From eb1d5c4d0d17895182f74a82d72554bb9f1bbefb Mon Sep 17 00:00:00 2001 From: Guillermo Marcus Date: Wed, 4 Jan 2023 16:48:13 +0100 Subject: [PATCH] Release v0.12.1 Signed-off-by: The Sionna Team --- README.md | 6 +-- doc/source/installation.rst | 6 +-- doc/source/made_with_sionna.rst | 10 ++++ examples/OFDM_MIMO_Detection.ipynb | 2 +- requirements.txt | 2 +- setup.cfg | 2 +- sionna/__init__.py | 2 +- sionna/fec/crc.py | 6 +-- sionna/fec/ldpc/decoding.py | 40 ++++++---------- sionna/fec/linear/decoding.py | 8 +++- sionna/fec/utils.py | 6 +-- sionna/mapping.py | 13 +++-- test/unit/channel/test_3gpp_channel_lsp.py | 8 ++-- test/unit/fec/test_crc.py | 2 +- test/unit/fec/test_fec_utils.py | 4 +- test/unit/fec/test_ldpc_decoding.py | 56 ++++++++++++++++++---- test/unit/fec/test_linear_decoding.py | 2 +- 17 files changed, 110 insertions(+), 65 deletions(-) diff --git a/README.md b/README.md index 0f5770eaa..6ebc8d459 100644 --- a/README.md +++ b/README.md @@ -14,7 +14,7 @@ In order to run the tutorial notebooks on your machine, you also need [Jupyter]( You can alternatively test them on [Google Colab](https://colab.research.google.com/). Although not necessary, we recommend running Sionna in a [Docker container](https://www.docker.com). -Sionna requires [TensorFlow 2.7-2.10](https://www.tensorflow.org/install) and Python 3.6-3.9. We recommend Ubuntu 20.04. TensorFlow 2.6 still works but is not recommended because of known, unpatched CVEs. +Sionna requires [TensorFlow 2.7-2.11](https://www.tensorflow.org/install) and Python 3.6-3.9. We recommend Ubuntu 20.04. TensorFlow 2.6 still works but is not recommended because of known, unpatched CVEs. We refer to the [TensorFlow GPU support tutorial](https://www.tensorflow.org/install/gpu) for GPU support and the required driver setup. @@ -35,7 +35,7 @@ On macOS, you need to install [tensorflow-macos](https://github.com/apple/tensor ``` >>> import sionna >>> print(sionna.__version__) - 0.12.0 + 0.12.1 ``` 3.) Once Sionna is installed, you can run the [Sionna "Hello, World!" example](https://nvlabs.github.io/sionna/examples/Hello_World.html), have a look at the [quick start guide](https://nvlabs.github.io/sionna/quickstart.html), or at the [tutorials](https://nvlabs.github.io/sionna/tutorials.html). @@ -94,7 +94,7 @@ We recommend to do this within a [virtual environment](https://docs.python.org/3 ``` >>> import sionna >>> print(sionna.__version__) - 0.12.0 + 0.12.1 ``` ## License and Citation diff --git a/doc/source/installation.rst b/doc/source/installation.rst index d252e09a9..844840c43 100644 --- a/doc/source/installation.rst +++ b/doc/source/installation.rst @@ -7,7 +7,7 @@ You can alternatively test them on `Google Colab `_. .. note:: - Sionna requires `TensorFlow 2.7-2.10 `_ and Python 3.6-3.9. + Sionna requires `TensorFlow 2.7-2.11 `_ and Python 3.6-3.9. We recommend Ubuntu 20.04. We refer to the `TensorFlow GPU support tutorial `_ for GPU support and the required driver setup. @@ -37,7 +37,7 @@ e.g., using `conda `_. On macOS, you need to install `ten >>> import sionna >>> print(sionna.__version__) - 0.12.0 + 0.12.1 3.) Once Sionna is installed, you can run the `Sionna "Hello, World!" example `_, have a look at the `quick start guide `_, or at the `tutorials `_. @@ -109,4 +109,4 @@ e.g., using `conda `_. >>> import sionna >>> print(sionna.