{ "info": { "author": "ASAPP Inc.", "author_email": "flambe@asapp.com", "bugtrack_url": null, "classifiers": [], "description": "Flamb\u00e9\n------\n\n|\n\n.. image:: https://github.com/asappresearch/flambe/workflows/Run%20fast%20tests/badge.svg\n :target: https://github.com/asappresearch/flambe/actions\n :alt: Fast tests\n\n.. image:: https://github.com/asappresearch/flambe/workflows/Run%20slow%20tests/badge.svg\n :target: https://github.com/asappresearch/flambe/actions\n :alt: Slow tests\n\n.. image:: https://readthedocs.org/projects/flambe/badge/?version=latest\n :target: https://flambe.ai/en/latest/?badge=latest\n :alt: Documentation Status\n\n.. image:: https://badge.fury.io/py/flambe.svg\n :target: https://badge.fury.io/py/flambe\n :alt: PyPI version\n\n|\n\nWelcome to Flamb\u00e9, a `PyTorch `_-based library that allows users to:\n\n* Run complex experiments with **multiple training and processing stages**\n* **Search over hyperparameters**, and select the best trials\n* Run experiments **remotely** over many workers, including full AWS integration\n* Easily share experiment configurations, results, and model weights with others\n\nInstallation\n------------\n\n**From** ``PIP``:\n\n.. code-block:: bash\n\n pip install flambe\n\n**From source**:\n\n.. code-block:: bash\n\n git clone git@github.com:asappresearch/flambe.git\n cd flambe\n pip install .\n\n\nGetting started\n---------------\n\nDefine an ``Experiment``:\n\n.. code-block:: yaml\n\n !Experiment\n\n name: sst-text-classification\n\n pipeline:\n\n # stage 0 - Load the Stanford Sentiment Treebank dataset and run preprocessing\n dataset: !SSTDataset\n transform:\n text: !TextField\n label: !LabelField\n\n # Stage 1 - Define a model\n model: !TextClassifier\n embedder: !Embedder\n embedding: !torch.Embedding # automatically use pytorch classes\n num_embeddings: !@ dataset.text.vocab_size\n embedding_dim: 300\n embedding_dropout: 0.3\n encoder: !PooledRNNEncoder\n input_size: 300\n n_layers: !g [2, 3, 4]\n hidden_size: 128\n rnn_type: sru\n dropout: 0.3\n output_layer: !SoftmaxLayer\n input_size: !@ model[embedder][encoder].rnn.hidden_size\n output_size: !@ dataset.label.vocab_size\n\n # Stage 2 - Train the model on the dataset\n train: !Trainer\n dataset: !@ dataset\n model: !@ model\n train_sampler: !BaseSampler\n val_sampler: !BaseSampler\n loss_fn: !torch.NLLLoss\n metric_fn: !Accuracy\n optimizer: !torch.Adam\n params: !@ train[model].trainable_params\n max_steps: 10\n iter_per_step: 100\n\n # Stage 3 - Eval on the test set\n eval: !Evaluator\n dataset: !@ dataset\n model: !@ train.model\n metric_fn: !Accuracy\n eval_sampler: !BaseSampler\n\n # Define how to schedule variants\n schedulers:\n train: !ray.HyperBandScheduler\n\nAll objects in the ``pipeline`` are subclasses of ``Component``, which\nare automatically registered to be used with YAML. Custom ``Component``\nimplementations must implement ``run`` to add custom behavior when being executed.\n\nNow just execute:\n\n.. code-block:: bash\n\n flambe example.yaml\n\nNote that defining objects like model and dataset ahead of time is optional; it's useful if you want to reference the same model architecture multiple times later in the pipeline.\n\nProgress can be monitored via the Report Site (with full integration with Tensorboard).\n\nFeatures\n--------\n\n* **Native support for hyperparameter search**: using search tags (see ``!g`` in the example) users can define multi variant pipelines. More advanced search algorithms will be available in a coming release!\n* **Remote and distributed experiments**: users can submit ``Experiments`` to ``Clusters`` which will execute in a distributed way. Full ``AWS`` integration is supported.\n* **Visualize all your metrics and meaningful data using Tensorboard**: log scalars, histograms, images, hparams and much more.