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- API docs
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- Blog
- How machines learn to understand words: a guide to embeddings in NLP
- Prompt-based learning with Transformers
- Efficient Transformers II: knowledge distillation & fine-tuning
- Efficient Transformers I: attention mechanisms
- Deep hierarchical unsupervised intent modelling: getting value without training data
- Fixing annotating bias with Communications Mining
- Active learning: better ML models in less time
- It's all in the numbers - assessing model performance with metrics
- Why model validation is important
- Comparing Communications Mining and Google AutoML for conversational data intelligence
Communications Mining Developer Guide
Last updated Dec 20, 2024
Overview
The Communications Mining Command Line Interface,
re
, is a unified tool that provides a consistent interface for interacting with all parts of Communications Mining from a terminal.
re
simplifies managing Communications Mining resources, such as sources and datasets, as well as importing or exporting communications
data. Additionally, re
maintains multiple contexts, making it easy to switch between multiple authentication tokens for different users, service
accounts or Communications Mining endpoints.
The Communications Mining CLI is open source and developed on GitHub.
- Create, get, update and delete operations for all the different Communications Mining resources. This includes sources, datasets, comments, buckets, streams and more.
- Context management for multiple API tokens and Communications Mining endpoints.
- Easily upload new messages to a source.
- Download messages from a set of sources and datasets together with the human applied annotations. Useful for backups, migrating data or for applying some transformations to the data.
- Basic shell autocompletion for
zsh
andbash
, colorized terminal output, progress bars and more
Binary
Statically linked binaries with no dependencies are provided for all major platforms
From Source
To build from source, you need a recent version of the Rust toolchain installed. To install using cargo.
cargo install --locked reinfer-cli
cargo install --locked reinfer-cli
Ensure you have the cargo bin directory in your path (typically
~/.cargo/bin
).
Alternatively, you can always clone the repository and build it with
cargo build
.
The Communications Mining CLI ships with a lot of command documentation that is accessible with the
--help
or -h
flag.$ re --help
$ re <command> --help
$ re <command> <subcommand> --help
$ re --help
$ re <command> --help
$ re <command> <subcommand> --help
We encourgage you to use read the included documentation as it's extensive and always up to date.
$ re --help
reinfer-cli 0.11.0
re is the command line interface to reinfer clusters
USAGE:
re [FLAGS] [OPTIONS] <SUBCOMMAND>
FLAGS:
-h, --help Prints help information
-V, --version Prints version information
-v, --verbose Enable more verbose logging
OPTIONS:
-k, --accept-invalid-certificates <accept-invalid-certificates>
--config-file <config>
Path to the configuration file. Typically defaults to ~/.config/reinfer on Linux
-c, --context <context>
Specify what context to use. Overrides the current context, if any
--endpoint <endpoint>
Specify what endpoint to use. Overrides the one from the current context, if any
-o, --output <output>
Output format. One of: json, table [default: table]
--proxy <proxy>
URL for an HTTP proxy that will be used for all requests if specified
--token <token>
Specify what API token to use. Overrides the one from the current context, if any
SUBCOMMANDS:
completion Output shell completion code for the specified shell (bash or zsh)
config Manage reinfer authentication and endpoint contexts
create Create new resources
delete Delete a resource
get Display resources and export comments to the local filesystem
help Prints this message or the help of the given subcommand(s)
update Update existing resources
$ re --help
reinfer-cli 0.11.0
re is the command line interface to reinfer clusters
USAGE:
re [FLAGS] [OPTIONS] <SUBCOMMAND>
FLAGS:
-h, --help Prints help information
-V, --version Prints version information
-v, --verbose Enable more verbose logging
OPTIONS:
-k, --accept-invalid-certificates <accept-invalid-certificates>
--config-file <config>
Path to the configuration file. Typically defaults to ~/.config/reinfer on Linux
-c, --context <context>
Specify what context to use. Overrides the current context, if any
--endpoint <endpoint>
Specify what endpoint to use. Overrides the one from the current context, if any
-o, --output <output>
Output format. One of: json, table [default: table]
--proxy <proxy>
URL for an HTTP proxy that will be used for all requests if specified
--token <token>
Specify what API token to use. Overrides the one from the current context, if any
SUBCOMMANDS:
completion Output shell completion code for the specified shell (bash or zsh)
config Manage reinfer authentication and endpoint contexts
create Create new resources
delete Delete a resource
get Display resources and export comments to the local filesystem
help Prints this message or the help of the given subcommand(s)
update Update existing resources
Troubleshooting
To troubleshoot issues with the Communications Mining CLI, the following may be useful
- Make sure the latest version of
re
is installed. Get the installed version by runningre --version
orre -V
- The
--verbose
flag prints debugging messages, which may narrow down the issue. - Connection issues may be due to improperly configured proxy settings. See Using a Proxy to configure request proxying.
- The Communications Mining CLI configuration directory is system specific, e.g.
~/.config/reinfer
on Linux or macOS and%AppData%/reinfer
on Windows. It can safely be deleted and the CLI will repopulate it, but all configuration (including user sessions) will be lost.
If there is anything you feel we can do to improve it or if you encounter any bugs or unexpected behavior, please contact support.