__version__) - 0.12.0 + 0.12.1 diff --git a/doc/source/made_with_sionna.rst b/doc/source/made_with_sionna.rst index 9f55310ca..e2c4a1ad9 100644 --- a/doc/source/made_with_sionna.rst +++ b/doc/source/made_with_sionna.rst @@ -9,6 +9,16 @@ List of Projects If you want your paper and code be listed here, please send an email to `sionna@nvidia.com `_ with links to the paper (e.g., `arXiv `_) and code repository (e.g., `GitHub `_). +DUIDD: Deep-Unfolded Interleaved Detection and Decoding for MIMO Wireless Systems +********************************************************************************* +.. made-with-sionna:: + :title: Bit Error and Block Error Rate Training for ML-Assisted Communication + :authors: Reinhard Wiesmayr, Chris Dick, Jakob Hoydis, Christoph Studer + :year: 2022 + :version: 0.11 + :link_arxiv: https://arxiv.org/abs/2212.07816 + :link_github: https://github.com/IIP-Group/DUIDD + :abstract: Iterative detection and decoding (IDD) is known to achieve near-capacity performance in multi-antenna wireless systems. We propose deep-unfolded interleaved detection and decoding (DUIDD), a new paradigm that reduces the complexity of IDD while achieving even lower error rates. DUIDD interleaves the inner stages of the data detector and channel decoder, which expedites convergence and reduces complexity. Furthermore, DUIDD applies deep unfolding to automatically optimize algorithmic hyperparameters, soft-information exchange, message damping, and state forwarding. We demonstrate the efficacy of DUIDD using NVIDIA's Sionna link-level simulator in a 5G-near multi-user MIMO-OFDM wireless system with a novel low-complexity soft-input soft-output data detector, an optimized low-density parity-check decoder, and channel vectors from a commercial ray-tracer. Our results show that DUIDD outperforms classical IDD both in terms of block error rate and computational complexity. Bit Error and Block Error Rate Training for ML-Assisted Communication ********************************************************************* diff --git a/examples/OFDM_MIMO_Detection.ipynb b/examples/OFDM_MIMO_Detection.ipynb index e248f07e1..d865512e8 100644 --- a/examples/OFDM_MIMO_Detection.ipynb +++ b/examples/OFDM_MIMO_Detection.ipynb @@ -35,7 +35,7 @@ "id": "1151e856-875a-4c6a-8291-e1c00313eb25", "metadata": {}, "source": [ - 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)" 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)" ] }, { diff --git a/requirements.txt b/requirements.txt index a0447dcf5..8712deaab 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,6 +1,6 @@ tensorflow >=2.7.4, !=2.8.0, !=2.8.1, !=2.8.2, !=2.8.3, !=2.9.0, !=2.9.1 ; sys_platform != "darwin" tensorflow-macos >=2.7 ; sys_platform == "darwin" numpy -scipy +scipy >=1.6.0 matplotlib importlib_resources diff --git a/setup.cfg b/setup.cfg index 0a00ece39..10fd206e3 100644 --- a/setup.cfg +++ b/setup.cfg @@ -29,7 +29,7 @@ install_requires = tensorflow-macos >=2.7 ; sys_platform == "darwin" numpy matplotlib - scipy + scipy >=1.6.0 importlib_resources [options.package_data] diff --git a/sionna/__init__.py b/sionna/__init__.py index 5e9a2969b..8cdf2bda4 100644 --- a/sionna/__init__.py +++ b/sionna/__init__.py @@ -5,7 +5,7 @@ """This is the Sionna library. """ -__version__ = '0.12.0' +__version__ = '0.12.1' from . import utils from .constants import * diff --git a/sionna/fec/crc.py b/sionna/fec/crc.py index e6c762f9f..6778415d7 100644 --- a/sionna/fec/crc.py +++ b/sionna/fec/crc.py @@ -7,6 +7,7 @@ import numpy as np import tensorflow as tf from tensorflow.keras.layers import