\n* **Add custom code and objects to your pipelines**: extend flamb\u00e9 functionality using our easy-to-use *extensions* mechanism.\n* **Modularity with hierarchical serialization**: save different components from pipelines and load them safely anywhere.\n\nNext Steps\n-----------\n\nFull documentation, tutorials and much more in https://flambe.ai\n\nContact\n-------\nYou can reach us at flambe@asapp.com\n\n\n", "description_content_type": "text/x-rst; charset=UTF-8", "docs_url": null, "download_url": "", "downloads": { "last_day": -1, "last_month": -1, "last_week": -1 }, "home_page": "", "keywords": "", "license": "", "maintainer": "", "maintainer_email": "", "name": "flambe", "package_url": "https://pypi.org/project/flambe/", "platform": "", "project_url": "https://pypi.org/project/flambe/", "project_urls": null, "release_url": "https://pypi.org/project/flambe/0.4.18/", "requires_dist": [ "colorama (~=0.3.9)", "torch (~=1.3.0)", "numpy (~=1.16.0)", "ruamel.yaml (<0.16.5,>=0.15.87)", "pandas (>=0.23.4)", "tqdm (~=4.28)", "scikit-learn (~=0.20.3)", "paramiko (~=2.7.1)", "boto3 (>=1.9.100)", "ray (==0.7.6)", "requests (~=2.21.0)", "Flask (~=1.0.0)", "tensorboardx-hparams (==1.7.2)", "GitPython (~=2.1.11)", "sru (~=2.2.1)", "pygments (~=2.3.1)", "nltk (~=3.4.1)", "dill (>=0.3.1)", "gensim (==3.7.3)", "pip (~=19.1)", "awscli (~=1.17)", "transformers (~=2.2.1)", "jinja2 (~=2.10.1)", "ninja (~=1.9.0)" ], "requires_python": ">=3.6.1", "summary": "Pytorch based library for robust prototyping, standardized benchmarking, and effortless experiment management", "version": "0.4.18", "yanked": false, "yanked_reason": null }, "last_serial": 7190432, "releases": { "0.4.0": [ { "comment_text": "", "digests": { "md5": "ab7768bc78ddb6a4d48a9b158f77ef39", "sha256": "72fd6aedd0387c60f8705a43cf130aa80d1ed307f2bda31f0adea744d9d2cee8" }, "downloads": -1, "filename": "flambe-0.4.0-py2.py3-none-any.whl", "has_sig": false, "md5_digest": "ab7768bc78ddb6a4d48a9b158f77ef39", "packagetype": "bdist_wheel", "python_version": "py2.py3", "requires_python": ">=3.6.1", "size": 180430, "upload_time": "2019-07-30T18:24:49", "upload_time_iso_8601": "2019-07-30T18:24:49.599056Z", "url": "https://files.pythonhosted.org/packages/4e/f9/8bb71610983fc0c0a53c22cf7e61c9e1c528099f2fc7fcea2b194d8d1a21/flambe-0.4.0-py2.py3-none-any.whl", "yanked": false, "yanked_reason": null }, { "comment_text": "", "digests": { "md5": "8a4cbb3603646c9a22059ceafbfafd51", "sha256": "594e24da1ee294b94a11aae4348e371f01611ed33543f5fc745f49d1bc9cf0ba" }, "downloads": -1, "filename": "flambe-0.4.0.tar.gz", "has_sig": false, "md5_digest": "8a4cbb3603646c9a22059ceafbfafd51", "packagetype": "sdist", "python_version": "source", "requires_python": ">=3.6.1", "size": 135839, "upload_time": "2019-07-30T18:24:59", "upload_time_iso_8601": "2019-07-30T18:24:59.162248Z", "url": "https://files.pythonhosted.org/packages/bb/23/1cf44005f8ff9e72c702baf3e7b72bb9be309dc4d237746dc4fb035acc50/flambe-0.4.0.tar.gz", "yanked": false, "yanked_reason": null } ], "0.4.1": [ { "comment_text": "", "digests": { "md5": "704de1903cc4babc0757818309b19794", "sha256": "80a6fb5daecb4ee84c64e0fe4a9ff9f8b6c429c3ba1c29c17fd4d67ce5c28ce1" }, "downloads": -1, "filename": "flambe-0.4.1-py3-none-any.whl", "has_sig": false, "md5_digest": "704de1903cc4babc0757818309b19794", "packagetype": "bdist_wheel", "python_version": "py3", "requires_python": ">=3.6.1", "size": 181185, "upload_time": "2019-08-03T21:44:05", "upload_time_iso_8601": "2019-08-03T21:44:05.909397Z", "url": "https://files.pythonhosted.org/packages/d4/36/7e5c2f6bc88f80ecdaecd75f5c21b493c45f4401475dfdbbf21f5df75508/flambe-0.4.1-py3-none-any.whl", "yanked": false, "yanked_reason": null }, { "comment_text": "", "digests": { "md5": "100c6eb9c287c8faf58089604e1e6979", "sha256": "7f8bdb76515ed1e908ae10a690dc140a2e7067535f0bcd75f25f8d0f5b52e893" }, "downloads": -1, "filename": "flambe-0.4.1.tar.gz", "has_sig": false, "md5_digest": "100c6eb9c287c8faf58089604e1e6979", "packagetype": "sdist", "python_version": "source", "requires_python": ">=3.6.1", "size": 