MaziyarPanahi/Calme-7B-Instruct-v0.1

Model Description

Calme-7B is a state-of-the-art language model with 7 billion parameters, fine-tuned over high-quality datasets on top of Mistral-7B. The Calme-7B models excel in generating text that resonates with clarity, calmness, and coherence.

How to Use

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="MaziyarPanahi/Calme-7B-Instruct-v0.1")

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("MaziyarPanahi/Calme-7B-Instruct-v0.1")
model = AutoModelForCausalLM.from_pretrained("MaziyarPanahi/Calme-7B-Instruct-v0.1")

Quantized Models

I love how GGUF democratizes the use of Large Language Models (LLMs) on commodity hardware, more specifically, personal computers without any accelerated hardware. Because of this, I am committed to converting and quantizing any models I fine-tune to make them accessible to everyone!

Examples

<s>[INST] You are a helpful, respectful and honest assistant. Always answer as helpfully as possible, while being safe.  Your answers should not include any harmful, unethical, racist, sexist, toxic, dangerous, or illegal content. Please ensure that your responses are socially unbiased and positive in nature.

If a question does not make any sense, or is not factually coherent, explain why instead of answering something not correct. If you don't know the answer to a question, please don't share false information.

describe about pros and cons of docker system. [/INST]
Show me the response
Docker is an open-source platform for developing, shipping, and running applications using containers. It was first introduced in 2013 by Solomon Hykes. Here are some pros and cons of the Docker system:

Pros:

1. Portability: Docker allows developers to package an application with all its dependencies into a standardized unit called a container. This means the application will run consistently on any system where Docker is installed, regardless of underlying operating systems.

2. Isolation: Each Docker container runs in its own isolated environment, ensuring that applications do not interfere with each other.

3. Scalability: Containers can be scaled up and down as per the need, making it easier to manage workloads.

4. Automation: Docker provides tools like Docker Compose and Kubernetes that allow automating the deployment process.

5. Efficiency: Docker images are typically smaller than traditional virtual machines, resulting in faster start-up times and lower memory usage.

Cons:

1. Resource Overhead: While Docker containers use fewer resources compared to full-blown VMs, they still require more resources than native processes.

2. Security Issues: Although Docker provides security features such as isolation and network segmentation, it can still introduce potential vulnerabilities if not managed properly.

3. Complexity: Managing Docker containers can become complex, especially when dealing with large numbers of them.

4. Learning Curve: Docker has a steep learning curve, which may take time for new users to get familiar with.

5. Networking Challenges: Docker networking can be tricky, particularly when dealing with multiple containers and services.</s>
<s> [INST] There are three killers in a room. Someone enters the room and kills one of them. Nobody leaves the room. How many killers are left in the room? Explain your reasoning step by step. [/INST]
Show me the response
1. Initially, there are three killers in the room.
2. One of them is killed by someone who enters the room.
3. Since nobody leaves the room, the number of killers remains the same as before the killing happened.
4. Therefore, after the killing, there are still three killers left in the room.</s>
<s> [INST] Mark is faster than Mary, Mary is faster than Joe. Is Joe faster than Mark? Let's think step by step [/INST]
Show me the response
1) Mark is faster than Mary.
2) Mary is faster than Joe.

Based on these two statements, we cannot conclude that Joe is faster than Mark. In fact, if you combine the two statements together, it implies that Mark > Mary > Joe, so Joe would be slower than both Mark and Mary.</s>
<s> [INST] If I lay 2 wet shirts out in the sun flat on the ground to dry and it takes 5 hours until they are dry, how long would it take to dry 4 shirts of the same type that way simultanously? [/INST]
Show me the response
If you're laying out 2 shirts at a time, you're essentially using half the drying capacity of the sun. Therefore, if it takes 5 hours for 2 shirts, it would theoretically take 10 hours (double the time) for 4 shirts laid out simultaneously. However, this assumes that there is no difference in how well the shirts can absorb sunlight due to their arrangement. In reality, if you were able to place the shirts closer together or more efficiently in the sun, it might not actually take double the time.</s>
<s> [INST] explain step by step 25-4*2+3=? [/INST]
Show me the response
1. The multiplication operation is done first, so we calculate 4 * 2 = 8.
2. Now the expression becomes 25 - 8 + 3.
3. Then perform subtraction, so 25 - 8 = 17.
4. Finally, add 3 to the result from step 3, so 17 + 3 = 20.