Layer +from sionna.fec.utils import int_mod_2 class CRCEncoder(Layer): """CRCEncoder(crc_degree, output_dtype=tf.float32, **kwargs) @@ -223,9 +224,8 @@ def call(self, inputs): x_crc = tf.matmul(x_exp32, self._g_mat_crc) # calculate crc bits # take modulo 2 of x_crc (bitwise operations instead of tf.mod) - x_crc_uint8 = tf.cast(x_crc, tf.uint8) - x_bin = tf.bitwise.bitwise_and(x_crc_uint8, tf.constant(1, tf.uint8)) - x_crc = tf.cast(x_bin, dtype=self.dtype) + x_crc = int_mod_2(x_crc) + x_crc = tf.cast(x_crc, dtype=self.dtype) x_conc = tf.concat([x_exp, x_crc], -1) x_out = tf.squeeze(x_conc, axis=-2) diff --git a/sionna/fec/ldpc/decoding.py b/sionna/fec/ldpc/decoding.py index 8f78b78ed..3b00c9df0 100644 --- a/sionna/fec/ldpc/decoding.py +++ b/sionna/fec/ldpc/decoding.py @@ -224,21 +224,6 @@ class LDPCBPDecoder(Layer): If the shape of ``pcm`` is invalid or contains other values than `0` or `1` or dtype is not `tf.float32`. - AssertionError - If ``trainable`` is not `bool`. - - AssertionError - If ``track_exit`` is not `bool`. - - AssertionError - If ``hard_out`` is not `bool`. - - AssertionError - If ``stateful`` is not `bool`. - - AssertionError - If ``cn_type`` is not `str`. - ValueError If ``num_iter`` is not an integer greater (or equal) `0`. @@ -328,7 +313,7 @@ def __init__(self, # clipping value for the atanh function is applied (tf.float32 is used) self._atanh_clip_value = 1 - 1e-7 # internal value for llr clipping - self._llr_max = 20 + self._llr_max = tf.constant(20., tf.float32) # init code parameters self._num_cns = pcm.shape[0] # total number of check nodes @@ -444,6 +429,17 @@ def num_iter(self, num_iter): assert num_iter>=0, 'num_iter cannot be negative.' self._num_iter = tf.constant(num_iter, dtype=tf.int32) + @property + def llr_max(self): + """Max LLR value used for internal calculations and rate-matching.""" + return self._llr_max + + @llr_max.setter + def llr_max(self, value): + """Max LLR value used for internal calculations and rate-matching.""" + assert value>=0, 'llr_max cannot be negative.' + self._llr_max = tf.cast(value, dtype=tf.float32) + def show_weights(self, size=7): """Show histogram of trainable weights. @@ -1212,8 +1208,6 @@ def __init__(self, assert isinstance(return_infobits, bool), 'return_info must be bool.' self._return_infobits = return_infobits - self._llr_max = 20 # internal max value for LLR initialization - assert isinstance(output_dtype, tf.DType), \ 'output_dtype must be tf.DType.' if output_dtype not in (tf.float16, tf.float32, tf.float64): @@ -1258,8 +1252,6 @@ def __init__(self, # no pruning; same length as before self._n_pruned = encoder._n_ldpc - - super().__init__(pcm, trainable, cn_type, @@ -1274,11 +1266,6 @@ def __init__(self, # Public methods and properties ######################################### - @property - def llr_max(self): - """Max LLR value used for rate-matching.""" - return self._llr_max - @property def encoder(self): """LDPC Encoder used for rate-matching/recovery.""" @@ -1380,7 +1367,8 @@ def call(self, inputs): [batch_size, nb_par_bits]) # negative sign due to logit definition - z = -self._llr_max * tf.ones([batch_size, k_filler], self._output_dtype) + z = -tf.cast(self._llr_max, self._output_dtype) \ + * tf.ones([batch_size, k_filler], self._output_dtype) llr_5g = tf.concat([x1, z, x2], 1) diff --git a/sionna/fec/linear/decoding.py b/sionna/fec/linear/decoding.py index 24d3b5f3c..8a52d5a5c 100644 --- a/sionna/fec/linear/decoding.py +++ b/sionna/fec/linear/decoding.py @@ -338,11 +338,15 @@ def _find_mrb(self, gm): """ bs = tf.shape(gm)[0] + s = gm.shape idx_pivot = tf.TensorArray(tf.int64, self._k, dynamic_size=False) # bring gm in systematic form (by so-called pivot method) for idx_c in tf.range(self._k): + # ensure shape to avoid XLA incompatibility with TF2.11 in tf.range + gm = tf.ensure_shape(gm, s) + # find pivot (i.e., first pos with index 1) idx_p = tf.argmax(gm[:, idx_c, :], axis=-1) @@ -425,7 +429,7 @@ def call(self, inputs): # clip inputs llr_ch = tf.clip_by_value(llr_ch, -self._llr_max, self._llr_max) - # Step 1: sort LLRs + # step 1: sort LLRs idx_sort = tf.argsort(tf.abs(llr_ch), direction="DESCENDING") # permute gm per batch sample individually @@ -433,7 +437,7 @@ def call(self, inputs): (bs, self._k,self._n)) gm_sort = tf.gather(gm, idx_sort, batch_dims=1, axis=-1) - # Step 2: Find most reliable basis (MRB) + # step 2: Find most reliable basis (MRB) gm_mrb, idx_mrb = self._find_mrb(gm_sort) # apply corresponding mrb permutations diff --git a/sionna/fec/utils.py b/sionna/fec/utils.py index 0ced8dde9..4040551f7 100644 --- a/sionna/fec/utils.py +++ b/sionna/fec/utils.py @@ -1449,9 +1449,9 @@ def int_mod_2(x): """ - x_int8 = tf.cast(x, tf.int8) - y_int8 = tf.bitwise.bitwise_and(x_int8, tf.constant(1, tf.int8)) - return tf.cast(y_int8, x.dtype) + x_int32 = tf.cast(x, tf.int32) + y_int32 = tf.bitwise.bitwise_and(x_int32, tf.constant(1, tf.int32)) + return tf.cast(y_int32, x.dtype) ########################################################### # Deprecated aliases that will not be included in the next diff --git a/sionna/mapping.py b/sionna/mapping.py index ba2635253..b1de7b774 100644 --- a/sionna/mapping.py +++ b/sionna/mapping.py @@ -248,13 +248,16 @@ def __init__(self, assert isinstance(trainable, bool), "trainable must be boolean" self._trainable = trainable - assert isinstance(num_bits_per_symbol, int),\ + # allow float inputs that represent int + assert isinstance(num_bits_per_symbol, (float,int)),\ "num_bits_per_symbol must be integer" - + assert (num_bits_per_symbol%1==0),\ + "num_bits_per_symbol must be integer" + num_bits_per_symbol = int(num_bits_per_symbol) if self._constellation_type=="qam": assert num_bits_per_symbol%2 == 0 and num_bits_per_symbol>0,\ - "num_bits_per_symbol must be a mutliple of 2" + "num_bits_per_symbol must be a multiple of 2" self._num_bits_per_symbol = int(num_bits_per_symbol) assert initial_value is None, "QAM must not have an initial value" @@ -574,8 +577,8 @@ class SymbolLogits2LLRs(Layer): prior : [num_bits_per_symbol] or [...n, num_bits_per_symbol], tf.float Prior for every bit as LLRs. - It can be provided either as a tensor of shape `[num_bits_per_symbol]` for the - entire input batch, or as a tensor that is "broadcastable" + It can be provided either as a tensor of shape `[num_bits_per_symbol]` + for the entire input batch, or as a tensor that is "broadcastable" to `[..., n, num_bits_per_symbol]`. Only required if the ``with_prior`` flag is set. diff --git a/test/unit/channel/test_3gpp_channel_lsp.py b/test/unit/channel/test_3gpp_channel_lsp.py index 081b353e6..a75bb83ba 100644 --- a/test/unit/channel/test_3gpp_channel_lsp.py +++ b/test/unit/channel/test_3gpp_channel_lsp.py @@ -314,7 +314,7 @@ def test_asa_dist(self, model, submodel): b = (np.log10(104)-mu)/std samples_ref = self.limited_normal(TestLSP.BATCH_SIZE, a, b, mu, std) # KS-test does not work great with