136312, "upload_time": "2019-08-03T21:44:08", "upload_time_iso_8601": "2019-08-03T21:44:08.864160Z", "url": "https://files.pythonhosted.org/packages/f6/30/cb2e394be7ea9820889b860b0e793265bd1a432e54bf3cd8379688bb13f1/flambe-0.4.1.tar.gz", "yanked": false, "yanked_reason": null } ], "0.4.10": [ { "comment_text": "", "digests": { "md5": "b61f5258869d95346a8b79f4342a955c", "sha256": "1cb43b578b9e9196ba1bc7d3552e89144b3e742824178ea7b32f27cb2bbbc743" }, "downloads": -1, "filename": "flambe-0.4.10-py3-none-any.whl", "has_sig": false, "md5_digest": "b61f5258869d95346a8b79f4342a955c", "packagetype": "bdist_wheel", "python_version": "py3", "requires_python": ">=3.6.1", "size": 210309, "upload_time": "2020-01-10T21:01:01", "upload_time_iso_8601": "2020-01-10T21:01:01.296417Z", "url": "https://files.pythonhosted.org/packages/13/e6/8dd9c40c8b3036b3d2473dede04f47323ed159d9bd666eaeae48c3b13574/flambe-0.4.10-py3-none-any.whl", "yanked": false, "yanked_reason": null }, { "comment_text": "", "digests": { "md5": "78f92c08805b5361c3353132dd6218fe", "sha256": "a5ad5ad6f513e0fb38c1b1e0b5e328dff90884f00b531fd94d30de16bf61c18f" }, "downloads": -1, "filename": "flambe-0.4.10.tar.gz", "has_sig": false, "md5_digest": "78f92c08805b5361c3353132dd6218fe", "packagetype": "sdist", "python_version": "source", "requires_python": ">=3.6.1", "size": 156705, "upload_time": "2020-01-10T21:01:03", "upload_time_iso_8601": "2020-01-10T21:01:03.447905Z", "url": "https://files.pythonhosted.org/packages/41/83/e41e790369d38a18b2d0993c0378003524d4c86ddadd8f7f61738ea3edce/flambe-0.4.10.tar.gz", "yanked": false, "yanked_reason": null } ], "0.4.11": [ { "comment_text": "", "digests": { "md5": "c24c7db84426f3acd4a73443c78d6582", "sha256": "0bf1088efe3513e2b1024bfe85143b2e4f55020b9642c5d39a4f066f6f8cec3c" }, "downloads": -1, "filename": "flambe-0.4.11-py3-none-any.whl", "has_sig": false, "md5_digest": "c24c7db84426f3acd4a73443c78d6582", "packagetype": "bdist_wheel", "python_version": "py3", "requires_python": ">=3.6.1", "size": 211043, "upload_time": "2020-01-21T23:04:43", "upload_time_iso_8601": "2020-01-21T23:04:43.842012Z", "url": "https://files.pythonhosted.org/packages/0a/32/64aeab73038496e6fb7a1b999d35ea923d967baac59c232a6d29c4607cfc/flambe-0.4.11-py3-none-any.whl", "yanked": false, "yanked_reason": null }, { "comment_text": "", "digests": { "md5": "ad84e3e76da8caa9985655c80e44dcf4", "sha256": "e12af76cfe3a5e95d8269af0f517a77ad90955bb005f745fe9a9ff6e905a7619" }, "downloads": -1, "filename": "flambe-0.4.11.tar.gz", "has_sig": false, "md5_digest": "ad84e3e76da8caa9985655c80e44dcf4", "packagetype": "sdist", "python_version": "source", "requires_python": ">=3.6.1", "size": 157837, "upload_time": "2020-01-21T23:04:46", "upload_time_iso_8601": "2020-01-21T23:04:46.139707Z", "url": "https://files.pythonhosted.org/packages/e5/61/279b74262453ef3880adb785ff776432d926752f49a33e4e4af65a4f7bd9/flambe-0.4.11.tar.gz", "yanked": false, "yanked_reason": null } ], "0.4.12": [ { "comment_text": "", "digests": { "md5": "2b395a3a9c1ecab3ad8bd164c4a45edd", "sha256": "136c2d2dac11100a1a770bd16f166b727a2e33b46ee0442f4a344cad40a7d1ec" }, "downloads": -1, "filename": "flambe-0.4.12-py3-none-any.whl", "has_sig": false, "md5_digest": "2b395a3a9c1ecab3ad8bd164c4a45edd", "packagetype": "bdist_wheel", "python_version": "py3", "requires_python": ">=3.6.1", "size": 211347, "upload_time": "2020-02-03T22:34:54", "upload_time_iso_8601": "2020-02-03T22:34:54.125013Z", "url": "https://files.pythonhosted.org/packages/23/e8/53bc8dfc6e6076c904a0c61274204398dd3525b5d4dae3330c918f39923c/flambe-0.4.12-py3-none-any.whl", "yanked": false, "yanked_reason": null }, { "comment_text": "", "digests": { "md5": "4b5b5c1723a162bd4432a2b141e20f91", "sha256": "41ae0fdbf8ac5b9054e3c239f79dd7fa6dae53d0bf795d64344c038f36c9f867" }, "downloads": -1, "filename": "flambe-0.4.12.tar.gz", "has_sig": false, "md5_digest": "4b5b5c1723a162bd4432a2b141e20f91", "packagetype": "sdist", "python_version": "source", "requires_python": ">=3.6.1", "size": 156934, "upload_time": "2020-02-03T22:34:55", "upload_time_iso_8601": "2020-02-03T22:34:55.935508Z", "url": "https://files.pythonhosted.org/packages/25/de/d13fbdc0ee51fbd4a2be2ed2e7bb2c45ef58f17792daa561b73cdd351aad/flambe-0.4.12.tar.gz", "yanked": false, "yanked_reason": null } ], "0.4.13": [ { "comment_text": "", "digests": { "md5": "1fd52209dec49dd9883c6a8e496d61b0", "sha256": "517f1e6ed013e16b01779263774ae2c5168dbe5b843f0ec02f3f24b9798a903e" }, "downloads": -1, "filename": "flambe-0.4.13-py3-none-any.whl", "has_sig": false, "md5_digest": "1fd52209dec49dd9883c6a8e496d61b0", "packagetype": "bdist_wheel", "python_version": "py3", "requires_python": ">=3.6.1", "size": 214350, "upload_time": "2020-02-11T15:33:31", "upload_time_iso_8601": "2020-02-11T15:33:31.515646Z", "url": "https://files.pythonhosted.org/packages/1f/47/7e66e69f1ed7870b2ee25b267c7c4ecbbf2cfaa466c9d53c56d74a9395f4/flambe-0.4.13-py3-none-any.whl", "yanked": false, "yanked_reason": null }, { "comment_text": "", "digests": { "md5": "f41e7e9c8a321307725360cf7b4ebd65", "sha256": "330c5a31a76df1359c9b4c235d859e878733bee60a19ce1ad644a085b73aae42" }, "downloads": -1, "filename": "flambe-0.4.13.tar.gz", "has_sig": false, "md5_digest": "f41e7e9c8a321307725360cf7b4ebd65", "packagetype": "sdist", "python_version": "source", "requires_python": ">=3.6.1", "size": 160523, "upload_time": "2020-02-11T15:33:33", "upload_time_iso_8601": "2020-02-11T15:33:33.968544Z", "url": "https://files.pythonhosted.org/packages/49/5e/6e5cc5a706bec9b4c2b2ecf6d9da45778b54b87a2d60fa4245d56bba2870/flambe-0.4.13.tar.gz", "yanked": false, "yanked_reason": null } ], "0.4.14": [ { "comment_text": "", "digests": { "md5": "9b140e68cb106f56352f77e2fb86dae6", "sha256": "4a0d835afb3010e543df1e217fb1c0f4019b5f83375a7ef074967d0a2d340841" }, "downloads": -1, "filename": "flambe-0.4.14-py3-none-any.whl", "has_sig": false, "md5_digest": "9b140e68cb106f56352f77e2fb86dae6", "packagetype": "bdist_wheel", "python_version": "py3", "requires_python": ">=3.6.1", "size": 220132, "upload_time": "2020-03-03T16:44:32", "upload_time_iso_8601": "2020-03-03T16:44:32.542534Z", "url": "https://files.pythonhosted.org/packages/ef/34/7b0d44e624077d36032f867e024c2e500a32f7d68025584016f1b03e6083/flambe-0.4.14-py3-none-any.whl", "yanked": false, "yanked_reason": null }, { "comment_text": "", "digests": { "md5": "da21e14d7076167813a1ffee7ad57ed2", "sha256": "34efe33290953b5deb6f30f0d85f8060368d8c48fd2dc32af07a8be00fd9eac4" }, "downloads": -1, "filename": "flambe-0.4.14.tar.gz", "has_sig": false, "md5_digest": "da21e14d7076167813a1ffee7ad57ed2", "packagetype": "sdist", "python_version": "source", "requires_python": ">=3.6.1", "size": 166148, "upload_time": "2020-03-03T16:44:34", "upload_time_iso_8601": "2020-03-03T16:44:34.314786Z", "url": "https://files.pythonhosted.org/packages/2c/7c/e49db0c9cd7e0b6285ec0a33b5ac4e2abadcd1a9968a28ccae3df388b4fb/flambe-0.4.14.tar.gz", "yanked": false, "yanked_reason": null } ], "0.4.15": [ { "comment_text": "", "digests": { "md5": "977582f71f429cd866947d8904c40abd", "sha256": "e0b29ea998869ee11ca0a1005489250fe2b080051d5359508cd9248e30b4ae45" }, "downloads": -1, "filename": "flambe-0.4.15-py3-none-any.whl", "has_sig": false, "md5_digest": "977582f71f429cd866947d8904c40abd", "packagetype": "bdist_wheel", "python_version": "py3", "requires_python": ">=3.6.1", "size": 220629, "upload_time": "2020-03-26T18:53:13", "upload_time_iso_8601": "2020-03-26T18:53:13.518991Z", "url": "https://files.pythonhosted.org/packages/53/f2/a69d5ab75f0f8077a557cfe1909b11ba1488c9e3e7d12e3980b042d63081/flambe-0.4.15-py3-none-any.whl", "yanked": false, "yanked_reason": null }, { "comment_text": "", "digests": { "md5": "aa3cea6ce7973912f26cb25c8f716761", "sha256": "6d0ab282c7b3aadac93d5f02b80fe00bde7f1c3958869d0aa1777a796a5ef072" }, "downloads": -1, "filename": "flambe-0.4.15.tar.gz", "has_sig": false, "md5_digest": "aa3cea6ce7973912f26cb25c8f716761", "packagetype": "sdist", "python_version": "source", "requires_python": ">=3.6.1", "size": 166463, "upload_time": "2020-03-26T18:53:14", "upload_time_iso_8601": "2020-03-26T18:53:14.963385Z", "url": "https://files.pythonhosted.org/packages/6a/04/e27af74fa8fc298662e31d79abb7f76005005e1cc4f3dbf9272dec481734/flambe-0.4.15.tar.gz", "yanked": false, "yanked_reason": null } ], "0.4.16": [ { "comment_text": "", "digests": { "md5": "071996b4024307411ff6c5f6dfed648f", "sha256": "76199325cbfdc8f2ea731cc48d429b06eca0030cd699c148265e1dc4235effb6" }, "downloads": -1, "filename": "flambe-0.4.16-py3-none-any.whl", "has_sig": false, "md5_digest": "071996b4024307411ff6c5f6dfed648f", "packagetype": "bdist_wheel", "python_version": "py3", "requires_python": ">=3.6.1", "size": 220501, "upload_time": "2020-04-02T16:27:23", "upload_time_iso_8601": "2020-04-02T16:27:23.782053Z", "url": "https://files.pythonhosted.org/packages/55/01/bd121e38043231df90feb39a334339893460c2d6049cd08207ccc5cedc62/flambe-0.4.16-py3-none-any.whl", "yanked": false, "yanked_reason": null }, { "comment_text": "", "digests": { "md5": "b731f40a92e97d9d8014731739a73e4f", "sha256": "e4f0be073d8efab7a2263a2feeb72f95dc6cfd0d821396efd108eeb75b8c5fd7" }, "downloads": -1, "filename": "flambe-0.4.16.tar.gz", "has_sig": false, "md5_digest": "b731f40a92e97d9d8014731739a73e4f", "packagetype": "sdist", "python_version": "source", "requires_python": ">=3.6.1", "size": 166746, "upload_time": "2020-04-02T16:27:25", "upload_time_iso_8601": "2020-04-02T16:27:25.413076Z", "url": "https://files.pythonhosted.org/packages/87/02/09db4dbcc9489fedde2df1eac1df41100a89965e74f3ef61aad3ef50e69a/flambe-0.4.16.tar.gz", "yanked": false, "yanked_reason": null } ], "0.4.18": [ { "comment_text": "", "digests": { "md5": "9ab55fcd26c420750e1c0a5f692ec5f2", "sha256": "8656b80550f23ebdd27fb48583762fd0a4bcef4aa15cd4a1c659acdcd7fd6452" }, "downloads": -1, "filename": "flambe-0.4.18-py3-none-any.whl", "has_sig": false, "md5_digest": "9ab55fcd26c420750e1c0a5f692ec5f2", "packagetype": "bdist_wheel", "python_version": "py3", "requires_python": ">=3.6.1", "size": 220499, "upload_time": "2020-05-07T17:34:10", "upload_time_iso_8601": "2020-05-07T17:34:10.180205Z", "url": "https://files.pythonhosted.org/packages/a9/46/5a84fa944d83f9199b0f48d7e77f9d578a9186995b8494205c295e02e73d/flambe-0.4.18-py3-none-any.whl", "yanked": false, "yanked_reason": null }, { "comment_text": "", "digests": { "md5": "a7bca2d485ae222dbbfde37ec06c5fb5", "sha256": "523aa5afbef530b1fb8916f26b6d6d50a09ae39febbf3583e81d3b4d135d4e6a" }, "downloads": -1, "filename": "flambe-0.4.18.tar.gz", "has_sig": false, "md5_digest": "a7bca2d485ae222dbbfde37ec06c5fb5", "packagetype": "sdist", "python_version": "source", "requires_python": ">=3.6.1", "size": 165972, "upload_time": "2020-05-07T17:34:11", "upload_time_iso_8601": "2020-05-07T17:34:11.336983Z", "url": "https://files.pythonhosted.org/packages/09/68/24b55ce89183ba11679349956fdf1ceebcb7093032424367e6647c424426/flambe-0.4.18.tar.gz", "yanked": false, "yanked_reason": null } ], "0.4.2": [ { "comment_text": "", "digests": { "md5": "6f495ce8b5fdbd0d8b7991f3af832265", "sha256": "355e76a578260b88d342b09d704c78a09f49d938e6b93b964397e8c206451a69" }, "downloads": -1, "filename": "flambe-0.4.2-py3-none-any.whl", "has_sig": false, "md5_digest": "6f495ce8b5fdbd0d8b7991f3af832265", "packagetype": "bdist_wheel", "python_version": "py3", "requires_python": ">=3.6.1", "size": 