Therefore, 25-4*2+3 equals 20.</s>

Multilingual:

<s> [INST] Vous Γͺtes un assistant utile, respectueux et honnΓͺte. RΓ©pondez toujours de la maniΓ¨re la plus utile possible, tout en Γ©tant sΓ»r. Vos rΓ©ponses ne doivent inclure aucun contenu nuisible, contraire Γ  l'Γ©thique, raciste, sexiste, toxique, dangereux ou illΓ©gal. Assurez-vous que vos rΓ©ponses sont socialement impartiales et de nature positive.

Si une question n'a pas de sens ou n'est pas cohΓ©rente d'un point de vue factuel, expliquez pourquoi au lieu de rΓ©pondre quelque chose d'incorrect. Si vous ne connaissez pas la rΓ©ponse Γ  une question, veuillez ne pas partager de fausses informations.

Décrivez les avantages et les inconvénients du système Docker.[/INST]
Show me the response
Avantages:
1. Isolation: Docker isolates applications from each other and the operating system. This helps prevent conflicts between different versions of software or libraries.
2. Portability: Containers can run on any computer that has Docker installed, making it easy to move applications between environments.
3. Efficiency: Docker uses less memory and CPU than traditional virtual machines.
4. Automation: Docker allows for easy automation of application deployment and scaling.
5. Version control: Changes can be tracked using version control systems like Git.

InconvΓ©nients:
1. ComplexitΓ©: Setting up and managing Docker containers can be complex, especially for those new to containerization technology.
2. Resource usage: While more efficient than virtual machines, Docker still requires resources and may not be suitable for resource-constrained environments.
3. Learning curve: There is a learning curve associated with understanding and using Docker effectively.
4. Networking issues: Networking between containers can sometimes be tricky to set up and manage.
5. Security risks: If not properly configured, Docker can introduce security vulnerabilities into your infrastructure.</s>
<s> [INST] You are a helpful, respectful and honest assistant. Always answer as helpfully as possible, while being safe.  Your answers should not include any harmful, unethical, racist, sexist, toxic, dangerous, or illegal content. Please ensure that your responses are socially unbiased and positive in nature.

Answer any question in Russian.

describe about pros and cons of docker system.[/INST]
Show me the response
ΠŸΡ€ΠΎ ΠΈ ΠΊΠΎΠ½ систСмы Docker:

ΠŸΡ€ΠΎ:
1. Виртуализация Π½Π° ΡƒΡ€ΠΎΠ²Π½Π΅ ΠΎΠΏΠ΅Ρ€Π°Ρ†ΠΈΠΎΠ½Π½ΠΎΠΉ систСмы.
2. Π’ΠΎΠ·ΠΌΠΎΠΆΠ½ΠΎΡΡ‚ΡŒ создания ΠΈΠ·ΠΎΠ»ΠΈΡ€ΠΎΠ²Π°Π½Π½Ρ‹Ρ… ΠΎΠΊΡ€ΡƒΠΆΠ΅Π½ΠΈΠΉ для Ρ€Π°Π·Ρ€Π°Π±ΠΎΡ‚ΠΊΠΈ, тСстирования ΠΈ развСртывания ΠΏΡ€ΠΈΠ»ΠΎΠΆΠ΅Π½ΠΈΠΉ.
3. УскорСниС процСсса развСртывания ΠΈ отслСТивания ΠΈΠ·ΠΌΠ΅Π½Π΅Π½ΠΈΠΉ.
4. ΠŸΠΎΠ²Ρ‹ΡˆΠ΅Π½ΠΈΠ΅ бСзопасности Π·Π° счСт изоляции ΠΏΡ€ΠΈΠ»ΠΎΠΆΠ΅Π½ΠΈΠΉ.
5. Π­Ρ„Ρ„Π΅ΠΊΡ‚ΠΈΠ²Π½ΠΎΠ΅ использованиС рСсурсов.
6. Π‘ΠΎΠ²ΠΌΠ΅ΡΡ‚ΠΈΠΌΠΎΡΡ‚ΡŒ с Ρ€Π°Π·Π»ΠΈΡ‡Π½Ρ‹ΠΌΠΈ языками программирования ΠΈ ΠΏΠ»Π°Ρ‚Ρ„ΠΎΡ€ΠΌΠ°ΠΌΠΈ.
7. НаличиС большого сообщСства ΠΏΠΎΠ»ΡŒΠ·ΠΎΠ²Π°Ρ‚Π΅Π»Π΅ΠΉ ΠΈ Ρ€Π°Π·Ρ€Π°Π±ΠΎΡ‚Ρ‡ΠΈΠΊΠΎΠ².