discontinuties. - # Therefore, we test only the contunuous part of the CDF, and also test + # Therefore, we test only the continuous part of the CDF, and also test # that the maximum value allowed is not exceeded maxval = np.max(samples) samples = samples[samples < np.log10(104)] @@ -333,7 +333,7 @@ def test_asd_dist(self, model, submodel): b = (np.log10(104)-mu)/std samples_ref = self.limited_normal(TestLSP.BATCH_SIZE, a, b, mu, std) # KS-test does not work great with discontinuties. - # Therefore, we test only the contunuous part of the CDF, and also test + # Therefore, we test only the continuous part of the CDF, and also test # that the maximum value allowed is not exceeded maxval = np.max(samples) samples = samples[samples < np.log10(104)] @@ -352,7 +352,7 @@ def test_zsa_dist(self, model, submodel): b = (np.log10(52)-mu)/std samples_ref = self.limited_normal(TestLSP.BATCH_SIZE, a, b, mu, std) # KS-test does not work great with discontinuties. - # Therefore, we test only the contunuous part of the CDF, and also test + # Therefore, we test only the continuous part of the CDF, and also test # that the maximum value allowed is not exceeded maxval = np.max(samples) samples = samples[samples < np.log10(52)] @@ -373,7 +373,7 @@ def test_zsd_dist(self, model, submodel): b = (np.log10(52)-mu)/std samples_ref = self.limited_normal(TestLSP.BATCH_SIZE, a, b, mu, std) # KS-test does not work great with discontinuties. - # Therefore, we test only the contunuous part of the CDF, and also test + # Therefore, we test only the continuous part of the CDF, and also test # that the maximum value allowed is not exceeded maxval = np.max(samples) samples = samples[samples < np.log10(52)] diff --git a/test/unit/fec/test_crc.py b/test/unit/fec/test_crc.py index 60868be75..36e0c8f0f 100644 --- a/test/unit/fec/test_crc.py +++ b/test/unit/fec/test_crc.py @@ -129,7 +129,7 @@ def test_valid_crc(self): re-encoding always yields a valid CRC. """ - shapes = [[100, 10], [50, 3, 3], [100, 2, 3, 4, 100]] + shapes = [[100, 10], [50, 3, 3], [100, 2, 3, 4, 100], [1,int(1e6)]] source = BinarySource() for pol in VALID_POLS: diff --git a/test/unit/fec/test_fec_utils.py b/test/unit/fec/test_fec_utils.py index a2de00fb7..9d5f6abad 100644 --- a/test/unit/fec/test_fec_utils.py +++ b/test/unit/fec/test_fec_utils.py @@ -503,10 +503,10 @@ def test_mod2(self): s = [10, 20, 30] # int inputs - x = tf.random.uniform(s, minval=-1000, maxval=1000, dtype=tf.int32) + x = tf.random.uniform(s, minval=-2**30, maxval=2**30, dtype=tf.int32) y = int_mod_2(x) - y_ref = tf.math.mod(tf.cast(x, tf.float32), 2.) + y_ref = tf.math.mod(tf.cast(x, tf.float64), 2.) self.assertTrue(np.array_equal(y.numpy(), y_ref.numpy())) # float inputs diff --git a/test/unit/fec/test_ldpc_decoding.py b/test/unit/fec/test_ldpc_decoding.py index 80c6b5a8b..3c958c51e 100644 --- a/test/unit/fec/test_ldpc_decoding.py +++ b/test/unit/fec/test_ldpc_decoding.py @@ -72,7 +72,7 @@ def test_dtypes(self): def test_CN(self): - """Test that CN function works correct (i.e., extrinsic and sign preserving). Must be done for all node types. + """Test that CN function works correctly (i.e., extrinsic and sign preserving). Must be done for all node types. Test CN-degree 2 as well for all types. Must be a forwarding node """ @@ -133,7 +133,7 @@ def test_CN(self): def test_int_state(self): """Test internal state functionality of decoder. - This implies that Nx1 iterations yields exact same result as N + This