181185, "upload_time": "2019-08-08T13:18:31", "upload_time_iso_8601": "2019-08-08T13:18:31.440158Z", "url": "https://files.pythonhosted.org/packages/e0/ca/e05ef6c50c136049a6ffaeba37aa30d77ff3698b5a7dde6569316ff6d74d/flambe-0.4.2-py3-none-any.whl", "yanked": false, "yanked_reason": null }, { "comment_text": "", "digests": { "md5": "1a8511f2204fa247e58c9c646c1c724a", "sha256": "901be44703ff34a8cae8a3933c835f94ba635a2c3eefc1a3c3258d5e3062eae5" }, "downloads": -1, "filename": "flambe-0.4.2.tar.gz", "has_sig": false, "md5_digest": "1a8511f2204fa247e58c9c646c1c724a", "packagetype": "sdist", "python_version": "source", "requires_python": ">=3.6.1", "size": 136539, "upload_time": "2019-08-08T13:18:34", "upload_time_iso_8601": "2019-08-08T13:18:34.595447Z", "url": "https://files.pythonhosted.org/packages/99/86/a17511eaee8ef3f62063bbb5798fe2cf60661ba4290668a1a242553126a2/flambe-0.4.2.tar.gz", "yanked": false, "yanked_reason": null } ], "0.4.3": [ { "comment_text": "", "digests": { "md5": "ace5817c776007f09c604cf7b4f9214e", "sha256": "b0770103b8e428a0832344b767a6528207037e6a4555a53b6b7f38450b0dbfd9" }, "downloads": -1, "filename": "flambe-0.4.3-py2.py3-none-any.whl", "has_sig": false, "md5_digest": "ace5817c776007f09c604cf7b4f9214e", "packagetype": "bdist_wheel", "python_version": "py2.py3", "requires_python": ">=3.6.1", "size": 185907, "upload_time": "2019-08-22T02:28:52", "upload_time_iso_8601": "2019-08-22T02:28:52.123659Z", "url": "https://files.pythonhosted.org/packages/c5/8f/145650ae3d8732ac846708727a3ba9c884fdf22b247cfac61c22bd7b598d/flambe-0.4.3-py2.py3-none-any.whl", "yanked": false, "yanked_reason": null }, { "comment_text": "", "digests": { "md5": "091e1977e70842cc3f0a7802239fea53", "sha256": "08e5f7da211921c9ceac1463f2646e9681456e69f61179c62db67c6422052812" }, "downloads": -1, "filename": "flambe-0.4.3.tar.gz", "has_sig": false, "md5_digest": "091e1977e70842cc3f0a7802239fea53", "packagetype": "sdist", "python_version": "source", "requires_python": ">=3.6.1", "size": 140601, "upload_time": "2019-08-22T02:28:55", "upload_time_iso_8601": "2019-08-22T02:28:55.923322Z", "url": "https://files.pythonhosted.org/packages/9e/32/798203ea57bb4ea90f564add0e8146ea4e3de8c071875cbce6dcdadedc64/flambe-0.4.3.tar.gz", "yanked": false, "yanked_reason": null } ], "0.4.4": [ { "comment_text": "", "digests": { "md5": "edba76772cb0be6695802225c46661a9", "sha256": "6306653fabceff68cbdbfe1bdf0b63b5f923a03c21f2f27ab4da803751bedb7d" }, "downloads": -1, "filename": "flambe-0.4.4-py3-none-any.whl", "has_sig": false, "md5_digest": "edba76772cb0be6695802225c46661a9", "packagetype": "bdist_wheel", "python_version": "py3", "requires_python": ">=3.6.1", "size": 196647, "upload_time": "2019-09-06T01:27:05", "upload_time_iso_8601": "2019-09-06T01:27:05.202270Z", "url": "https://files.pythonhosted.org/packages/66/f5/4d1b1daef575f4bb4dd94c72c5dcbd2c99ff6bbe224323c99183b5c2b27c/flambe-0.4.4-py3-none-any.whl", "yanked": false, "yanked_reason": null }, { "comment_text": "", "digests": { "md5": "15a57342047500487b9bb1f227e60484", "sha256": "02ab12fa1952cfbdb151b8c4f4def7fd69d44dbaea8143dc91212376b819508b" }, "downloads": -1, "filename": "flambe-0.4.4.tar.gz", "has_sig": false, "md5_digest": "15a57342047500487b9bb1f227e60484", "packagetype": "sdist", "python_version": "source", "requires_python": ">=3.6.1", "size": 147523, "upload_time": "2019-09-06T01:27:08", "upload_time_iso_8601": "2019-09-06T01:27:08.082678Z", "url": "https://files.pythonhosted.org/packages/e7/6c/239105f88af2e3a87ab529c973752746c5878cb25cf165b62760ba23ddd6/flambe-0.4.4.tar.gz", "yanked": false, "yanked_reason": null } ], "0.4.5": [ { "comment_text": "", "digests": { "md5": "679135859a244e6d47afeae78f1e93c7", "sha256": "0ddb3475b45875b88b99e85b92facec7358c2fe9d1ae65549249c17b29f92dac" }, "downloads": -1, "filename": "flambe-0.4.5-py2.py3-none-any.whl", "has_sig": false, "md5_digest": "679135859a244e6d47afeae78f1e93c7", "packagetype": "bdist_wheel", "python_version": "py2.py3", "requires_python": ">=3.6.1", "size": 