Кон:
1. НСкоторыС Ρ„ΡƒΠ½ΠΊΡ†ΠΈΠΈ ΠΌΠΎΠ³ΡƒΡ‚ Π±Ρ‹Ρ‚ΡŒ слоТны Π² настройкС ΠΈ ΡƒΠΏΡ€Π°Π²Π»Π΅Π½ΠΈΠΈ.
2. Π’Ρ€Π΅Π±ΡƒΠ΅Ρ‚ Π΄ΠΎΠΏΠΎΠ»Π½ΠΈΡ‚Π΅Π»ΡŒΠ½ΠΎΠ³ΠΎ пространства Π½Π° дискС для хранСния ΠΎΠ±Ρ€Π°Π·ΠΎΠ² ΠΊΠΎΠ½Ρ‚Π΅ΠΉΠ½Π΅Ρ€ΠΎΠ².
3. ИспользованиС Docker ΠΌΠΎΠΆΠ΅Ρ‚ ΠΏΠΎΠ²Π»ΠΈΡΡ‚ΡŒ Π½Π° ΠΏΡ€ΠΎΠΈΠ·Π²ΠΎΠ΄ΠΈΡ‚Π΅Π»ΡŒΠ½ΠΎΡΡ‚ΡŒ систСмы.
4. Из-Π·Π° высокой изоляции, ΠΌΠΎΠΆΠ΅Ρ‚ Π²ΠΎΠ·Π½ΠΈΠΊΠ½ΡƒΡ‚ΡŒ ΡΠ»ΠΎΠΆΠ½ΠΎΡΡ‚ΡŒ Π² ΠΎΡ‚Π»Π°Π΄ΠΊΠ΅.
5. НСкоторыС ΠΏΠΎΠ»ΡŒΠ·ΠΎΠ²Π°Ρ‚Π΅Π»ΠΈ ΠΌΠΎΠ³ΡƒΡ‚ ΠΈΡΠΏΡ‹Ρ‚Ρ‹Π²Π°Ρ‚ΡŒ трудности с ΠΏΠΎΠ½ΠΈΠΌΠ°Π½ΠΈΠ΅ΠΌ ΠΊΠΎΠ½Ρ†Π΅ΠΏΡ†ΠΈΠΉ Docker.
6. Вопросы бСзопасности ΠΌΠΎΠ³ΡƒΡ‚ Π²ΠΎΠ·Π½ΠΈΠΊΠ°Ρ‚ΡŒ, Ссли Π½Π΅ ΠΊΠΎΡ€Ρ€Π΅ΠΊΡ‚Π½ΠΎ настроСны сСтСвыС связи.
7. Π—Π°Π²ΠΈΡΠΈΠΌΠΎΡΡ‚ΡŒ ΠΎΡ‚ ΠΈΠ½Ρ‚Π΅Ρ€Π½Π΅Ρ‚Π°, Ρ‚Π°ΠΊ ΠΊΠ°ΠΊ Π½Π΅ΠΊΠΎΡ‚ΠΎΡ€Ρ‹Π΅ ΠΊΠΎΠΌΠ°Π½Π΄Ρ‹ Ρ€Π°Π±ΠΎΡ‚Π°ΡŽΡ‚ Ρ‚ΠΎΠ»ΡŒΠΊΠΎ Π² ΠΎΠ½Π»Π°ΠΉΠ½ Ρ€Π΅ΠΆΠΈΠΌΠ΅.

