Model: naicasc/all-MiniLM-L6-v2-finetuned-it-project-docs-qa-10000-6ep
Author: naicasc
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:8019, loss:MultipleNegativesRankingLoss, dataset:gabrielegabellone/it_project_docs, arxiv:1908.10084, arxiv:1705.00652, base_model:sentence-transformers/all-MiniLM-L6-v2, base_model:finetune:sentence-transformers/all-MiniLM-L6-v2, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: sentence-transformers/all-MiniLM-L6-v2
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:8019, loss:MultipleNegativesRankingLoss
base_model: sentence-transformers/all-MiniLM-L6-v2
widget: source_sentence: How do you change the website language in the ELCs project?
sentences: ## Features

ScriptHawk comes packed with features designed to make script management and execution seamless and secure:

*   **Centralized Script Repository**: Store, version, and manage all your scripts (Bash, Python, PowerShell, etc.) in a single, accessible location.
*   **Advanced Scheduling**: Define complex schedules using cron expressions, or trigger scripts based on events via the API.
*   **Parameterization & Templating**: Pass dynamic parameters to scripts and use templating engines (e.g., Jinja2) for flexible execution.
*   **Secure Credential Management**: Integrate with secure vaults (e.g., HashiCorp Vault) or use ScriptHawk's built-in encrypted store for sensitive data.
*   **Diverse Execution Environments**: Execute scripts locally, remotely via SSH, within Docker containers, or even on Kubernetes pods.
*   **Real-time Monitoring & Logging**: Track script execution status, view live output, and access historical logs through the CLI or Web UI.
*   **Intuitive Web UI & Robust REST API**: Manage scripts, schedules, and view results through a user-friendly web interface or programmatically via a comprehensive REST API.
*   **Version Control Integration**: Optionally integrate with Git repositories to automatically sync script definitions.
*   **Notifications**: Configure alerts for script success, failure, or long-running tasks via email, Slack, PagerDuty, and more.
*   **Error Handling & Retries**: Define custom retry policies and error handling strategies for resilient automation., ## Configure SMTP (Gmail)  
### Create app password
1. Go to your [Google Account](https://myaccount.google.com/).
2. Select Security.
3. Under "How you sign in to Google," select 2-Step Verification.
4. At the bottom of the page, select App passwords.
5. Enter a name that helps you remember where you’ll use the app password.
6. Select Generate.
7. To enter the app password, follow the instructions on your screen. The app password is the 16-character code that generates on your device.
8. Select Done., ## Translation  
### Translate the website
To translate the website **variables**, we used the `gettext` library. To create a new translation, follow these steps:  
1. Add the translation strings to the code using the `gettext` function. Ex.
```python
from django.utils.translation import gettext as _
string = _("Hello, world!")
```
2. Run the following command to create the `.po` file:
```bash
python manage.py makemessages -l <language_code>
```
3. Open the `.po` file in the `locale` directory and translate the strings. Ex.
```po
msgid "Hello, world!"
msgstr "Ciao, mondo!"
```
4. Run the following command to compile the `.po` file into a `.mo` file:
```bash
python manage.py compilemessages
```
5. To change the language of the website, update the `LANGUAGE_CODE` variable in the `settings.py` file. Ex.
```python
LANGUAGE_CODE = 'it'
```, source_sentence: What is the process for initializing a new project with SkyForge?
sentences: ## Security

Security is a top priority for AstroPilot. We are committed to maintaining a secure tool and protecting your cloud environments. This section outlines our security practices and how to report vulnerabilities.

### Reporting Vulnerabilities

If you discover a security vulnerability in AstroPilot, please **do not** open a public GitHub issue. Instead, report it responsibly by sending an email to `security@astropilot.io`.

We will acknowledge your report within 24 hours and provide a detailed response within 72 hours. We appreciate your efforts to help us keep AstroPilot secure.