205042, "upload_time": "2019-09-25T22:23:16", "upload_time_iso_8601": "2019-09-25T22:23:16.122784Z", "url": "https://files.pythonhosted.org/packages/68/96/a151e002b813d7690d4f314ebee30b00b43a3f54baf09c598a0baed8e1a4/flambe-0.4.5-py2.py3-none-any.whl", "yanked": false, "yanked_reason": null }, { "comment_text": "", "digests": { "md5": "9f5d6e22a6352d79621ec85aebd0933e", "sha256": "687e1a4304d614c6bf9119738859e675ca92b53a824d2fd662c05072c52eee5f" }, "downloads": -1, "filename": "flambe-0.4.5.tar.gz", "has_sig": false, "md5_digest": "9f5d6e22a6352d79621ec85aebd0933e", "packagetype": "sdist", "python_version": "source", "requires_python": ">=3.6.1", "size": 150353, "upload_time": "2019-09-25T22:23:19", "upload_time_iso_8601": "2019-09-25T22:23:19.114778Z", "url": "https://files.pythonhosted.org/packages/7f/0a/83bb709ab7dc0724ae78f2703d5d2fe822a70c7bc66747f7f27ac96f11c1/flambe-0.4.5.tar.gz", "yanked": false, "yanked_reason": null } ], "0.4.6": [ { "comment_text": "", "digests": { "md5": "6cbe3daffd80b7fbff0ac531899b7ca4", "sha256": "c96fcfa9453a814ca13fd3f9fbbe64397d14878c5f2a007ce506b33746e0bac0" }, "downloads": -1, "filename": "flambe-0.4.6-py3-none-any.whl", "has_sig": false, "md5_digest": "6cbe3daffd80b7fbff0ac531899b7ca4", "packagetype": "bdist_wheel", "python_version": "py3", "requires_python": ">=3.6.1", "size": 204373, "upload_time": "2019-10-23T15:14:28", "upload_time_iso_8601": "2019-10-23T15:14:28.553315Z", "url": "https://files.pythonhosted.org/packages/e2/99/43c8bf544c105578a2591114b541d6cd921a18f417d8354c041aa0a358ed/flambe-0.4.6-py3-none-any.whl", "yanked": false, "yanked_reason": null }, { "comment_text": "", "digests": { "md5": "07c0fe33e4cfba85ba274264da16db5c", "sha256": "206bbf8a6236c88d2b333706739a5d21b260062528daa68cc989c8a09d8ff55f" }, "downloads": -1, "filename": "flambe-0.4.6.tar.gz", "has_sig": false, "md5_digest": "07c0fe33e4cfba85ba274264da16db5c", "packagetype": "sdist", "python_version": "source", "requires_python": ">=3.6.1", "size": 154444, "upload_time": "2019-10-23T15:14:30", "upload_time_iso_8601": "2019-10-23T15:14:30.337171Z", "url": "https://files.pythonhosted.org/packages/27/7d/44c06ec7d3d1b1058897ea2788dc82ee092f580803c911b20a34df40a4de/flambe-0.4.6.tar.gz", "yanked": false, "yanked_reason": null } ], "0.4.7": [ { "comment_text": "", "digests": { "md5": "36f26e7cd62084a65801b9434df44e61", "sha256": "ba396f28604261a1ea0c05d71ce7f189fdfb5e8782710be23905df0a4b7033bc" }, "downloads": -1, "filename": "flambe-0.4.7-py3-none-any.whl", "has_sig": false, "md5_digest": "36f26e7cd62084a65801b9434df44e61", "packagetype": "bdist_wheel", "python_version": "py3", "requires_python": ">=3.6.1", "size": 210139, "upload_time": "2019-11-22T18:00:46", "upload_time_iso_8601": "2019-11-22T18:00:46.625036Z", "url": "https://files.pythonhosted.org/packages/df/de/15c2f60bbb949c3a419c2f6c02673b0e6820475eacaffa5877499670a651/flambe-0.4.7-py3-none-any.whl", "yanked": false, "yanked_reason": null }, { "comment_text": "", "digests": { "md5": "f20da374d82a01f43fd516f337ead732", "sha256": "38a654e757025a975464ead754b60f28cd735e0efeccb00d4872894ab02b1aa9" }, "downloads": -1, "filename": "flambe-0.4.7.tar.gz", "has_sig": false, "md5_digest": "f20da374d82a01f43fd516f337ead732", "packagetype": "sdist", "python_version": "source", "requires_python": ">=3.6.1", "size": 155384, "upload_time": "2019-11-22T18:00:48", "upload_time_iso_8601": "2019-11-22T18:00:48.493753Z", "url": "https://files.pythonhosted.org/packages/0f/55/31c88b5fc6caf86089cadb8fdae2ba4fb0808a7792645936c3eaef29d5d4/flambe-0.4.7.tar.gz", "yanked": false, "yanked_reason": null } ], "0.4.8": [ { "comment_text": "", "digests": { "md5": "89687edbff169ac01cc4e79e72862591", "sha256": "18982335f98736b2d50a6bd33889c6a464d2af5800a7eebd4c3e55291b141351" }, "downloads": -1, "filename": "flambe-0.4.8-py3-none-any.whl", "has_sig": false, "md5_digest": "89687edbff169ac01cc4e79e72862591", "packagetype": "bdist_wheel", "python_version": "py3", "requires_python": ">=3.6.1", "size": 210969, "upload_time": "2019-12-18T16:39:32", "upload_time_iso_8601": "2019-12-18T16:39:32.245069Z", "url": "https://files.pythonhosted.org/packages/d1/51/11345026667e12ddf025526faf853fcbcdc32c4460863faceb4039d9e773/flambe-0.4.8-py3-none-any.whl", "yanked": false, "yanked_reason": null }, { "comment_text": "", "digests": { "md5": "4c1821f353c51194c440d6d7f763ca38", "sha256": "d829f9d6efbec4d8c94e7c24351091f630bb449f3265ec65dc16368af5d82add" }, "downloads": -1, "filename": "flambe-0.4.8.tar.gz", "has_sig": false, "md5_digest": "4c1821f353c51194c440d6d7f763ca38", "packagetype": "sdist", "python_version": "source", "requires_python": ">=3.6.1", "size": 158002, "upload_time": "2019-12-18T16:39:33", "upload_time_iso_8601": "2019-12-18T16:39:33.872080Z", "url": "https://files.pythonhosted.org/packages/15/51/b55c0c453ecc34daabca6ccfc7eead3268326e904e735d615e131ebb65ad/flambe-0.4.8.tar.gz", "yanked": false, "yanked_reason": null } ], "0.4.9": [ { "comment_text": "", "digests": { "md5": "22e9330f419c33b029c1793d34a3d0b4", "sha256": "be39a01e9bc36151f4fd9368fedfd61387cd2786fdae2b335ecd06ebfba64dc3" }, "downloads": -1, "filename": "flambe-0.4.9-py3-none-any.whl", "has_sig": false, "md5_digest": "22e9330f419c33b029c1793d34a3d0b4", "packagetype": "bdist_wheel", "python_version": "py3", "requires_python": ">=3.6.1", "size": 208304, "upload_time": "2019-12-31T14:17:52", "upload_time_iso_8601": "2019-12-31T14:17:52.620753Z", "url": "https://files.pythonhosted.org/packages/c7/ab/5a06a745f8292c4cfc2772712e87a7dfd4cbdb79e785eda48d59a103f4fb/flambe-0.4.9-py3-none-any.whl", "yanked": false, "yanked_reason": null }, { "comment_text": "", "digests": { "md5": "8fdc5a625aff8cafe38981906706fc6f", "sha256": "80c6601cc4a60291439a5079748bbe08d593e059eab8c632e1db016e4043c1c0" }, "downloads": -1, "filename": "flambe-0.4.9.tar.gz", "has_sig": false, "md5_digest": "8fdc5a625aff8cafe38981906706fc6f", "packagetype": "sdist", "python_version": "source", "requires_python": ">=3.6.1", "size": 156080, "upload_time": "2019-12-31T14:17:54", "upload_time_iso_8601": "2019-12-31T14:17:54.844641Z", "url": "https://files.pythonhosted.org/packages/45/9f/d951d0ac652f6e501cefab75d918a96a6795f8da8e373854bcc5bfcd1c76/flambe-0.4.9.tar.gz", "yanked": false, "yanked_reason": null } ] }, "urls": [ { "comment_text": "", "digests": { "md5": "9ab55fcd26c420750e1c0a5f692ec5f2", "sha256": "8656b80550f23ebdd27fb48583762fd0a4bcef4aa15cd4a1c659acdcd7fd6452" }, "downloads": -1, "filename": "flambe-0.4.18-py3-none-any.whl", "has_sig": false, "md5_digest": "9ab55fcd26c420750e1c0a5f692ec5f2", "packagetype": "bdist_wheel", "python_version": "py3", "requires_python": ">=3.6.1", "size": 220499, "upload_time": "2020-05-07T17:34:10", "upload_time_iso_8601": "2020-05-07T17:34:10.180205Z", "url": "https://files.pythonhosted.org/packages/a9/46/5a84fa944d83f9199b0f48d7e77f9d578a9186995b8494205c295e02e73d/flambe-0.4.18-py3-none-any.whl", "yanked": false, "yanked_reason": null }, { "comment_text": "", "digests": { "md5": "a7bca2d485ae222dbbfde37ec06c5fb5", "sha256": "523aa5afbef530b1fb8916f26b6d6d50a09ae39febbf3583e81d3b4d135d4e6a" }, "downloads": -1, "filename": "flambe-0.4.18.tar.gz", "has_sig": false, "md5_digest": "a7bca2d485ae222dbbfde37ec06c5fb5", "packagetype": "sdist", "python_version": "source", "requires_python": ">=3.6.1", "size": 165972, "upload_time": "2020-05-07T17:34:11", "upload_time_iso_8601": "2020-05-07T17:34:11.336983Z", "url": "https://files.pythonhosted.org/packages/09/68/24b55ce89183ba11679349956fdf1ceebcb7093032424367e6647c424426/flambe-0.4.18.tar.gz", "yanked": false, "yanked_reason": null } ], "vulnerabilities": [] }