Однако, нСсмотря Π½Π° это, Docker являСтся популярным инструмСнтом Π² ΠΌΠΈΡ€Π΅ IT благодаря Π΅Π³ΠΎ гибкости, возмоТностям ΠΈ прСимущСствам, ΠΊΠΎΡ‚ΠΎΡ€Ρ‹Π΅ ΠΎΡ‡Π΅Π½ΡŒ Π²Π°ΠΆΠ½Ρ‹ для соврСмСнного Ρ€Π°Π·Ρ€Π°Π±ΠΎΡ‚Ρ‡ΠΈΠΊΠ°.</s>
<s>[INST] Π’ΠΈ - корисний, ΠΏΠΎΠ²Π°ΠΆΠ½ΠΈΠΉ Ρ‚Π° чСсний ΠΏΠΎΠΌΡ–Ρ‡Π½ΠΈΠΊ. Π—Π°Π²ΠΆΠ΄ΠΈ Π²Ρ–Π΄ΠΏΠΎΠ²Ρ–Π΄Π°ΠΉΡ‚Π΅ максимально корисно, Π±ΡƒΠ΄ΡƒΡ‡ΠΈ Π±Π΅Π·ΠΏΠ΅Ρ‡Π½ΠΈΠΌ. Π’Π°ΡˆΡ– Π²Ρ–Π΄ΠΏΠΎΠ²Ρ–Π΄Ρ– Π½Π΅ ΠΏΠΎΠ²ΠΈΠ½Π½Ρ– містити ΡˆΠΊΡ–Π΄Π»ΠΈΠ²ΠΎΠ³ΠΎ, Π½Π΅Π΅Ρ‚ΠΈΡ‡Π½ΠΎΠ³ΠΎ, Ρ€Π°ΡΠΈΡΡ‚ΡΡŒΠΊΠΎΠ³ΠΎ, ΡΠ΅ΠΊΡΠΈΡΡ‚ΡΡŒΠΊΠΎΠ³ΠΎ, токсичного, Π½Π΅Π±Π΅Π·ΠΏΠ΅Ρ‡Π½ΠΎΠ³ΠΎ Π°Π±ΠΎ нСлСгального ΠΊΠΎΠ½Ρ‚Π΅Π½Ρ‚Ρƒ. Π‘ΡƒΠ΄ΡŒ ласка, пСрСконайтСся, Ρ‰ΠΎ Π²Π°ΡˆΡ– Π²Ρ–Π΄ΠΏΠΎΠ²Ρ–Π΄Ρ– ΡΠΎΡ†Ρ–Π°Π»ΡŒΠ½ΠΎ Π½Π΅ΡƒΠΏΠ΅Ρ€Π΅Π΄ΠΆΠ΅Π½Ρ– Ρ‚Π° ΠΌΠ°ΡŽΡ‚ΡŒ ΠΏΠΎΠ·ΠΈΡ‚ΠΈΠ²Π½ΠΈΠΉ Ρ…Π°Ρ€Π°ΠΊΡ‚Π΅Ρ€.

Π―ΠΊΡ‰ΠΎ питання Π½Π΅ ΠΌΠ°Ρ” сСнсу Π°Π±ΠΎ Π½Π΅ Ρ” Ρ„Π°ΠΊΡ‚ΠΈΡ‡Π½ΠΎ послідовним, ΠΏΠΎΡΡΠ½Ρ–Ρ‚ΡŒ Ρ‡ΠΎΠΌΡƒ, Π·Π°ΠΌΡ–ΡΡ‚ΡŒ Ρ‚ΠΎΠ³ΠΎ, Ρ‰ΠΎΠ± Π²Ρ–Π΄ΠΏΠΎΠ²Ρ–Π΄Π°Ρ‚ΠΈ Ρ‰ΠΎΡΡŒ Π½Π΅ΠΊΠΎΡ€Π΅ΠΊΡ‚Π½Π΅. Π―ΠΊΡ‰ΠΎ Π²ΠΈ Π½Π΅ Π·Π½Π°Ρ”Ρ‚Π΅ Π²Ρ–Π΄ΠΏΠΎΠ²Ρ–Π΄Ρ– Π½Π° питання, Π±ΡƒΠ΄ΡŒ ласка, Π½Π΅ Π΄Ρ–Π»Ρ–Ρ‚ΡŒΡΡ Π½Π΅ΠΏΡ€Π°Π²Π΄ΠΈΠ²ΠΎΡŽ Ρ–Π½Ρ„ΠΎΡ€ΠΌΠ°Ρ†Ρ–Ρ”ΡŽ.

Опис ΠΏΡ€ΠΎ ΠΏΠ΅Ρ€Π΅Π²Π°Π³ΠΈ Ρ‚Π° Π½Π΅Π΄ΠΎΠ»Ρ–ΠΊΠΈ систСми Docker.[/INST] 
Show me the response
Для ΠΊΡ€Π°Ρ‰ΠΎΠ³ΠΎ розуміння, Π΄Π°Π²Π°ΠΉΡ‚Π΅ розглянСмо Docker як Π²Ρ–Ρ€Ρ‚ΡƒΠ°Π»ΡŒΠ½Ρƒ ΠΌΠ°ΡˆΠΈΠ½Ρƒ для ΠΏΡ€ΠΎΠ³Ρ€Π°ΠΌΠ½ΠΎΠ³ΠΎ забСзпСчСння. 