### Security Best Practices

*   **Least Privilege:** AstroPilot operates with the permissions granted to your underlying cloud provider CLIs. Ensure these CLIs are configured with the principle of least privilege, granting only the necessary permissions for AstroPilot to manage your resources.
*   **Credential Management:** Store your cloud credentials securely. Avoid hardcoding sensitive information in your manifests or scripts. Utilize environment variables, IAM roles (AWS), Managed Identities (Azure), or Service Accounts (GCP) where possible.
*   **State File Security:** AstroPilot's state file contains sensitive information about your deployed infrastructure. If using remote state backends (e.g., S3, Azure Blob, GCS), ensure they are configured with appropriate access controls, encryption at rest, and versioning.
*   **Regular Updates:** Keep your AstroPilot installation and underlying cloud provider CLIs up to date to benefit from the latest security patches and features.
*   **Manifest Review:** Always review your YAML manifests before applying them, especially if they come from external sources, to prevent unintended resource creation or modification., # InfraLoom: Infrastructure as Code Weaving Tool

![Build Status](https://img.shields.io/github/actions/workflow/status/infraloom/infraloom/main.yml?branch=main&style=flat-square)
![Latest Release](https://img.shields.io/github/v/release/infraloom/infraloom?style=flat-square)
![License](https://img.shields.io/github/license/infraloom/infraloom?style=flat-square)

InfraLoom is a powerful, open-source Infrastructure as Code (IaC) tool designed to simplify the provisioning, management, and scaling of cloud resources across multiple providers. It allows teams to define their infrastructure in a declarative, human-readable format, ensuring consistency, reducing manual errors, and accelerating deployment cycles. With InfraLoom, you can weave complex cloud architectures with ease, maintaining a single source of truth for your entire infrastructure footprint., ## Getting Started

To get SkyForge up and running, follow these simple steps:

1.  **Prerequisites:** Ensure you have the necessary software installed.
2.  **Installation:** Install SkyForge using `pip`.
3.  **Configuration:** Set up your cloud provider credentials.
4.  **Initialize Project:** Create your first `skyforge.yaml` file and start defining your infrastructure., source_sentence: What are the prerequisites for installing PrismNest?
sentences: ## License

DriftCloud is open-source software licensed under the **Apache License 2.0**.

You are free to use, modify, and distribute this software under the terms of the Apache 2.0 License. A copy of the license can be found in the `LICENSE` file in the root of the repository or viewed online at [https://www.apache.org/licenses/LICENSE-2.0](https://www.apache.org/licenses/LICENSE-2.0)., ## Troubleshooting

Encountering issues is a normal part of any complex system. Here are some common troubleshooting steps and tips for EdgeForge:

**1. Check Log Levels:**

EdgeForge provides detailed logging. Increase the verbosity to get more insights into what's happening.

*   Use `--verbose` for more detailed output.
*   Use `--debug` for the most verbose output, including SSH command details and template rendering context.

```bash
edgeforge provision my-device-001 --profile my_profile --debug
```

**2. Common Errors & Solutions:**

*   **`SSH Connection Failed`:**
    *   **Cause:** Incorrect IP address, SSH port, user, or key path. Device not reachable (firewall, network issue).
    *   **Solution:** Verify IP/port. Ensure SSH server is running on the device. Check firewall rules. Test SSH connectivity manually: `ssh -i ~/.ssh/id_rsa_edgeforge edgeuser@192.168.1.100`.
*   **`Permission Denied` (during file transfer or command execution):**
    *   **Cause:** The SSH user on the device does not have sufficient permissions to write to the target directory or execute a command.
    *   **Solution:** Ensure the target directory has appropriate permissions for the SSH user. Use `sudo` within your commands or scripts if elevated privileges are required (ensure `sudo` is configured for the user without password prompt for automation).
*   **`Template Rendering Error`:**
    *   **Cause:** Syntax error in your Jinja2 template (`.j2` file) or missing variables.
    *   **Solution:** Use `--debug` to see the template context. Carefully review your template syntax. Ensure all variables used in the template are provided via the device profile or global configuration.
*   **`Package Installation Failed`:**
    *   **Cause:** Incorrect package name, repository not configured, or network issues on the device preventing package download.
    *   **Solution:** Manually SSH into the device and try installing the package. Check device's internet connectivity and repository configuration.
*   **`Service Not Starting`:**
    *   **Cause:** Incorrect service file path, syntax errors in the service template, or dependencies not met.
    *   **Solution:** After provisioning, SSH into the device. Check service status: `sudo systemctl status my_service`. View service logs: `sudo journalctl -u my_service`.

**3. Check Device State Manually:**

If EdgeForge reports success but the device isn't behaving as expected, manually SSH into the device and verify the changes:

*   Are files in the correct locations?
*   Are services running (`systemctl status` or `ps aux`)?
*   Are network settings applied (`ip a`, `route -n`)?
*   Check system logs (`journalctl`, `/var/log/syslog`).

