "Sahil Rana" +image: + url: "./titleImage.webp" + alt: "chain-methods" +pubDate: 2024-06-28 +title: Method Chaining in Javascript +description: "Chain Methods to add modularity" +slug: chain-javascript-methods +tags: + [ + "method", + "chaining", + "javascript", + "modules", + "oops", + "oopj", + "object", + "oriented", + "js", + "Sahil", + "Rana", + ] +--- + +# Method Chaining in Javascript + +Method chaining in JavaScript allows us to link multiple method calls together in a single statement, enhancing code readability and modularity. In this blog post, we'll delve into how method chaining works and why it's beneficial for building modular features. + +### Table of Contents + +- [Method Chaining in Javascript](#method-chaining-in-javascript) + - [Why and How?](#why-and-how) + - [Our own custom form schema validator](#our-own-custom-form-schema-validator) + - [FormValidator.js](#formvalidatorjs) + - [FormValidationSchema.js](#formvalidationschemajs) + - [ValidationMethods](#validationmethods) + - [Usage](#usage) + +## Why and How? + +Method chaining promotes modularity in code by allowing us to sequentially call methods on an object or a function's return value. This approach streamlines the process of adding or removing functionalities in a structured manner. + +```javascript +// example -- chaining methods +const formSchema = { + firstName: new FormValidationSchema().string().isRequired(), +}; +``` + +In the example above, `FormValidationSchema.string().isRequired()` demonstrates method chaining by sequentially invoking methods (`string()` and `isRequired()`) on the FormValidationSchema object. This chaining technique allows us to define validation rules in a concise and readable manner. + +## Our own custom form schema validator + +To understand how it works we'll create our own schema validator like zod. + +#### FormValidator.js + +Create a new file `FormValidator.js` + +```javascript +// FormValidator.js +class FormValidator { + /** + * constructor + * @param {object} validations An Object of keys to be validated + */ + constructor(validations) { + // This object will hold all the errors + this.errors = {}; + + if (!isObject(validations)) + throw new Error( + "Validation Schema must be a FormValidationSchema object!", + ); + + this.validationSchema = validations; + } + + /** + * Method to check if the form is having errors + * @returns false if there are no errors else an Object of errors. + */ + hasErrors() { + if (Object.keys(this.errors).length <= 0) return false; + return this.errors; + } + + /** + * Main Validation Function + */ + validate(formData) { + /** + * Main Loop over form object KEYS and VALUES + */ + Object.entries(formData).forEach(([key, value]) => { + if ( + // Checks if a key with the FormObject exists in the schema + this.validationSchema[key] && + // Checks if validations are supplied in the schemaObject for the particular key + this.validationSchema[key]?.validations && + // checks the length of validations array if it exists. + this.validationSchema[key]?.validations?.length >= 0 + ) { + // Destructuring all the available validations for the current Iteration key + let validations = this.validationSchema[key]?.validations; + + // Looping over the validations for the current key + for (let i = 0; i < validations.length; i++) { + let isValid = validations[i]?.method( + value, + ...(validations[i]?.props || []), + ); + if (!isValid) { + this.errors[key] = { + message: validations[i]?.message, + type: validations[i]?.type, + }; + break; + } else { + if (this.errors[key]?.type === validations[i]?.type) { + delete this.errors[key]; + } + } + } + } + }); + + // Return true if form is having errors otherwise true + return !this.hasErrors(); + } +} +export default FormValidator; +``` + +The FormValidator class is exported to provide form validation functionality. + +- Constructor: + + - Initializes instance variables such as errors and validationSchema. + - Validates that the validations parameter is an object of FormValidationSchema. + +- Methods: + - `hasErrors()`: Checks if any errors exist; returns false if no errors, otherwise returns this.errors. + - `validate(formData)`: Main validation function that iterates over formData keys, validates each field according to validationSchema, and populates errors accordingly. + +#### FormValidationSchema.js + +```javascript +// FormValidationSchema.js +class FormValidationSchema { + constructor() { + this.validations = []; + } + + /** + * @returns an Array of all the validation Rules. + */ + getValidations() { + return this.validations; + } + + /** + * Function to check if check if the a value is entered or not by the user. + * @param {String} message Custom Message if an error is produced + * @returns the instance of the schema object + */ + isRequired(message) { + this.validations.push({ + method: ValidationMethods.isRequired, + message: message || "The field cannot be empty!", + type: "required", + }); + return this; + } + + /** + * Function to check if the entered email is valid + * @param {String} message Custom MEssage if an error is produced + * @returns the instance of the schema object + */ + email(message) { + this.validations.push({ + method: ValidationMethods.validEmail, + message: message || "Please Enter a valid Email!", + type: "email", + }); + return this; + } + + /** + * Function to check if the supplied value is an object. + * @param {String} message Custom MEssage if an error is produced + * @returns the instance of the schema object + */ + object(message) { + this.validations.push({ + method: ValidationMethods.isObject, + message: message || "Not a valid Object!", + type: "object", + }); + return this; + } + + /** + * + * @param {*} minLength Valid minimum length + * @param {*} message Custom message + */ + min(minLength, message) { + this.validations.push({ + method: ValidationMethods.min, + message: message || `Atleast ${minLength} characters are required.