implies that Nx1 iterations yield exact same result as N iterations.""" batch_size = 1 Niter = 5 @@ -162,7 +162,7 @@ def test_phi(self): self.assertTrue(np.allclose(x, z)) def test_VN(self): - """Test that VN function works correct (i.e., extrinsic). + """Test that VN function works correctly (i.e., extrinsic). """ Ntrials = 1000 # nb trials k = 12 @@ -185,7 +185,7 @@ def test_VN(self): self.assertTrue(np.allclose(y_ref, y, atol=1e-5)) def test_batch(self): - """Test that batch of codewords yields the same results each batch + """Test that batch of codewords yields the same results for each batch sample.""" batch_size = 100 @@ -245,7 +245,7 @@ def test_gradient(self): "gradient should not exist" def test_all_erasure(self): - """Test that all-erasure (llr=0) cw yields constant all zero output.""" + """Test that all-erasure (llr=0) cw yields constant all-zero output.""" batch_size = 100 pcm, k, n, _ = load_parity_check_examples(2) @@ -307,11 +307,11 @@ def run_graph_xla(llr): x = dec(llr).numpy() self.assertTrue(np.array_equal(x, np.zeros_like(x))) - # test that for arbitrary input only 0,1 values are outputed + # test that for arbitrary inputs llr = tf.random.normal([batch_size, n], mean=4.2, stddev=1) x = run_graph(llr).numpy() - # execute the graph twice + # execute the graph twice with same input shape x = run_graph(llr).numpy() # and change batch_size @@ -449,6 +449,26 @@ def test_sparse(self): self.assertTrue(np.allclose(res, res_csc)) self.assertTrue(np.allclose(res, res_csr)) + def test_llrmax(self): + """Test that llr_max can be set.""" + pcm, _, n, _ = load_parity_check_examples(0) + # no iteration: decoder returns clipped llrs + dec = LDPCBPDecoder(pcm, num_iter=0, hard_out=False) + + # test default value + llr_max_def = dec.llr_max.numpy() # get default value + x = tf.ones((1,n))*100 + y = dec(x).numpy() # run 0 iterations + np.max(y)==llr_max_def + + # set new llr_max + llr_maxs = [17., 45.3, 78] + for l in llr_maxs: + dec.llr_max = l + y = dec(x).numpy() # run 0 iterations + print(np.abs(np.max(y)-l)<1e-6) + + class TestBPDecoding5G(unittest.TestCase): """Checks LDPC5GDecoding layer. Remark: As this layer inherits from BPDecoding many cases are covered by @@ -809,7 +829,27 @@ def test_int_state(self): for i in range(Niter-1): # remaining iterations res2, msg_vn = dec2([llr, msg_vn]) - + # results must be the same, otherwise the internal state is not # correctly recovered self.assertTrue(np.allclose(res1,res2)) + + def test_llrmax(self): + """Test that llr_max can be set.""" + k = 12 + n = 20 + enc = LDPC5GEncoder(k,n) + dec = LDPC5GDecoder(enc, hard_out=False, num_iter=0) + + # test default value + llr_max_def = dec.llr_max.numpy() # get default value + x = tf.ones((1,n))*100 + y = dec(x).numpy() # run 0 iterations + np.max(y)==llr_max_def + + # set new llr_max + llr_maxs = [17., 45.3, 78] + for l in llr_maxs: + dec.llr_max = l + y = dec(x).numpy() # run 0 iterations + print(np.abs(np.max(y)-l)<1e-6) diff --git a/test/unit/fec/test_linear_decoding.py b/test/unit/fec/test_linear_decoding.py index fa4764ac0..4090b68d6 100644 --- a/test/unit/fec/test_linear_decoding.py +++ b/test/unit/fec/test_linear_decoding.py @@ -248,7 +248,7 @@ def test_reference(self): _, bler = sim_ber(model, ebno_dbs=snrs_ref, batch_size=1000, - max_mc_iter=100, + max_mc_iter=500, num_target_block_errors=10000) # we allow 20% tolerance to ML; self.assertTrue(np.all(np.isclose(bler.numpy(), blers_ref, rtol=0.2)))