**4. Resetting a Device (for re-provisioning):**

For development or testing, you might need to wipe and re-provision a device. This is outside EdgeForge's scope but often involves flashing the OS image or factory resetting the device., ### Prerequisites

Before installing PrismNest, ensure your system meets the following requirements:

*   **Operating System:** Linux, macOS, or Windows.
*   **Python:** Python 3.8 or higher. It's highly recommended to use a virtual environment.
*   **Cloud Provider CLIs:**
    *   **AWS:** [AWS CLI](https://aws.amazon.com/cli/) (version 2 recommended)
    *   **Azure:** [Azure CLI](https://docs.microsoft.com/en-us/cli/azure/install-azure-cli)
    *   **GCP:** [Google Cloud SDK (gcloud CLI)](https://cloud.google.com/sdk/docs/install)

    These CLIs are used by PrismNest for authentication and resource discovery. Ensure they are configured and authenticated to your respective cloud accounts with appropriate permissions to list and describe resources., source_sentence: How does the dynamic rule engine work in SignalOps to process events?
sentences: ## Features

SignalOps comes packed with features to help you manage your operational events effectively:

*   **Multi-Source Event Ingestion:**
    *   HTTP/S Webhook endpoint for receiving events from any system (e.g., Prometheus Alertmanager, Grafana, custom applications).
    *   CLI for manual event submission or integration with shell scripts.
    *   Planned integrations for Kafka, RabbitMQ, and file-based inputs.
*   **Dynamic Rule Engine:**
    *   Define complex rules using a YAML-based configuration to match, filter, and enrich incoming events.
    *   Support for regular expressions, logical operators (AND, OR, NOT), and value comparisons.
    *   Event correlation and deduplication capabilities to prevent alert storms.
*   **Flexible Notification Channels:**
    *   Integrate with popular communication platforms: Slack, Microsoft Teams, PagerDuty, Opsgenie, Email.
    *   Customizable notification templates for rich, context-aware alerts.
*   **Automated Action Hooks:**
    *   Trigger custom scripts (Bash, Python, etc.) or webhooks based on specific event patterns.
    *   Automate remediation steps, data enrichment, or ticket creation in ITSM systems.
*   **Event History & Audit Log:**
    *   Persist all processed events for auditing, post-incident analysis, and compliance.
    *   Searchable event log with filtering capabilities.
*   **Lightweight & Scalable:**
    *   Designed for efficient resource utilization, suitable for small to large-scale deployments.
    *   Containerized deployment options (Docker, Kubernetes) for easy scaling and management.
*   **CLI Tool:**
    *   Interact with SignalOps server, submit events, manage rules, and query event history directly from your terminal., ## Usage: Core Commands

NimbusForge provides a set of intuitive commands to manage your cloud infrastructure lifecycle. All commands should be run from the root directory of your NimbusForge project (where `nimbusforge.yaml` is located).

### `nimbusforge init [project_name]`

Initializes a new NimbusForge project directory. This command creates a basic `nimbusforge.yaml` and a `templates` directory.

```bash
nimbusforge init my-new-project
cd my-new-project
```

### `nimbusforge plan`

Generates an execution plan, showing what actions NimbusForge will take (create, modify, delete) to reach the desired state defined in your `nimbusforge.yaml` and templates. This is a crucial step for reviewing changes before applying them.

```bash
nimbusforge plan
```

### `nimbusforge apply`

Applies the changes defined in the execution plan to your cloud environment. NimbusForge will prompt for confirmation before proceeding.

```bash
nimbusforge apply
```

To skip the confirmation prompt (useful for CI/CD):

```bash
nimbusforge apply --auto-approve
```

### `nimbusforge destroy`

Destroys all resources managed by the current NimbusForge project. This command is irreversible and should be used with extreme caution. It will also prompt for confirmation.

```bash
nimbusforge destroy
```

To skip the confirmation prompt:

```bash
nimbusforge destroy --auto-approve
```

### `nimbusforge list`

Lists all resources currently managed by the NimbusForge project, along with their current status and key attributes.

```bash
nimbusforge list
```

### `nimbusforge output [resource_name.output_key]`

Retrieves specific output values from deployed resources. If no arguments are provided, it lists all available outputs.

```bash
nimbusforge output # Lists all outputs
nimbusforge output web-server-vpc.vpc_id # Get specific VPC ID
```

### `nimbusforge validate`

Checks the syntax and validity of your `nimbusforge.yaml` and template files without interacting with the cloud provider.

```bash
nimbusforge validate
```, ## CoreCrate: The Universal Container Orchestration Toolkit