`, + type: "min", + props: [minLength], + }); + return this; + } + /** + * + * @param {*} maxLength maximum valid length + * @param {*} message Custom message + * @returns validation instance + */ + max(maxLength, message) { + this.validations.push({ + method: ValidationMethods.max, + message: message || `maximum ${maxLength} characters allowed.`, + type: "max", + props: [maxLength], + }); + return this; + } +} + +export default FormValidationSchema; +``` + +- The FormValidationSchema class is defined to manage validation rules for form fields. + +- Constructor: + + - Initializes the FormValidationSchema class with an empty validations array in the constructor. + +- Methods: + - `getValidations()` retrieves the array of validation rules (this.validations). + isRequired(message) Method: + - `isRequired(message)` defines a validation rule for required fields. It pushes an object into this.validations array with properties method, message, and type specific to "required" validation. + - Similarly other validations methods like `object`, `min` and `max` are defined + +#### ValidationMethods + +Add the following class Implementation inside FormValidationSchema file + +```javascript +class ValidationMethods { + static isRequired(value) { + if (value === "" || value === undefined || value === null) return false; + return true; + } + + static validEmail(value) { + if (emailRegex.test(value)) return true; + return false; + } + + static isObject(value) { + if (isObject(value)) return true; + return false; + } + + /** + * + * @param {*} value Value to be validated + * @param {*} minLength minimum length to be accepted + */ + static min(value, minLength) { + if (value?.length >= minLength) return true; + return false; + } + + /** + * + * @param {*} value Value to be validated + * @param {*} maxLength Maximum valid Length + * @returns boolean if is valid or not + */ + static max(value, maxLength) { + if (value?.length <= maxLength) return true; + return false; + } +} +``` + +- Defines a `ValidationMethods` class with static methods for various validation checks. + - **`isRequired(value)`**: Checks if the `value` is not empty, undefined, or null. + - **`validEmail(value)`**: Validates if the `value` is a valid email address. + - **`isObject(value)`**: Checks if the `value` is an object. + - **`min(value, minLength)`**: Validates if a string `value` meets a minimum length requirement. + - **`max(value, maxLength)`**: Validates if a string `value` meets a maximum length requirement. + +Each method performs a specific validation based on its parameters and returns a boolean indicating the validation result. + +## Usage + +Import `FormValidation` and `FormValidationSchema` classes from the `FormValidator.js` module. + +```javascript +import FormValidator from "./FormValidator"; +import FormValidationSchema from "./ FormValidationSchema"; +``` + +Define `loginValidationSchema` object: + +```javascript +const loginValidationSchema = { + email: new FormValidationSchema() + .isRequired("Email is Required") + .email("Please Enter Valid Email"), + password: new FormValidationSchema() + .isRequired("Password is Required") + .min(6), +}; +``` + +- **email**: Sets up validation rules for the email field using `FormValidationSchema`: + - `.isRequired("Email is Required")`: Specifies that the email field must not be empty. + - `.email("Please Enter Valid Email")`: Ensures the input conforms to a valid email format. +- **password**: Configures validation rules for the password field using `FormValidationSchema`: + + - `.isRequired("Password is Required")`: Ensures the password field must not be empty. + - `.min(6)`: Specifies a minimum length requirement of 6 characters for the password. + +- Then create an instance of `FormValidator` with `loginValidationSchema` to validate form data based on defined rules. + +```javascript +const loginValidator = new FormValidator(loginValidationSchema); +``` + +Final usage + +```javascript +import FormValidator from "./FormValidator"; +import FormValidationSchema from "./ FormValidationSchema"; + +const loginValidationSchema = { + email: new FormValidationSchema() + .isRequired("Email is Required") + .email("Please Enter Valid Email"), + password: new FormValidationSchema() + .isRequired("Password is Required") + .min(6), +}; + +const loginValidator = new FormValidator(loginValidationSchema); + +function onSubmit(e) { + const isValid = loginValidation.validate(loginFormData); + if (!isValid) { + // Handle error + // Prevent submit + return; + } + handleLogin(loginFormData); +} +``` diff --git a/src/content/blog/run-ai-model-locally/titleImage.webp b/src/content/blog/run-ai-model-locally/titleImage.webp new file mode 100644 index 0000000000000000000000000000000000000000..abee21ff85127e5d31ac2ed2a8a55027542b4c7b GIT binary patch literal 74664 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