ΠŸΠ΅Ρ€Π΅Π²Π°Π³ΠΈ Docker:
1. ΠšΠΎΠ½Ρ‚Π΅ΠΉΠ½Π΅Ρ€ΠΈΠ·Π°Ρ†Ρ–Ρ: Docker використовує ΠΊΠΎΠ½Ρ‚Π΅ΠΉΠ½Π΅Ρ€ΠΈΠ·Π°Ρ†Ρ–ΡŽ, Ρ‰ΠΎ дозволяє ΡΡ‚Π²ΠΎΡ€ΡŽΠ²Π°Ρ‚ΠΈ ΡƒΠ½Ρ–ΠΊΠ°Π»ΡŒΠ½Ρ– Π΅ΠΊΠΎΠ»ΠΎΠ³Ρ–Ρ— для ΠΊΠΎΠΆΠ½ΠΎΡ— ΠΏΡ€ΠΎΠ³Ρ€Π°ΠΌΠΈ, Ρ‰ΠΎ Π·Π±Π΅Ρ€Ρ–Π³Π°Ρ”Ρ‚ΡŒΡΡ Π² ΠΎΠ΄Π½ΠΎΠΌΡƒ місці. Π¦Π΅ ΠΎΠ·Π½Π°Ρ‡Π°Ρ”, Ρ‰ΠΎ ΠΏΡ€ΠΎΠ³Ρ€Π°ΠΌΠ° ΠΌΠΎΠΆΠ΅ Π±ΡƒΡ‚ΠΈ Π²ΠΈΠΊΠΎΠ½Π°Π½Π° Π½Π΅Π·Π°Π»Π΅ΠΆΠ½ΠΎ Π²Ρ–Π΄ навколишнього сСрСдовища.
2. Абстрагування: Docker ΠΎΠ±'Ρ”Π΄Π½ΡƒΡ” Ρ€Ρ–Π·Π½ΠΎΠΌΠ°Π½Ρ–Ρ‚Π½Ρ– Ρ‚Π΅Ρ…Π½ΠΎΠ»ΠΎΠ³Ρ–Ρ—, Ρ‚Π°ΠΊΡ– як ΠΎΠΏΠ΅Ρ€Π°Ρ†Ρ–ΠΉΠ½Ρ– систСми, ΠΌΠ΅Ρ€Π΅ΠΆΡƒ, послуги, Ρ– Ρ‚. Π΄., Π² ΠΎΠ΄ΠΈΠ½ простий ΠΏΠ°ΠΊΠ΅Ρ‚.
3. Π¨Π²ΠΈΠ΄ΠΊΠ΅ розгортання: Π— використанням Docker, ΠΌΠΎΠΆΠ½Π° Π»Π΅Π³ΠΊΠΎ ΡΡ‚Π²ΠΎΡ€ΡŽΠ²Π°Ρ‚ΠΈ Ρ‚Π° Π΄Π΅ΠΏΠ»ΠΎΡŽΠ²Π°Ρ‚ΠΈ Π½ΠΎΠ²ΠΈΡ… вСрсій ΠΏΡ€ΠΎΠ³Ρ€Π°ΠΌ, Ρ‰ΠΎ Π·Π½Π°Ρ‡Π½ΠΎ ΠΏΡ€ΠΈΡΠΊΠΎΡ€ΡŽΡ” процСс Ρ€ΠΎΠ·Ρ€ΠΎΠ±ΠΊΠΈ.
4. ΠšΠΎΠ½Ρ‚Ρ€ΠΎΠ»ΡŒ вСрсій: Docker дозволяє Π»Π΅Π³ΠΊΠΎ ΠΊΠ΅Ρ€ΡƒΠ²Π°Ρ‚ΠΈ Ρ€Ρ–Π·Π½ΠΈΠΌΠΈ вСрсіями свого ΠΏΡ€ΠΎΠ³Ρ€Π°ΠΌΠ½ΠΎΠ³ΠΎ забСзпСчСння.
5. ΠœΠΎΠΆΠ»ΠΈΠ²Ρ–ΡΡ‚ΡŒ Π°Π²Ρ‚ΠΎΠΌΠ°Ρ‚ΠΈΠ·Π°Ρ†Ρ–Ρ—: Π— Docker, ΠΌΠΎΠΆΠ½Π° Π°Π²Ρ‚ΠΎΠΌΠ°Ρ‚ΠΈΠ·ΡƒΠ²Π°Ρ‚ΠΈ вСсь процСс розгортання Π·Π° допомогою інструмСнтів CI/CD.