![CoreCrate Logo](https://example.com/corecrate-logo.png)

CoreCrate is a powerful, open-source command-line interface (CLI) tool designed to simplify and streamline the management of containerized applications across various environments. From local development to multi-cloud deployments, CoreCrate provides a unified, declarative approach to defining, deploying, and scaling your services, abstracting away the complexities of underlying container runtimes and orchestrators like Docker, Kubernetes, and Podman., source_sentence: How is configuration managed in CoreOps, and what is the order of precedence?
sentences: ## Getting Started: Configuration

OmniTrail's configuration is primarily managed through environment variables for Docker Compose and values files for Helm deployments. Key configuration aspects include data sources, storage, and authentication.

### Environment Variables (Docker Compose)

Edit the `deploy/docker-compose.yml` file or create a `.env` file in the root directory. Common variables:

*   `OT_STORAGE_RETENTION_DAYS`: Number of days to retain data (e.g., `30`). Default is `7`.
*   `OT_API_PORT`: Port for the API service (e.g., `8081`). Default is `8081`.
*   `OT_WEB_PORT`: Port for the Web UI service (e.g., `8080`). Default is `8080`.
*   `OT_AUTH_ENABLED`: Set to `true` to enable user authentication. Default is `false`.
*   `OT_AUTH_JWT_SECRET`: Secret key for JWT token generation (required if `OT_AUTH_ENABLED=true`).

Example `.env`:
```dotenv
OT_STORAGE_RETENTION_DAYS=90
OT_AUTH_ENABLED=true
OT_AUTH_JWT_SECRET=your_super_secret_jwt_key_here
```

### Helm Values (Kubernetes)

For Kubernetes, configuration is managed via the `values.yaml` file or by passing `--set` flags during `helm install` or `helm upgrade`.

Create a custom `my-values.yaml` file:
```yaml
omnitrail-core:
  storage:
    retentionDays: 90
omnitrail-web:
  service:
    type: LoadBalancer
omnitrail-api:
  auth:
    enabled: true
    jwtSecret: "your_super_secret_jwt_key_here"
```

Then install with:
```bash
helm install omnitrail omnitrail/omnitrail -n omnitrail -f my-values.yaml
```

### Data Source Configuration

OmniTrail agents and SDKs are configured separately to point to the OmniTrail ingestion endpoint. For example, an `omnitrail-agent` configuration might look like:

```yaml
# /etc/omnitrail-agent/config.yaml
ingestion_url: "http://omnitrail-api.omnitrail.svc.cluster.local:8081/api/v1/ingest"
metrics:
  enabled: true
  collect_interval: 15s
logs:
  enabled: true
  paths:
    - /var/log/*.log
```
Refer to the [Configuration Guide](https://docs.omnitrail.io/configuration) for a complete list of configurable parameters., ## About PylonGrid

PylonGrid aims to simplify the complexity of managing large-scale distributed computing environments. It acts as a central nervous system for your compute resources, abstracting away the underlying infrastructure details and providing a unified interface for submitting, monitoring, and managing computational jobs. Whether you're running scientific simulations, data processing pipelines, or microservices, PylonGrid ensures your workloads are executed on the most suitable resources, maximizing throughput and minimizing operational overhead.

Key principles guiding PylonGrid's development:
*   **Efficiency:** Optimize resource utilization through intelligent scheduling algorithms.
*   **Reliability:** Ensure job completion even in the face of node failures or network partitions.
*   **Flexibility:** Support diverse workloads and integrate with various infrastructure types (on-prem, cloud, hybrid).
*   **Scalability:** Designed to manage thousands of nodes and millions of jobs.
*   **Usability:** Provide intuitive CLI and API for developers and operators., ## Configuration

CoreOps is highly configurable, allowing you to tailor its behavior to your specific environment. Configuration can be managed through a central `coreops.yaml` file, environment variables, or command-line flags. The order of precedence is: command-line flags > environment variables > `coreops.yaml` > default values.
datasets: gabrielegabellone/it_project_docs
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics: cosine_accuracy
model-index: name: SentenceTransformer based on sentence-transformers/all-MiniLM-L6-v2
results: task: type: triplet
name: Triplet
dataset: name: itprojectdocs dev
type: itprojectdocs-dev
metrics: type: cosine_accuracy
value: 0.9950124621391296
name: Cosine Accuracy
verified: no
Likes: 0 | All-time downloads: 27
Created: 2025-10-14 12:56:41