НСдоліки Docker:
1. ΠŸΡ€ΠΎΡ†Π΅ΡΠΎΡ€Π½ΠΈΠΉ рСсурс: Docker ΠΌΠΎΠΆΠ΅ споТивати Π±Ρ–Π»ΡŒΡˆΠ΅ процСсорних рСсурсів Π½Ρ–ΠΆ Ρ‚Ρ€Π°Π΄ΠΈΡ†Ρ–ΠΉΠ½Ρ– Π²Ρ–Ρ€Ρ‚ΡƒΠ°Π»ΡŒΠ½Ρ– машини.
2. Π’Ρ–Π΄ΡΡƒΡ‚Π½Ρ–ΡΡ‚ΡŒ ΠΏΠΎΠ²Π½ΠΎΡ— ізоляції: Π₯ΠΎΡ‡Π° Docker Π·Π°Π±Π΅Π·ΠΏΠ΅Ρ‡ΡƒΡ” Π°Π±ΡΡ‚Ρ€Π°ΠΊΡ†Ρ–ΡŽ, Π²Ρ–Π½ всС Ρ‰Π΅ Π½Π΅ ΠΏΠΎΠ²Π½Ρ–ΡΡ‚ΡŽ Ρ–Π·ΠΎΠ»ΡŽΡ” ΠΊΠΎΠ½Ρ‚Π΅ΠΉΠ½Π΅Ρ€ΠΈ.
3. Π”ΠΎΡ€ΠΎΠΆΡ‡Ρ–ΡΡ‚ΡŒ: Π£ порівнянні Π·Ρ– ΡΡ‚Π°Π½Π΄Π°Ρ€Ρ‚Π½ΠΎΡŽ Π²Ρ–Ρ€Ρ‚ΡƒΠ°Π»Ρ–Π·Π°Ρ†Ρ–Ρ”ΡŽ, Docker ΠΌΠΎΠΆΠ΅ Π±ΡƒΡ‚ΠΈ Π΄ΠΎΡ€ΠΎΠΆΡ‡Π΅.
4. ΠΠ°Π»Π°ΡˆΡ‚ΡƒΠ²Π°Π½Π½Ρ: ΠŸΠΎΡ‡Π°Ρ‚ΠΊΠΎΠ²Ρ†Ρ– ΠΌΠΎΠΆΡƒΡ‚ΡŒ стикатися Π· Ρ‚Ρ€ΡƒΠ΄Π½ΠΎΡ‰Π°ΠΌΠΈ ΠΏΡ–Π΄ час Π½Π°Π»Π°ΡˆΡ‚ΡƒΠ²Π°Π½Π½Ρ Docker.
5. ΠΠ΅ΠΎΠ±Ρ…Ρ–Π΄Π½Ρ–ΡΡ‚ΡŒ постійного оновлСння: Docker Π²ΠΈΠΌΠ°Π³Π°Ρ” постійного оновлСння, Ρ‰ΠΎ ΠΌΠΎΠΆΠ΅ ΠΏΠΎΡ‚Ρ€Π΅Π±ΡƒΠ²Π°Ρ‚ΠΈ час Ρ– рСсурси.

Π’ Ρ†Ρ–Π»ΠΎΠΌΡƒ, Docker Ρ” Π΄ΡƒΠΆΠ΅ корисним інструмСнтом для Ρ€ΠΎΠ·Ρ€ΠΎΠ±Π½ΠΈΠΊΡ–Π² Ρ– адміністраторів, Π°Π»Π΅ ΠΉΠΎΠ³ΠΎ Π½Π΅ слід застосовувати Ρƒ всіх Π²ΠΈΠΏΠ°Π΄ΠΊΠ°Ρ…, ΠΎΡΠΊΡ–Π»ΡŒΠΊΠΈ Π²Ρ–Π½ ΠΌΠ°Ρ” свої особливості Ρ‚Π° обмСТСння.</s>
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